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+- n<1K +--- + +# PresentBench: A Fine-Grained Rubric-Based Benchmark for Slide Generation + +[[🌐 Homepage](https://presentbench.github.io/)] [[📖 Paper](https://arxiv.org/pdf/2603.07244)] [[💻 Code](http://github.com/PresentBench/PresentBench)] + +This repository hosts the PresentBench benchmark dataset. + + +## 📄 Abstract + +Slides serve as a critical medium for conveying information in presentation-oriented scenarios such as academia, education, and business. Despite their importance, creating high-quality slide decks remains time-consuming and cognitively demanding. Recent advances in generative models, such as Nano Banana Pro, have made automated slide generation increasingly feasible. However, existing evaluations of slide generation are often coarse-grained and rely on holistic judgments, making it difficult to accurately assess model capabilities or track meaningful advances in the field. In practice, the lack of fine-grained, verifiable evaluation criteria poses a critical bottleneck for both research and real-world deployment. + +In this paper, we propose PresentBench, a fine-grained, rubric-based benchmark for evaluating automated real-world slide generation. It contains 238 evaluation instances, each supplemented with background materials required for slide creation. Moreover, we manually design an average of 54.1 checklist items per instance, each formulated as a binary question, to enable fine-grained, instance-specific evaluation of the generated slide decks. + +Extensive experiments show that PresentBench provides more reliable evaluation results than existing methods, and exhibits significantly stronger alignment with human preferences. Furthermore, our benchmark reveals that NotebookLM significantly outperforms other slide generation methods, highlighting substantial recent progress in this domain. + + +## 🏆 Leaderboard + +Comparative results across five domains. The highest scores are highlighted in red, and the second-highest scores are highlighted in blue. + +| Method | Total | Academia | Advertising | Education | Economics | Talk | +|---|---:|---:|---:|---:|---:|---:| +| NotebookLM | 62.5 | 68.6 | 54.9 | 55.0 | 58.2 | 69.2 | +| Manus 1.6 | 57.8 | 64.0 | 52.4 | 50.7 | 52.8 | 63.0 | +| Tiangong | 54.7 | 59.2 | 44.5 | 53.7 | 46.5 | 59.8 | +| Zhipu | 53.6 | 57.5 | 41.0 | 52.5 | 47.6 | 59.0 | +| PPTAgent v2 | 50.2 | 53.3 | 46.7 | 46.1 | 46.1 | 56.6 | +| Gamma | 49.2 | 54.4 | 46.7 | 47.8 | 35.1 | 56.3 | +| Doubao | 48.0 | 50.3 | 42.9 | 45.4 | 44.0 | 54.7 | +| Qwen | 35.9 | 39.4 | 31.9 | 36.6 | 26.5 | 38.6 | + + +## 🗂️ Dataset Structure + +Domains under `/` include (non‑exhaustive): +- `academia/` +- `advertising/` +- `economics/` +- `education/` +- `talk/` +Each leaf case typically looks like: +- `material.pdf|material.md|material_N.md|material_N.pdf` – source documents (PDFs, text, etc.). +- `generation_task/` – prompts and evaluation configuration: + - `generation_prompt.md` + - `judge_prompt.json` + + +## ⚙️ Usage + +To evaluate slide generation systems with this dataset, please follow the evaluation pipeline and scripts provided in the [code repository](http://github.com/PresentBench/PresentBench) (e.g., environment setup, data preparation, inference, and evaluation). + + +## 📜 Licensing Information + +The `PresentBench` benchmark aggregates background materials collected from multiple public sources. Each source remains governed by its own original license and terms of use. + +- **Data Source Licenses:** Users must strictly comply with the licensing terms and conditions of each original background-material source included in this benchmark. We recommend carefully reviewing the original license for each source before use. + +- **Prompts and Evaluation Rubrics:** The task instructions and evaluation checklists are created by us. To the extent that we hold any related intellectual property rights, these contributions are made available under the **Creative Commons Attribution-NonCommercial 4.0 International (CC-BY-NC-4.0)** license. + +- **Copyright Concerns:** This benchmark is compiled for academic research purposes. If you believe any content in `PresentBench` infringes upon your copyright, please contact us immediately at chen.xs.gm[at]gmail.com. We will promptly review and address the matter, including removal of the concerned content upon verification. + + + +## 📚 Citation + +**BibTeX:** +```bibtex +@article{chen2026presentbench, + title={PresentBench: A Fine-Grained Rubric-Based Benchmark for Slide Generation}, + author={Chen, Xin-Sheng and Zhu, Jiayu and Li, Pei-lin and Wang, Hanzheng and Yang, Shuojin and Guo, Meng-Hao}, + journal={arXiv preprint arXiv:2603.07244}, + year={2026} +} +``` + diff --git a/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/generation_task/instructions.md b/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..edf10957c587b38d7ba131dc0421215f472fe67c --- /dev/null +++ b/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/generation_task/instructions.md @@ -0,0 +1,149 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + * Paper Title + * Author Team + * Affiliation + * Conference + +2. **Outline / Agenda** + +3. **Introduction / Background** + * Privacy Concerns: Large-scale face datasets pose significant privacy risks for individuals. Privacy risks stem not only from facial identity, but also from contextual cues such as background, clothing, or hairstyle. + * Anonymization Goal: Protect identity while preserving data utility for downstream tasks (e.g., training expression detectors). + * Current Landscape & Limitations: + * require the costly training of additional, purpose-trained neural networks + * fail to retain the facial attributes of the original images in the anonymized counterparts, the preservation of which is of paramount importance for their use in downstream tasks + +4. **Limitations of Existing Methods** + * High Computational Cost: Methods like DeepPrivacy or CIAGAN require training complex generative models from scratch. + * Attribute Distortion: Traditional blurring or pixelation destroys the spatial structure needed for ML training. + * Identity Leakage: Simple swaps or modifications often fail to sufficiently distance the new face from the original identity. + * Design Constraint: You MUST include a visual comparison (refer to Figure 1, you can directly use Figure 1) showing how simple anonymization destroys data utility versus the proposed method. + +5. **Overview of the Proposed Method** + * Core Idea: Anonymization through direct optimization of latent codes in a pre-trained StyleGAN2 space. + * Key Contribution 1: No Training Required. Operates on fixed, pre-trained GANs, making it plug-and-play for various face datasets. + * Key Contribution 2: Attribute Preservation. Explicitly constrains the optimization via feature-space losses to keep non-identity features constant. + * Key Contribution 3: High Visual Fidelity. Leverages StyleGAN's power to produce photorealistic anonymized images. + +6. **Method - Initialization Strategy (Crucial Step)** + * Fake Dataset Generation: Creating a large pool of synthetic images ($\mathcal{X}_F$) using StyleGAN2. + * Semantic Pairing: Finding the nearest "fake" neighbor for each real image using FaRL feature space (kNN). + * Latent Code Splicing: + * Layers 0-2 (Geometric/Pose): Taken from the real image inversion. + * Layers 3-7 (Identity): Initialized from the fake neighbor and optimized. + * Layers 8-17 (Texture/Background): Taken from the real image inversion. + * Your slide deck MUST include a method diagram/step-by-step pipeline consistent with Figure 2 (real dataset, fake dataset generation, pairing, optimize middle layers) + +7. **Optimization & Loss Functions** + * Optimization Target: Only optimizing the middle layers (3-7) of the latent code. + * Identity Loss ($\mathcal{L}_{id}$): Uses ArcFace to ensure the new face is mathematically distant from the original (controlled by margin $m$). + * Attribute Preservation Loss ($\mathcal{L}_{att}$): + * Uses FaRL ViT-based image encoder. + * Matches patch-level features (14x14 flattened vectors) to ensure semantic attributes (expression, age) remain consistent. + * *Note: No explicit landmark loss is used; geometry is preserved via Layer 0-2 initialization.* + +8. **Dataset and Training Details** + * Source Datasets: Evaluated on CelebA-HQ and LFW (Labeled Faces in the Wild). + * Per-image latent code optimization (no network training), using Adam for a fixed number of optimization steps. + * Evaluation Setup: Measuring the trade-off between "Anonymization Success" and "Attribute Preservation." + +9. **Experimental Setup** + * Metrics for Anonymization: Identity proximity (ID-score) using state-of-the-art face recognizers. + * Metrics for Utility: Accuracy on downstream tasks like expression recognition or head pose estimation. + * Baselines: Comparison with CIAGAN, DeepPrivacy. + +10. **Experimental Results & Analysis** + * Privacy + Realism (CelebA-HQ / LFW): + * Strong image realism with **100% face detection**; on CelebA-HQ the full method reports **FID ≈ 29.9** while remaining fully detectable. + * **Low re-identification** rates, competitive with CIAGAN / DeepPrivacy, but with better practical usability due to consistently detectable faces. + * Slides must reproduce and clearly present the results from Table 1 and Table 2 for only the CIAGAN, DeepPrivacy, and Ours rows (include all corresponding columns/metrics for these three methods). + * Utility (Attribute Preservation): + * On CelebA-HQ attribute transfer, preserved attributes well (acc. ≈ 0.8181) vs original (acc. ≈ 0.8539). Slides must fully reproduce and clearly present all results from the paper’s Table 3 (complete rows/columns and metrics). + * On LFW (pseudo-label evaluation), achieves the **best downstream accuracy** among baselines. Slides must fully reproduce and clearly present all results from the paper’s Table 6 (complete rows/columns and metrics). + * Controllable Trade-off (Ablation on margin *m*): + * Larger **m** → **better attribute accuracy** but **slightly higher re-ID**, confirming a tunable privacy–utility knob. Slides must fully reproduce and clearly present all results from the paper’s Table 4 (complete rows/columns and metrics). + +11. **Visual Analysis & Qualitative Results** + * Style Consistency: Visual samples (refer to Figure 3, 4) showing a person's identity changing while their smile, glasses, and head tilt remain highly consistent. + * Diverse Cases: Handling of various ethnicities, ages, and challenging lighting conditions. + * Note: You are allowed to copy only the visual samples reported in Tables 3 and 4, and must not use any other results or generate additional results. + +12. **Key Takeaways & Limitations** + * Takeaways: Latent optimization is an effective, training-free way to anonymize datasets; attribute preservation is the key to maintaining data utility. + * Limitations: Optimization per image is slower than a feed-forward pass; quality is bounded by the expressiveness of the pretrained GAN and the fidelity of GAN inversion. + +13. **Conclusion** + * Summary: A latent-code-optimization anonymization framework that avoids training additional networks and improves attribute preservation while achieving competitive de-identification vs SOTA. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/generation_task/judge_prompt.json b/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d2ef2f4fbe0c9498e63b18a6fe4f86c3117b5f38 --- /dev/null +++ b/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/generation_task/judge_prompt.json @@ -0,0 +1,56 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide list the title, authors, affiliations, and the conference?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (Title: *Attribute-preserving Face Dataset Anonymization via Latent Code Optimization*; Authors: Simone Barattin*, Christos Tzelepis*, Ioannis Patras, Nicu Sebe; Affiliations: University of Trento, Queen Mary University of London; Conference: CVPR 2023).\n", + "\n**Does the deck include an Outline/Agenda slide(s) right after the title slide (and does it follow the slide order as presented in the deck itself)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing.\n", + "\n**Does the Introduction/Background section explicitly state the core problem: anonymize face identity while keeping the dataset useful for downstream tasks?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing. \n", + "\n**Does the Introduction/Background mention privacy risks beyond identity (e.g., contextual cues like background/clothing/hairstyle)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing. \n", + "\n**Does the deck clearly list the paper’s stated shortcomings of prior work (costly extra training networks and/or poor attribute retention)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (two drawbacks: (i) require costly training of additional purpose-trained networks; and/or (ii) fail to retain facial attributes; and why attribute preservation matters for downstream tasks). \n", + "\n**Does the “Limitations of Existing Methods” section include the required points (compute cost, attribute distortion by blur/pixelation, identity leakage) without overstating what the paper experimentally tests?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (compute cost; blur/pixelation harms utility; identity leakage) and/or what is incorrectly claimed as experimentally evaluated.\n", + "\n**Does the deck include a visual comparison slide referencing Figure 1 (showing how “ID anonymized” can destroy attribute utility vs “Attr. preserved”)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (Figure 1 comparison: ID anonymized and Attr. preserved; CIAGAN vs DeepPrivacy vs Ours).\n", + "\n**Does the “Overview of the Proposed Method” slide(s) clearly state the paper’s core idea: task-agnostic anonymization by directly optimizing latent codes in a pre-trained GAN space (training-free)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (direct latent optimization; pre-trained GAN; task-agnostic; avoids training new anonymization networks).\n", + "\n**Does the “Initialization Strategy” slide(s) correctly describe the sandwich/splicing rule and the semantic meaning of each layer block?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (Layers 0–2 from real for pose/coarse geometry; Layers 3–7 from fake neighbor and optimized for identity; Layers 8–17 from real for color distribution/background). \n", + "\n**Does the deck explicitly state the two losses and what each enforces (identity obfuscation vs attribute preservation)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (identity obfuscation loss enforces “desired distance away from original”; attribute preservation loss in FaRL feature space preserves facial attributes).\n", + "\n**Does the deck include a method diagram/step-by-step pipeline consistent with Figure 2 (real dataset, fake dataset generation, pairing, optimize middle layers)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (Figure 2 pipeline: $\\mathcal{X}_R$, $\\mathcal{X}_F$, FaRL-based kNN pairing, splice latent layers, optimize only a subset of layers). \n", + "\n**Does the deck specify the optimized latent subvector shape and what is fixed vs learnable?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (learnable part: $w_{\tilde{A}} \\in \\mathbb{R}^{5\times 512}$ for layers 3–7).\n", + "\n**Does the “Identity loss” slide(s) include the exact definition and explain the role of margin m as a privacy–utility knob?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing ($\\mathcal{L}_{id}(x_{A}^{i}, x_{R}^{i}) = \\left| \\cos(\\mathcal{E}_{\\mathcal{A}}(x_{A}^{i}), \\mathcal{E}_{\\mathcal{A}}(x_{R}^{i})) - m \right|$; $m=0$ enforces orthogonality → larger identity difference; $m=1$ enforces similarity; $m$ controls trade-off). \n", + "\n**Does the “Attribute preservation loss” slide(s) include the exact definition and the important implementation detail about using ViT patch-level features (14×14×512) instead of CLS?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing ($\\mathcal{L}_{att}(x_A,x_R)=\\|\\mathcal{E}_{\\mathcal{F}}(x_A)−\\mathcal{E}_{\\mathcal{F}}(x_R)\\|_1$; $\\mathcal{E}_{\\mathcal{F}} = \text{FaRL ViT-based encoder}$; patch-level features flattened; why patches preserve more info than CLS). \n", + "\n**Does the deck clearly state that the method is per-image latent optimization (not training a new anonymization model)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (per-image latent code optimization; no network training; optimization with Adam for fixed steps). \n", + "\n**Does the “Datasets” slide(s) include the key dataset stats used in the paper for CelebA-HQ and LFW?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (evaluated on CelebA-HQ and LFW). \n", + "\n**Does the “Baselines” slide(s) list the actual baselines compared in the experiments (CIAGAN, DeepPrivacy), and avoid presenting extra baselines as if they were evaluated if the paper didn’t?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing/incorrect (paper baseline set: CIAGAN and DeepPrivacy; anything else should be framed as background only).\n", + "\n**Does the “Evaluation metrics” slide(s) define re-identification rate and detection rate, and name the exact detectors/recognizers used?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (re-ID rate via FaceNet pre-trained on CASIA WebFace & VGGFace2; detection rate via MTCNN; definitions of each metric). \n", + "\n**Does the deck include a quantitative results slide(s) reproducing Table 1 (CelebA-HQ) with required rows and columns?**\n\n The table should include at least the following rows: CIAGAN, DeepPrivacy, Ours, and the following columns: FID, Detection dlib/MTCNN, Face re-ID CASIA/VGG.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing. \n", + "\n**Does the deck include a quantitative results slide(s) reproducing Table 2 (LFW) with all columns and correct numbers (including FID(C-HQ))?**\n\n The table should include at least the following rows: CIAGAN, DeepPrivacy, Ours, and the following columns: FID, FID (C-HQ), Detection dlib/MTCNN, Face re-ID CASIA/VGG.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing.\n", + "\n**Does the deck include an attribute-preservation quantitative slide(s) reproducing Table 3 (CelebA-HQ: inner/outer/both accuracy)?**\n\n The table should include at least the following rows: Original, CIAGAN, DeepPrivacy, Ours, and the following columns: Inner face, Outer face, Combined.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing. \n", + "\n**Does the deck include LFW attribute preservation results (Table 6) with the exact reported numbers?**\n\n The table should include at least the following rows: CIAGAN, DeepPrivacy, Ours, and the following columns: CelebA-HQ (labels from [22]), LFW (labels from [22]), LFW (labels from [17]).\n \n [17] Yuming Jiang, Ziqi Huang, Xingang Pan, Chen Change Loy,and Ziwei Liu. Talk-to-edit: Fine-grained facial editing viadialog, 2021. 7, 8\n [22] Ji Lin, Richard Zhang, Frieder Ganz, Song Han, and Jun-Yan Zhu. Anycost gans for interactive image synthesis andediting, 2021. 7, 8\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness. The citation numbers shown on the slides do not need to be the same as those in the paper (as shown above); they only need to correctly distinguish the different rows.\n\n If **no**, describe what is missing.\n", + "\n**Does the deck include the ablation on margin m reproducing Table 4 and explaining the privacy–utility trend?**\n\n The table should include at least the following rows: Ours (m=.0), Ours (m=.9), and the following columns: FID, Detection MTCNN, Face re-ID CASIA/VGG, Accuracy.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing. \n", + "\n**Does the deck include qualitative results slides referencing Figures 3 and 4 and describing what to look for (identity changes while attributes like smile/glasses/head tilt remain)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (visual examples from CelebA-HQ and LFW; identity obfuscation vs attribute consistency; “better preserve facial expression and make-up” claim). \n", + "\n**Does the deck include a “Key contributions” slide that matches the paper’s claims (training-free, attribute-preserving via FaRL feature matching, quantitative + qualitative validation)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (task-agnostic latent optimization; FaRL-based feature matching; shown via qualitative+quantitative experiments). \n", + "\n**Does the deck include a “Limitations” slide (per-image optimization is slower; bounded by GAN expressiveness and inversion fidelity), without inventing paper-unsupported limitations?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (slower than feed-forward; bounded by pretrained GAN expressiveness and GAN inversion fidelity). \n", + "\n**Does the deck include a proper Conclusion slide that summarizes what the method achieves (privacy + attribute retention)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing (summary of the approach and evidence; avoid extra claims not supported by results). \n" + ], + "material_dependent_checklist_2": [ + "\n**Does the first slide correctly list the title, authors, affiliations, and the conference?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, describe what is incorrect (Title: *Attribute-preserving Face Dataset Anonymization via Latent Code Optimization*; Authors: Simone Barattin*, Christos Tzelepis*, Ioannis Patras, Nicu Sebe; Affiliations: University of Trento, Queen Mary University of London; Conference: CVPR 2023).\n", + "\n**Are the slides' statements in the Introduction/Background section consistent with the paper?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, point out exactly where they diverge (e.g., misstated motivation, incorrect problem framing, or unsupported claims) and indicate the relevant slide(s).\n", + "\n**Does the deck correctly list the paper's stated shortcomings of prior work (costly extra training networks and/or poor attribute retention)?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, describe what is missing (two drawbacks: (i) require costly training of additional purpose-trained networks; and/or (ii) fail to retain facial attributes; and why attribute preservation matters for downstream tasks). \n", + "\n**When presenting the “Limitations of Existing Methods,” do the slides include a visual comparison that is consistent with Figure 1 (directly copying Figure 1 is allowed)?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, specify what is missing or inconsistent (e.g., the comparison is absent, the wrong figure is used, or the visual content is altered/misrepresented) and indicate the relevant slide(s).\n", + "\n**Is the proposed method correctly described as *per-image latent code optimization* in a *pre-trained* StyleGAN2, with the GAN weights kept fixed (no training of a new anonymization network)?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, specify where the slides claim (or imply) that StyleGAN2 (or another anonymizer) is trained/fine-tuned.\n", + "\n**Are the core components and their roles accurately identified (StyleGAN2 generator, W+ space, e4e inversion for real images, ArcFace for identity features, FaRL ViT encoder for semantic/attribute features)?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, list any incorrect module names, swapped roles, or missing/extra components.\n", + "\n**Is the “fake dataset generation + pairing” process accurately described?**\n(Generate a large fake set $|\\mathcal{X}_F|>|\\mathcal{X}_R|$ by sampling StyleGAN2; represent images in FaRL space; pair each real image with the closest fake neighbor using kNN / Euclidean distance in that feature space.)\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, point out inaccuracies (e.g., saying pairing is done by identity similarity, or using the wrong feature extractor/metric).\n", + "\n**Is the “sandwich/splicing” initialization precisely correct?**\n(Layers 0-2 from real inversion for pose/coarse geometry; layers 3–7 from fake neighbor and *trainable*; layers 8–17 from real inversion for color/background; trainable block is 5×512.)\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, identify the wrong layer ranges, wrong source (real vs fake), or wrong optimized subvector size.\n", + "\n**Are the latent-space details accurate (W+ and dimensionality), and are layer semantics not misstated?**\n(E.g., W+ latent code is 18×512; the paper notes early layers relate to coarse/medium attributes and later ones to finer attributes.)\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, list errors such as using Z/W (instead of W+), wrong dimensionality, or incorrect layer-to-attribute mapping.\n", + "\n**Are the two losses written and interpreted consistently with the paper’s exact definitions?**\n\n * Identity loss: absolute difference between cosine(ArcFace(x_A), ArcFace(x_R)) and margin *m*; *m=0* → orthogonality (more privacy), *m=1* → high similarity (less privacy).\n * Attribute loss: L1 distance in FaRL space; patch-level ViT features (14×14×512 flattened) are used for better attribute preservation than CLS.\n \n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, enumerate equation-level mistakes (wrong sign/metric, wrong embedding network, wrong meaning of *m*, CLS vs patch confusion).\n", + "\n**Does the deck avoid inventing additional objectives not used in the paper (e.g., landmark loss, adversarial loss, segmentation loss, reconstruction loss) or claiming they are required for geometry preservation?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, list the fabricated losses/claims and where they appear.\n", + "\n**Does the deck avoid fabricating optimization hyperparameters or training schedules that are not explicitly stated in the paper text (e.g., exact Adam LR, exact per-image step count), and does it avoid presenting such details as “reported by the authors” when they are not?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, identify the unsupported hyperparameters and the slides that present them as factual.\n", + "\n**Are the evaluation metrics correctly defined and attributed to the correct tools?**\n\n * Re-identification rate computed using FaceNet pre-trained on CASIA WebFace and VGGFace2.\n * Detection rate measured via face detectors (paper tables report dlib/MTCNN).\n * FID reported for anonymized datasets.\n \n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, point out incorrect metric definitions (e.g., calling re-ID “verification accuracy” without matching the paper’s definition) or wrong detector/recognizer names.\n", + "\n**Does the deck avoid presenting un-evaluated baselines as if they were quantitatively compared in this paper?**\n(Example risk: listing “k-Same / pixelation / blurring” as *experimental baselines with reported numbers* even though the paper’s quantitative comparisons are against CIAGAN and DeepPrivacy.)\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, identify where the deck implies the paper reported those baseline results.\n", + "\n**Does the deck avoid fabricating scope expansions not supported by the paper (e.g., “works on full-body video” or “extends to video-based anonymization” as an authors’ contribution/result)?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, cite the slide(s) making the claim and describe why it is unsupported.\n", + "\n**Are all citations/references shown on the slides (e.g., author–year, paper titles) exactly the same as in the paper’s reference list (no missing authors, altered titles, wrong venues/years, or invented references)?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, list each mismatched or fabricated reference and where it appears.\n", + "\n**If any URLs appear on the slides, are they exactly the same URLs that appear in the paper (character-for-character, including protocol, domain, path, and version identifiers), without adding new links not present in the paper?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, list each URL that differs or was added, and indicate the slide(s).\n", + "\n**Are all visual sample images strictly taken from Figure 3 and Figure 4 only, without using any other qualitative results from the paper and without generating any additional images/results?**\n\n Note: If any of these items do not appear on the slides, the answer should be \"no\".\n If **no**, identify any slide that uses visuals outside Figure 3–4 or that contains newly generated/constructed samples.\n", + "\n**Do the slides accurately present the required parts of Table 1?**\n\n All required rows and columns from Table 1 in the paper are shown below:\n\n | Method | FID ↓ | Detection (dlib) ↑ | Detection (MTCNN %) ↑ | Face re-ID (CASIA %) ↓ | Face re-ID (VGG %) ↓ |\n |---------------------|-------|---------------------|------------------------|------------------------|----------------------|\n | CIAGAN | 37.94 | 95.10 | 99.82 | **2.19** | **0.37** |\n | DeepPrivacy | 32.99 | 92.82 | 99.85 | 3.61 | 1.05 |\n | **Ours** | **29.93** | **100** | **100** | 2.80 | 1.67 |\n\n Note: If any of these rows, columns or entries do not appear on the slides, the answer should be \"no\".\n If **no**, list each mismatched value and the slide location.\n", + "\n**Do the slides accurately present the required parts of Table 2?**\n\n All required rows and columns from Table 2 in the paper are shown below:\n\n | Method | FID ↓ | FID (C-HQ) ↓ | Detection (dlib) ↑ | Detection (MTCNN %) ↑ | Face re-ID (CASIA %) ↓ | Face re-ID (VGG %) ↓ |\n |-------------|-----------|--------------|---------------------|------------------------|------------------------|----------------------|\n | CIAGAN | **22.07** | 85.23 | 98.14 | 99.89 | **0.17** | **0.91** |\n | DeepPrivacy | 23.46 | 123.67 | 96.70 | 99.57 | 2.74 | 1.52 |\n | Ours | 27.45 | **68.88** | **100** | **100** | 2.07 | 1.58 |\n\n Note: If any of these rows, columns or entries do not appear on the slides, the answer should be \"no\".\n If **no**, list each mismatched value and the slide location.\n", + "\n**Do the slides accurately present the required parts of Table 3?**\n\n All required rows and columns from Table 3 in the paper are shown below:\n\n | Method | Inner face | Outer face | Combined |\n |--------------|------------|------------|----------|\n | Original | 0.8409 | 0.8683 | 0.8539 |\n | CIAGAN | 0.7277 | 0.8372 | 0.7852 |\n | DeepPrivacy | 0.7658 | 0.8511 | 0.8135 |\n | **Ours** | **0.7817** | **0.8518** | **0.8181** |\n\n Note: If any of these rows, columns or entries do not appear on the slides, the answer should be \"no\".\n If **no**, list each mismatched value and the slide location.\n", + "\n**Do the slides accurately present the required parts of Table 6?**\n\n All required rows and columns from Table 6 in the paper are shown below:\n\n | Method | CelebA-HQ (labels from [22]) | LFW (labels from [22]) | LFW (labels from [17]) |\n |--------------|------------------------------|------------------------|------------------------|\n | CIAGAN | 0.7721 | 0.9143 | 0.7045 |\n | DeepPrivacy | 0.7902 | 0.9133 | 0.7019 |\n | **Ours** | **0.8215** | **0.9157** | **0.7209** |\n\n [17] Yuming Jiang, Ziqi Huang, Xingang Pan, Chen Change Loy,and Ziwei Liu. Talk-to-edit: Fine-grained facial editing viadialog, 2021. 7, 8\n [22] Ji Lin, Richard Zhang, Frieder Ganz, Song Han, and Jun-Yan Zhu. Anycost gans for interactive image synthesis andediting, 2021. 7, 8\n\n Note: If any of these rows, columns or entries do not appear on the slides, the answer should be \"no\". The citation numbers shown on the slides do not need to be the same as those in the paper (as shown above); they only need to correctly distinguish the different rows.\n If **no**, list each mismatched value and the slide location.\n", + "\n**Do the slides accurately present the required parts of Table 4?**\n\n All required rows and columns from Table 4 in the paper are shown below:\n\n | Method | FID ↓ | Detection (MTCNN %) ↑ | Face re-ID (CASIA %) ↓ | Face re-ID (VGG %) ↓ | Accuracy ↑ |\n |----------------|-------|------------------------|------------------------|----------------------|------------|\n | Ours (m=0.0) | 29.93 | **100** | **2.80** | **3.67** | 0.8181 |\n | Ours (m=0.9) | **27.58** | **100** | 3.41 | 1.76 | **0.83** |\n\n Note: If any of these rows, columns or entries do not appear on the slides, the answer should be \"no\".\n If **no**, list each mismatched value and the slide location.\n" + ] +} diff --git a/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/generation_task/statistics.yaml b/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39f1346be21263a3933413a50a5e5c56dbe559de --- /dev/null +++ b/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization +category: academia +input_metrics: + total_input_tokens: 8217 + generation_prompt_tokens: 2617 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 27 + Content Correctness: 23 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 50 + total_count: 80 diff --git a/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/material.pdf b/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3116ea530ce0cf12dc0b1dd6f2013f980949c2c8 --- /dev/null +++ b/academia/CVPR_2023/Attribute-preserving_Face_Dataset_Anonymization_via_Latent_Code_Optimization/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9b896abc5015b384e8b39757b86ee8e3bb1f1c2d57fe44fa9564687e910642d4 +size 7293971 diff --git a/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/generation_task/instructions.md b/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..961c8e3442da6c83038a6444259741636db05252 --- /dev/null +++ b/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/generation_task/instructions.md @@ -0,0 +1,151 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.Title Slide + + Paper Title: Canonical Fields: Self-Supervised Learning of Pose-Canonicalized Neural Fields + Author Team: Shaurya Dewan¹, Rahul Sajnani², Adrien Poulenard³, Rohith Agaram¹, Madhava Krishna¹, Srinath Sridhar² + Affiliation: IIIT-Hyderabad, Brown University, Stanford University + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023 + +2.Outline / Agenda + +3.Introduction / Background + + Neural Fields (NeRFs): Coordinate-based networks representing 3D shape and appearance. + Current Landscape: + Generalization to object categories often requires pre-canonicalized datasets (e.g., ShapeNet). + Existing self-supervised methods primarily operate on 3D point clouds, meshes, or voxels. + Motivation & Problem Statement: Directly canonicalizing neural fields is hard due to their continuous, noisy, and implicit nature. + +4.Limitations of Existing Methods: + + Strong Supervision Dependency: Methods like ShapeNet rely on manual alignment, limiting real-world scalability. + Representation Constraints: Point cloud-based methods cannot handle the continuous and noisy nature of neural fields. + Inability to Manipulate: Neural fields are parameterized as weights, making direct transformation estimation challenging. + Design Constraint: Include an input-to-canonical example (refer to Fig 1) showing how arbitrarily posed NeRFs are aligned to a consistent orientation. + +5.Overview of the Proposed Method + + Core Idea: Canonical Field Network (CaFi-Net), a self-supervised method to canonicalize the 3D position and orientation of objects represented as neural fields. + Key Contribution 1: Siamese Network Architecture. Extracts equivariant field features for category-level canonicalization. + Key Contribution 2: Density-Based Weighting. A mechanism to handle noise and outliers in radiance fields by focusing on occupied regions. + Key Contribution 3: First Self-Supervised Field Canonicalizer. Operates directly on continuous fields without conversion to point clouds. + +6.Methodology: CaFi-Net Architecture + + Step 1: NeRF Sampling: Uniformly sampling the density field within the object bounding box. + Step 2: Signal Representation: Combining density values and density gradients to capture object surfaces. + Step 3: Equivariant Convolution: Using Tensor Field Networks (TFNs) to process vector fields and extract rotation-equivariant features. + +7.Key Algorithm: Canonicalization & Losses + + Invariant Embedding: Computing the dot product between global equivariant features and spherical harmonics. + Siamese Shape Loss: Penalizing inconsistency between different instances of the same category to regularize training. + Design Constraint: Display the framework diagram (refer to Fig 3) showing the flow from Signal Representation -> Equivariant Convolution -> Canonical Render. + +8.Dataset and Training Details + + Data Statistics: A new dataset of 1300 NeRF models across 13 ShapeNet categories. + Training Setup: Trained for 300 epochs on Nvidia 1080-Ti using Adam optimizer. + Foreground Clustering: K-means clustering (K=2) on densities to focus learning on the object rather than background. + +9.Experimental Setup + + Test Benchmarks: Evaluated on 13 categories (e.g., Car, Chair, Plane). + Comparison Baselines: Compared against 3D point cloud-based methods (PCA, CaCa, ConDor). + Evaluation Metrics: Instance-Level Consistency (IC), Category-Level Consistency (CC), and Ground Truth Equivariance Consistency (GEC). + +10.Experimental Results & Analysis + + Performance Achievement: Matches or exceeds point cloud-based methods (ConDor) despite operating on noisier field data. + Category Consistency: Demonstrates robust alignment across diverse shapes with low variance. + Design Constraint: Include a comparison table (refer to Table 1) highlighting the best performance in Ground Truth Equivariance Consistency. + +11.Ablation & Visual Analysis + + Signal Importance: Using density gradients significantly improves performance over using just coordinates or density. + Siamese Strategy: The Siamese loss is crucial for establishing shape similarity within a category. + Foreground Focus: Density-based weighting is essential for handling the noisy nature of raw NeRF outputs. + +12.Key Takeaways & Limitations + + Takeaways: CaFi-Net enables direct 3D pose manipulation of neural fields; density gradients are vital for surface-aware canonicalization. + + Limitations: Performance can be sensitive to the quality of the initial NeRF fitting; assumes scenes primarily contain a single object. + +13.Conclusion + + Summary: CaFi-Net provides a pioneering self-supervised framework for canonicalizing neural radiance fields. + + Future Work: Extending the method to handle articulated objects and more complex scene backgrounds. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/generation_task/judge_prompt.json b/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..8164a421bbd0e6171ab7871a06f92ef5eec26a53 --- /dev/null +++ b/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Canonical Fields: Self-Supervised Learning of Pose-Canonicalized Neural Fields; Conf: CVPR 2023).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Neural Fields (NeRFs) that points out the limitations of category-level generalization (e.g., \"dependence on pre-canonicalized datasets like ShapeNet\")?**\nIf **no**, explain where the background info on coordinate-based representations is lacking.\n", + "\n**Does the slide deck clearly define the core concept of \"CaFi-Net\" for self-supervised canonicalization of position and orientation?**\nIf **no**, describe the missing points in explaining the \"self-supervised pose alignment\" framework.\n", + "\n**Is there a slide describing the \"Siamese Network Architecture\" and how it extracts equivariant features from radiance fields?**\nIf **no**, indicate whether the structural link between the two branches and the shared weights was omitted.\n", + "\n**2.6 Is there a slide explaining the \"Density-Based Weighting\" mechanism and its role in handling noise and outliers in NeRF data?**\nIf **no**, specify if the mechanism for focusing on occupied 3D regions is missing.\n", + "\n**2.7 Does the deck present the core logic for using \"Density Gradients\" (how they represent surface geometry more effectively than raw coordinates)?**\nIf **no**, specify if the explanation of the input signal representation is missing.\n", + "\n**2.8 Is there a slide summarizing the training data sources used (e.g., the 13 categories derived from ShapeNet and converted into NeRF models)?**\nIf **no**, explain if the dataset construction section is missing.\n", + "\n**2.9 Does the experimental section cover comparative results against baselines like PCA, CaCa, or ConDor?**\nIf **no**, indicate if the performance analysis relative to point cloud-based methods was omitted.\n", + "\n**2.10 Does the deck include qualitative results showing the model's ability to align arbitrarily posed objects into a consistent canonical frame?**\nIf **no**, indicate if visual evidence of successful 3D alignment is missing.\n", + "\n**2.11 Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., sensitivity to initial NeRF reconstruction quality)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n** Is the description of the limitations of existing canonicalization accurate? (e.g., most methods require supervised labels or only work on discrete point clouds.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as \"Self-Supervised Learning\" rather than \"Supervised Pose Estimation\"?**\nIf **no**, point out the deviation in understanding the label-free alignment principle.\n", + "\n**Are the explanations for \"Equivariant Convolutions\" consistent with the paper? (It uses Tensor Field Networks to process vector-valued signals.)**\nIf **no**, explain the errors in definition.\n", + "\n**3.4 Are the details of the \"Siamese Shape Loss\" or the invariant embedding objectives accurate?**\nIf **no**, specifically point out errors in the loss functions used for category-level consistency.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving superior Ground Truth Equivariance Consistency compared to ConDor.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Instance-Level Consistency\" and \"Category-Level Consistency\"?**\nIf **no**, explain where these two evaluation dimensions are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., IC, CC, and GEC) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it can handle dynamic scenes when it is focused on static object canonicalization)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Rotation Robustness\"? (i.e., achieving the same canonical pose regardless of the input NeRF's initial rotation.)**\nIf **no**, specify the slides where the equivariance capabilities are misinterpreted.\n", + "\n**Is the signal representation (using density $\\sigma$ and its gradient $\nabla\\sigma$) correctly identified as the input to the TFN?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/generation_task/statistics.yaml b/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6a31ab7ff4085164825974860e031512d57d5a91 --- /dev/null +++ b/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields +category: academia +input_metrics: + total_input_tokens: 8394 + generation_prompt_tokens: 2234 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/material.pdf b/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..70777dd09f4dc18dd2ecbe365c5e6ead5abded05 --- /dev/null +++ b/academia/CVPR_2023/Canonical_Fields_Self-Supervised_Learning_of_Pose-Canonicalized_Neural_Fields/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1426792366a33ce60e7206178861a3cacfa0cef02731e0898a26c37130f01995 +size 3322384 diff --git a/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/generation_task/instructions.md b/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..bc6aeefcef54929ec977b751b453463e119b332f --- /dev/null +++ b/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/generation_task/instructions.md @@ -0,0 +1,146 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.Title Slide + + Paper Title: Hierarchical B-frame Video Coding Using Two-Layer CANF Without Motion Coding + Author Team: David Alexandre, Hsueh-Ming Hang, Wen-Hsiao Peng + Affiliation: National Yang Ming Chiao Tung University + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023 + +2.Outline / Agenda + +3.Introduction / Background + + Traditional Video Coding: Relies on "Motion Coding + Residual Coding" (e.g., H.265, H.266). + Current Dilemma: Motion vector (MV) estimation and transmission consume significant bitrate, especially at low bitrates or complex motion scenarios. + Core Question: Can we achieve high-quality video compression without transmitting any motion information? + +4.Limitations of Existing Methods: + + Overhead of Motion Coding: Explicitly coding motion fields requires complex entropy coding and occupies a fixed portion of the bit budget. + Error Propagation: Poor motion estimation leads to large residuals, which are difficult for subsequent layers to compensate. + Design Constraint: Include a diagram (refer to Fig 1) showing the difference between the standard "Motion-Residual" loop and the proposed "Base-Enhancement" architecture. + +5.Overview of the Proposed Method + + Core Idea: Replacing explicit motion coding with a two-layer Conditional Augmented Normalization Flows (CANF) framework. + Key Contribution 1: Zero Motion Transmission. No bits are spent on motion vectors; the temporal alignment is handled implicitly. + Key Contribution 2: Hierarchical B-frame Structure. Optimizes bidirectional prediction by leveraging temporal symmetry without explicit flow maps. + Key Contribution 3: Competitive Performance. Matches or exceeds state-of-the-art learned codecs (like DCVC) in specific rate-distortion regions. + +6.Methodology: Two-Layer Architecture + + Base Layer: A low-resolution image compressor that acts as a "proxy" for motion, providing a global structural prior. + Enhancement Layer: Uses CANF to model the conditional distribution of the high-resolution frame given the base layer and previous reference frames. + Synthesis: The decoder reconstructs the full-resolution frame by fusing low-res information with warped high-res temporal context. + +7.Key Algorithm: Conditional Augmented Normalization Flows (CANF) + + Flow-based Modeling: Transforms a complex image distribution into a simple latent distribution via a sequence of invertible transformations. + Conditional Integration: The warping results from reference frames are used as "conditions" rather than "predictors," allowing the model to adaptively correct errors. + Design Constraint: Display the CANF transformation flow (refer to Fig 2) showing how conditional signals guide the latent space mapping. + +8.Dataset and Training Details + + Data Statistics: Trained on the Vimeo-90K septuplet dataset. + Training Strategy: Multi-stage training (Base layer first, then joint optimization) using Rate-Distortion (R-D) loss: L = R + λ·D. + Metrics: Optimized for MSE (Mean Squared Error) across various λ values to cover different bitrates. + +9.Experimental Setup + + Test Sets: Evaluated on HEVC Common Test Conditions (Class B, C, D) and UVG datasets. + Configuration: Random Access (RA) mode with a Group of Pictures (GOP) size of 8 or 16. + Comparison: Benchmarked against HM-16.20 (H.265), VTM-12.0 (H.266), and SOTA learned codecs like DVC and TCM. + +10.Experimental Results & Analysis + + R-D Performance: Achieving comparable results to VTM in several sequences without any explicit motion vectors. + Ablation Study: Proves that the two-layer approach significantly outperforms single-layer flow models. + Visual Quality: Show cases (refer to Fig 4) where the model preserves textures better than traditional codecs at low bitrates. + Design Constraint: Include a comparison table (refer to Table 1) showing BD-Rate savings relative to HEVC/H.265. + +11.Visual Analysis & Error Studies + + Implicit Alignment: Analysis of how the model "hallucinates" motion details using the base layer and temporal context. + Bitrate Allocation: Demonstrates that bits saved from motion coding are effectively redistributed to enhance visual texture and sharpness. + +12.Key Takeaways & Limitations + + Takeaways: Motion coding is not strictly necessary for learned video compression; hierarchical CANF is a powerful tool for temporal modeling. + Limitations: Higher computational complexity at the decoder due to the flow-based architecture; performance in extremely fast motion scenes needs further optimization. + +13.Conclusion + + Summary: The proposed Two-Layer CANF offers a novel, motion-free paradigm for next-generation video coding. + Future Work: Reducing complexity and extending the framework to P-frame and low-latency scenarios. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/generation_task/judge_prompt.json b/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..806b9706f18ad8fc146d715e742d133c63a70e8b --- /dev/null +++ b/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing (Title: Hierarchical B-frame Video Coding Using Two-Layer CANF Without Motion Coding; Conf: CVPR 2023).\n", + "\n**Does the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the \"No Motion Coding\" paradigm shift?**\nIf **no**, explain where the explanation of why motion vectors are omitted is lacking.\n", + "\n**Does the slide deck clearly define the \"Base Layer\" as a low-resolution image compressor?**\nIf **no**, describe the missing points regarding its role as a structural prior.\n", + "\n**Is there a slide describing the \"Conditional Augmented Normalization Flows (CANF)\" mechanism?**\nIf **no**, indicate whether the mathematical/architectural link between the condition and the flow is omitted.\n", + "\n**Is there a slide explaining the Hierarchical B-frame structure (GOP configuration)?**\nIf **no**, specify if the temporal hierarchy explanation is missing.\n", + "\n**Does the deck present the \"Warping\" process without explicit MV transmission?**\nIf **no**, specify if the explanation of how reference frames are utilized is missing.\n", + "\n**Is there a slide summarizing the training loss (Rate-Distortion optimization)?**\nIf **no**, explain if the λ-parameter and MSE/SSIM optimization info is missing.\n", + "\n**Does the experimental section compare the model against H.265 (HM) and H.266 (VTM)?**\nIf **no**, indicate if the BD-Rate comparison was omitted.\n", + "\n**Does the deck include qualitative results (e.g., visual crop comparisons) showing texture preservation?**\nIf **no**, indicate if visual evidence of reconstruction quality is missing.\n", + "\n**Is there a slide summarizing \"Key Takeaways\" and the trade-off between motion coding and complexity?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the claim about \"Not transmitting any motion information\" accurately presented?**\nIf **no**, point out where explicit motion vectors are incorrectly mentioned as transmitted.\n", + "\n**Is the technical roadmap correctly presented as a \"Flow-based\" model rather than a standard \"Autoencoder\"?**\nIf **no**, point out the deviation in understanding the CANF principle.\n", + "\n**Are the explanations for the \"Two-Layer\" structure consistent with the paper? (Base Layer = LR image, Enhancement Layer = HR refinement.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Hierarchical B-frame\" configuration accurate (e.g., GOP=16 or 32)?**\nIf **no**, specifically point out errors in the temporal structure.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., BD-Rate savings on UVG or HEVC datasets.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Residual Coding\" in traditional codecs and \"Conditional Flow\" in this paper?**\nIf **no**, explain where these concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., PSNR, MS-SSIM, BD-Rate) consistent with the paper?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it is faster than H.264 when flow-based models are usually slower)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's performance in high-motion vs. low-motion sequences?**\nIf **no**, specify the slides where the content adaptability is misinterpreted.\n", + "\n**Is the training dataset (Vimeo-90K) and the test datasets (HEVC Classes) correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/generation_task/statistics.yaml b/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b416180168e90c71f4c3af380cde7390b82eaf2f --- /dev/null +++ b/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding +category: academia +input_metrics: + total_input_tokens: 7835 + generation_prompt_tokens: 2235 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/material.pdf b/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..015a92f5b071d92eb5be22ca740fb104b4a8cb52 --- /dev/null +++ b/academia/CVPR_2023/Hierarchical_B-Frame_Video_Coding_Using_Two-Layer_CANF_Without_Motion_Coding/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4c2639ddde0b12f2b8ff6619bf0d9a9925872f9345973861af38355f385745f7 +size 7075625 diff --git a/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/generation_task/instructions.md b/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..87245cfa46848865fca84b1cf4e7f0f68e8bb710 --- /dev/null +++ b/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/generation_task/instructions.md @@ -0,0 +1,149 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.Title Slide + + Paper Title: Implicit Occupancy Flow Fields for Perception and Prediction in Self-Driving + Author Team: Ben Agro*, Quinlan Sykora*, Sergio Casas, Raquel Urtasun + Affiliation: Waabi, University of Toronto + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023 + +2.Outline / Agenda + +3.Introduction / Background + + Traditional Autonomy Stacks: Rely on a sequential pipeline of perception (detection/tracking), motion forecasting, and planning. + Existing Paradigms: + Object-based: Performs detection followed by trajectory forecasting; suffers from information loss and safety concerns due to detection thresholds. + Object-free (Explicit): Predicts dense occupancy and flow grids; computationally expensive and limited by the receptive field of convolutional networks. + +4.Limitations of Existing Methods: + + Efficiency Bottleneck: Explicit grid methods waste computation on regions irrelevant to the motion planner. + Safety Risks: Object-based methods may fail to recall objects below confidence thresholds, leading to "blindness" in planning. + Limited Receptive Field: Standard CNNs struggle with high-speed agents (e.g., highway scenarios) where sensor evidence is spatially distant from future predicted locations. + Design Constraint: Include a comparison (refer to Fig 1) showing the difference between predicting whole-scene grids (Explicit) versus targeted query points (Implicit). + +5.Overview of the Proposed Method + + Core Idea: IMPLICITO, a unified model representing occupancy and flow as a continuous implicit field queried by the motion planner. + Key Contribution 1: Implicit Representation. Enables efficient parallel evaluation of arbitrary spatio-temporal query points. + Key Contribution 2: Global Attention Mechanism. Uses deformable offsets and cross-attention to capture long-range context for high-speed motion. + Key Contribution 3: State-of-the-Art Performance. Outperforms both object-based and explicit object-free baselines in urban and highway settings. + +6.Methodology: System Architecture + + Encoder: A two-stream CNN processing voxelized LiDAR (5 frames history) and HD map rasters to produce a BEV feature map Z. + Implicit Decoder: Queries feature map Z using bi-linear interpolation, followed by a query-based attention module to aggregate global context. + Parallel Inference: The decoder can process thousands of candidate trajectory points from the planner in parallel. + +7.Key Algorithm: Global Attention Mechanism + + Feature Aggregation: For a query point (x, y, t), the model predicts K reference points as offsets to find relevant sensor evidence. + Cross-Attention: Aggregates features from the query location and predicted reference points to form a rich context vector. + Backwards Flow: Predicts the motion as a translation vector from t-1 to t, effectively handling multi-modal futures with a single vector. + Design Constraint: Display the architecture diagram (refer to Fig 2) showing the flow from Sensor Inputs -> Encoder -> Implicit Decoder with Attention. + +8.Dataset and Training Details + + Datasets: Argoverse 2 Sensor (AV2) for urban scenarios and HighwaySim (HwySim) for high-speed environments. + Supervision: Trained using a combination of Binary Cross-Entropy (BCE) for occupancy and L2 loss for backwards flow. + Sampling: Continuous query points are sampled uniformly across the spatio-temporal volume [0, H] x [0, W] x [0, T]. + +9.Experimental Setup + + Baselines: Compared against 5 SOTA models including MultiPath, LaneGCN (Object-based) and MP3, OccFlow (Object-free). + Metrics: Mean Average Precision (mAP), Soft-IoU, Expected Calibration Error (ECE), and Foreground Endpoint Error (EPE). + +10.Experimental Results & Analysis + + Performance Lead: IMPLICITO achieves superior results across all metrics; e.g., on AV2, mAP reaches 0.799 compared to MP3's 0.774. + Highway Advantage: Significant gains in HwySim due to the global attention mechanism capturing fast-moving vehicles. + Efficiency: The implicit decoder significantly reduces computation compared to generating high-resolution dense grids. + Design Constraint: Include a results table (refer to Table 1) highlighting the performance gap between IMPLICITO and existing baselines. + +11.Visual Analysis & Qualitative Studies + + Perception Accuracy: IMPLICITO correctly identifies occupancy where object-based models miss detections or hallucinate. + Motion Consistency: The predicted flow-fields align better with HD map geometry and actor behaviors. + Attention Visualization: Show (refer to Fig 4) how attention offsets "look back" along traffic lanes to find corresponding LiDAR evidence. + +12.Key Takeaways & Limitations + + Takeaways: Implicit fields provide a flexible and efficient interface for motion planning; global attention is crucial for long-term forecasting. + Limitations: Performance still depends on the quality of the underlying BEV feature representation; requires careful sampling during training. + +13.Conclusion + + Summary: IMPLICITO provides a continuous, efficient, and highly accurate representation for self-driving perception and prediction. + Future Work: Exploring the integration of this implicit representation directly into end-to-end planning cost functions. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/generation_task/judge_prompt.json b/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..c008bd69341bdc08bc7f6fec2545b708323e5fe7 --- /dev/null +++ b/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Implicit Occupancy Flow Fields for Perception and Prediction in Self-Driving; Conf: CVPR 2023).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of autonomous driving perception that points out the limitations of \"Object-based\" and \"Explicit Grid-based\" methods?\nIf **no**, explain where the background info on the \"detection threshold\" and \"receptive field\" issues is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Implicit Representation\" for occupancy and flow (querying continuous spatio-temporal coordinates)?\nIf **no**, describe the missing points in explaining the \"continuous field\" framework.\n", + "\nIs there a slide describing the \"Dynamic Query-Aware Attention\" architecture and how it uses deformable offsets to aggregate global context?\nIf **no**, indicate whether the structural link between the query points and the BEV feature map was omitted.\n", + "\nIs there a slide explaining the \"Backwards Flow\" mechanism and its role in associating future occupancy with past observations?\nIf **no**, specify if the mechanism for temporal consistency is missing.\n", + "\nDoes the deck present the core logic for the \"Implicit Decoder\" (how it processes thousands of query points in parallel)?\nIf **no**, specify if the explanation of computational efficiency and planner-centric querying is missing.\n", + "\nIs there a slide summarizing the training data and sampling strategy (e.g., using Argoverse 2 and HighwaySim with uniform spatio-temporal sampling)?\nIf **no**, explain if the dataset and training supervision section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like MP3, FIERY, or standard Object-based detectors?\nIf **no**, indicate if the performance analysis relative to state-of-the-art perception-prediction methods was omitted.\n", + "\nDoes the deck include qualitative results showing the model's ability to handle high-speed agents and multi-modal futures?\nIf **no**, indicate if visual evidence of the \"global attention\" effectiveness is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., dependence on the quality of the BEV encoder)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of explicit grids accurate? (e.g., they suffer from limited receptive fields and high computational cost for high-resolution outputs.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Implicit Object-Free\" method rather than an \"Object-Detection\" pipeline?\nIf **no**, point out the deviation in understanding the dense-but-queried occupancy principle.\n", + "\nAre the explanations for the \"Query-Aware Attention\" consistent with the paper? (It uses K reference points to look back at the feature map.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Spatio-Temporal Supervision\" or loss functions (BCE for occupancy, L2 for flow) accurate?\nIf **no**, specifically point out errors in the training objectives.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving higher mAP and lower EPE on Argoverse 2 compared to MP3.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Occupancy\" (state) and \"Flow\" (motion) within the IMPLICITO framework?\nIf **no**, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Soft-IoU, Expected Calibration Error) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it uses Camera-only inputs when the paper focuses on LiDAR and HD Maps)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Temporal Forecasting\" ability? (i.e., predicting occupancy several seconds into the future.)\nIf **no**, specify the slides where the prediction horizon is misinterpreted.\n", + "\nIs the input representation (e.g., 5-frame LiDAR history and rasterized HD Maps) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/generation_task/statistics.yaml b/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..90707e496cd4c9833cdb4085ad271f027106790d --- /dev/null +++ b/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving +category: academia +input_metrics: + total_input_tokens: 7908 + generation_prompt_tokens: 2308 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/material.pdf b/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..73338bfd6189a1898bdf95ec7dc4fd5287c378dc --- /dev/null +++ b/academia/CVPR_2023/Implicit_Occupancy_Flow_Fields_for_Perception_and_Prediction_in_Self-Driving/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:604aab33ba756732c85af4f1cf807a44c260e852eb3216195cc6f43097609dea +size 4172516 diff --git a/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/generation_task/instructions.md b/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..457221e61ae74d64a9ee796587605c82e9b0db19 --- /dev/null +++ b/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/generation_task/instructions.md @@ -0,0 +1,145 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.Title Slide + + Paper Title: TarViS: A Unified Approach for Target-Based Video Segmentation + Author Team: Ali Athar, Alexander Hermans, Jonathon Luiten, Deva Ramanan, Bastian Leibe + Affiliation: RWTH Aachen University, Carnegie Mellon University + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023 + +2.Outline / Agenda + +3.Introduction / Background + + The Fragmentation of Video Segmentation: Currently divided into specific tasks like Video Instance Segmentation (VIS), Video Object Segmentation (VOS), etc. + Current Landscape: Most methods are task-specific and cannot generalize; training and inference require different pipelines. + Motivation: To create a single, unified architecture capable of handling any target-based video segmentation task. + +4.Limitations of Existing Methods: + + Task Specificity: Specialized architectures for VOS cannot perform VPS, leading to redundant research and engineering. + Input Inconsistency: Different tasks rely on different guidance (masks, text, or categories), making unification difficult. + Data Silos: Models trained on one task struggle to leverage the rich annotations available in other related video tasks. + +5.Overview of the Proposed Method + + Core Idea: TarViS — a transformer-based architecture that models all segmentation targets as abstract "queries." + Key Contribution 1: Unified Architecture. One model, one set of weights, multiple tasks (VIS, VOS, VPS, OTS). + Key Contribution 2: Flexible Guidance. A modular "Source-Specific Aggregator" that converts various inputs into initial target queries. + Key Contribution 3: SOTA Performance. Demonstrates superior or competitive results across four diverse benchmarks. + +6.Methodology: The TarViS Architecture + + Backbone: A standard visual encoder (e.g., ResNet or Swin) extracting multi-scale spatio-temporal features. + Temporal Neck: Aggregates features across frames to build a global understanding of the video volume. + Transformer Decoder: Iteratively refines "Target Queries" by attending to the video features. + Design Constraint: Include a visual overview (refer to Fig 2) showing how different task inputs are mapped to a common query space. + +7.Key Algorithm: Target Query Refinement + + Initialization: Depending on the task, queries are initialized from categories (VIS/VPS) or reference masks (VOS). + Communication: Queries interact with each other to handle occlusions and identity overlaps. + Mask Prediction: Each query is decoded into a pixel-precise mask sequence across the entire video clip. + +8.Training and Joint Optimization + + Datasets: COCO, YouTube-VIS, Cityscapes-VPS, and others depending on the task suite. + Joint Training: Training on a mixture of datasets using a unified loss function (Dice loss + Cross-entropy). + Task-Agnostic Learning: The model learns general video segmentation cues that transfer across specific benchmarks. + +9.Experimental Setup + + Benchmarks: Evaluated on 4 tasks: Video Instance Segmentation (VIS), Video Object Segmentation (VOS), Video Panoptic Segmentation (VPS), and Referring Video Object Segmentation (RVOS). + Metrics: J&F score for VOS, PQ (Panoptic Quality) for VPS, and mAP for VIS. + +10.Experimental Results & Analysis + + Cross-Task Efficiency: TarViS outperforms task-specific models in many scenarios while using fewer total parameters. + Hot-Swapping: Showcases the ability to switch between VOS and VIS without any parameter changes. + Design Constraint: Include a performance table (refer to Table 1 & 2) showing TarViS vs. specialized SOTA models like Mask2Former or PCAN. + +11.Visual Analysis & Qualitative Results + + Robustness: Demonstrates stable tracking and segmentation through long-term occlusions and rapid camera movement. + Versatility: Examples of the model segmenting specific people (VOS), all cars (VIS), and the entire background (VPS) in the same clip. + +12.Key Takeaways & Limitations + + Takeaways: Unified modeling is the future of video perception; queries are a powerful abstraction for multi-modal guidance. + Limitations: Computational cost increases with the number of targets in a scene; real-time performance on high-resolution video remains a challenge. + +13.Conclusion + + Summary: TarViS bridges the gap between fragmented video segmentation tasks with a truly unified transformer-based approach. + Future Work: Incorporating more modalities (like audio) and extending to even more diverse video understanding tasks. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/generation_task/judge_prompt.json b/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..c008bd69341bdc08bc7f6fec2545b708323e5fe7 --- /dev/null +++ b/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Implicit Occupancy Flow Fields for Perception and Prediction in Self-Driving; Conf: CVPR 2023).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of autonomous driving perception that points out the limitations of \"Object-based\" and \"Explicit Grid-based\" methods?\nIf **no**, explain where the background info on the \"detection threshold\" and \"receptive field\" issues is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Implicit Representation\" for occupancy and flow (querying continuous spatio-temporal coordinates)?\nIf **no**, describe the missing points in explaining the \"continuous field\" framework.\n", + "\nIs there a slide describing the \"Dynamic Query-Aware Attention\" architecture and how it uses deformable offsets to aggregate global context?\nIf **no**, indicate whether the structural link between the query points and the BEV feature map was omitted.\n", + "\nIs there a slide explaining the \"Backwards Flow\" mechanism and its role in associating future occupancy with past observations?\nIf **no**, specify if the mechanism for temporal consistency is missing.\n", + "\nDoes the deck present the core logic for the \"Implicit Decoder\" (how it processes thousands of query points in parallel)?\nIf **no**, specify if the explanation of computational efficiency and planner-centric querying is missing.\n", + "\nIs there a slide summarizing the training data and sampling strategy (e.g., using Argoverse 2 and HighwaySim with uniform spatio-temporal sampling)?\nIf **no**, explain if the dataset and training supervision section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like MP3, FIERY, or standard Object-based detectors?\nIf **no**, indicate if the performance analysis relative to state-of-the-art perception-prediction methods was omitted.\n", + "\nDoes the deck include qualitative results showing the model's ability to handle high-speed agents and multi-modal futures?\nIf **no**, indicate if visual evidence of the \"global attention\" effectiveness is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., dependence on the quality of the BEV encoder)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of explicit grids accurate? (e.g., they suffer from limited receptive fields and high computational cost for high-resolution outputs.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Implicit Object-Free\" method rather than an \"Object-Detection\" pipeline?\nIf **no**, point out the deviation in understanding the dense-but-queried occupancy principle.\n", + "\nAre the explanations for the \"Query-Aware Attention\" consistent with the paper? (It uses K reference points to look back at the feature map.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Spatio-Temporal Supervision\" or loss functions (BCE for occupancy, L2 for flow) accurate?\nIf **no**, specifically point out errors in the training objectives.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving higher mAP and lower EPE on Argoverse 2 compared to MP3.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Occupancy\" (state) and \"Flow\" (motion) within the IMPLICITO framework?\nIf **no**, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Soft-IoU, Expected Calibration Error) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it uses Camera-only inputs when the paper focuses on LiDAR and HD Maps)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Temporal Forecasting\" ability? (i.e., predicting occupancy several seconds into the future.)\nIf **no**, specify the slides where the prediction horizon is misinterpreted.\n", + "\nIs the input representation (e.g., 5-frame LiDAR history and rasterized HD Maps) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/generation_task/statistics.yaml b/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6071c3d6bf8d845c8b3161cbfe7cd18daacb580e --- /dev/null +++ b/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation +category: academia +input_metrics: + total_input_tokens: 8344 + generation_prompt_tokens: 2184 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/material.pdf b/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..63946e7ed94a5b70745662159702bc4698f65001 --- /dev/null +++ b/academia/CVPR_2023/TarViS_A_Unified_Approach_for_Target-based_Video_Segmentation/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6efa65003ff1ae1cac7f37b17243fd7080f0a8b2d7fcc9774f8821a1f8403200 +size 8338604 diff --git a/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/generation_task/instructions.md b/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..613fed967dd05a5b025f10ced675fb9092be4864 --- /dev/null +++ b/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/generation_task/instructions.md @@ -0,0 +1,172 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +--- + +## **1. Structure Requirements** + +The slide deck must contain the following **ordered sections**: + +1.**Title Slide** + + Paper Title:Discovering and Mitigating Visual Biases through Keyword Explanation + + Author Team:Younghyun Kim, Sangwoo Mo*, Minkyu Kim, Kyungmin Lee, Jaeho Lee, Jinwoo Shin + + Affiliation:KAIST, University of Michigan, KRAFTON, POSTECH + + Conference:IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024 + +2.**Outline / Agenda** + +3.**Introduction / Background** + + Visual Bias in Computer Vision:Biased datasets lead to model failures (spurious correlations or distribution shifts), harming performance and fairness. + + Current Landscape: + Methods identify biases indirectly via visualization or sample statistics. + These approaches lack explainability and require intensive human supervision to interpret failures. + + Motivation:Need for a framework that identifies biases in an explainable, automated, and actionable form. + +4.**Limitations of Existing Methods:** + + Indirect Definition:Bias is often defined through sample groups rather than descriptive traits. + + Vocabulary Constraints:Existing vision-language methods often rely on pre-defined vocabularies, failing to detect novel or fine-grained biases. + + Hard to Utilize:Detailed sentence captions or neuron analysis are informative but difficult to integrate directly into debiasing pipelines. + + Design Constraint:Include a conceptual example (refer to Fig 1) showing how an "ant" image is misclassified as a "bee" due to the contextual bias of a "flower" background. + +5.**Overview of the Proposed Method** + + Core Idea:The Bias-to-Text (B2T) framework, which interprets visual biases as keywords by aggregating traits from language descriptions of mispredicted images. + + Key Contribution 1:Automated Bias Discovery. Generates language descriptions and extracts common keywords to identify potential biases without human supervision. + + Key Contribution 2:Validation Mechanism. Uses a vision-language scoring model (CLIP score) to confirm if keywords accurately represent bias by measuring similarity to failure cases. + + Key Contribution 3:Versatile Applications. Demonstrates that discovered keywords can be used for debiased training, CLIP prompting, and model comparison. + +6.**Methodology:Bias Keyword Generation** + + Step 1:Captioning & Extraction. Using pre-trained models (e.g., ClipCap) to generate captions for mispredicted images and applying the YAKE algorithm to extract common keywords. + + Step 2:Verification via CLIP Score. Calculating the difference in similarity between the keyword and incorrect vs. correct predictions to ensure the keyword captures the bias-conflicting attribute. + +7.**Key Algorithm:Bias Label Inference & Application** + + Zero-shot Labeling:Applying discovered keywords to a CLIP classifier to infer sample-wise bias labels for unannotated datasets. + + Application Pipeline:Using inferred labels for Distributionally Robust Optimization (DRO) to minimize loss across all bias groups. + + Design Constraint:Display the method flow diagram (refer to Fig 2) showing the two steps: (1) Keyword Generation/Verification and (2) Applications like debiased training and model comparison. + +8.**Dataset and Training Details** + + Datasets:Evaluated on benchmark datasets (CelebA, Waterbirds), distribution shift sets (ImageNet-R/C), and large-scale datasets (Dollar Street, ImageNet). + + Model Architectures:ResNet-50 and ViT backbones evaluated using the B2T framework. + +9.**Experimental Setup** + + Baselines:Compared against unsupervised bias discovery methods like JTT, Domino, and Failure Direction. + + Evaluation Metrics:Worst-group accuracy, Average accuracy, and AUROC for sample-wise bias labeling. + +10.**Experimental Results & Analysis** + + Efficiency in Discovery:B2T identifies known biases (gender, background) and uncovers novel ones (geographic bias in Dollar Street). + + Debiasing Performance:DRO-B2T achieves near-optimal worst-group accuracy (90.4% on CelebA), significantly outperforming prior unsupervised methods. + + Design Constraint:Include a comparison table (refer to Table 1) showing the worst-group and average accuracies of DRO-B2T versus other unsupervised debiasing methods. + +11.**Visual Analysis & Novel Bias Discovery** + + Geographic Bias:In Dollar Street, B2T uncovers that "stoves" from low-income countries are misclassified due to "fire" (traditional design) vs. modern appearances. + + Contextual Bias:In ImageNet, it reveals that the model relies on "flower" as a shortcut to predict "bee," leading to errors when "ants" appear on flowers. + +12.**Key Takeaways & Limitations** + + Takeaways:Keyword explanations provide a practical, explainable group naming for biases; the CLIP score effectively reflects the severity of bias. + + Limitations:Performance depends on the quality of the underlying captioning and vision-language scoring models. + +13.**Conclusion** + + Summary:B2T offers a robust and versatile approach to discovering and mitigating visual biases through explainable keywords. + + Future Work:Advancing the framework using more powerful vision-language models like GPT-4 and extending it to tasks beyond classification, such as object detection. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/generation_task/judge_prompt.json b/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..0953a055406a72217215abe87e5b5e3c19ce1427 --- /dev/null +++ b/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Discovering and Mitigating Visual Biases through Keyword Explanation; Conf: CVPR 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Visual Bias that points out the limitations of existing methods (e.g., \"indirect definition via samples\" and \"requirement for human supervision\")?\nIf **no**, explain where the background info on explainability challenges is lacking.\n", + "\nDoes the slide deck clearly define the core concept of the \"Bias-to-Text (B2T)\" framework and its use of keywords?\nIf **no**, describe the missing points in explaining the keyword-based interpretation.\n", + "\nIs there a slide describing the \"CLIP score\" and how it validates whether a keyword represents a true bias?\nIf **no**, indicate whether the verification mechanism using similarity differences was omitted.\n", + "\nIs there a slide explaining the \"Captioning & Keyword Extraction\" step (e.g., using ClipCap and YAKE)?\nIf **no**, specify if the technical pipeline for generating keywords is missing.\n", + "\nDoes the deck present the application of keywords in \"Debiased DRO training\" (how they infer labels for training)?\nIf **no**, specify if the link between keyword discovery and model improvement is missing.\n", + "\nIs there a slide summarizing the diverse datasets used (e.g., CelebA, Waterbirds, Dollar Street, ImageNet)?\nIf **no**, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like JTT, Domino, or Failure Direction?\nIf **no**, indicate if the performance analysis relative to prior unsupervised bias discovery methods was omitted.\n", + "\nDoes the deck include qualitative results showing novel biases discovered (e.g., \"cave\" for wardrobes in low-income regions)?\nIf **no**, indicate if visual evidence of novel bias discovery is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., dependence on captioning model quality)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"CLIP score\" accurate? (e.g., it measures the similarity difference between incorrect and correct predictions.)\nIf **no**, specify the inaccurate mathematical or logical descriptions.\n", + "\nIs the technical roadmap correctly presented as \"interpreting biases as keywords\" rather than \"manually labeling failure cases\"?\nIf **no**, point out the deviation in understanding the automated nature of B2T.\n", + "\nAre the explanations for \"Contextual Bias\" consistent with the paper's examples (e.g., \"ant\" misclassified as \"bee\" due to \"flower\")?\nIf **no**, explain the errors in bias examples.\n", + "\nAre the details of the \"Distributionally Robust Optimization (DRO)\" integration accurate?\nIf **no**, specifically point out errors in how keywords facilitate debiased training.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., DRO-B2T achieving ~90.4% worst-group accuracy on CelebA.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Known Biases\" and \"Novel Biases\" uncovered by the framework?\nIf **no**, explain where these categories are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Worst-group Accuracy, AUROC for bias labeling) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it requires a pre-defined bias vocabulary when it is zero-shot)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Geographic Bias\" found in the Dollar Street dataset?\nIf **no**, specify the slides where the income-level-related biases are misinterpreted.\n", + "\nIs the role of the \"YAKE\" algorithm correctly identified as the keyword extraction tool?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/generation_task/statistics.yaml b/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..11ea76c926a3e4bc7c45138a5c2fb7a1c5edaf48 --- /dev/null +++ b/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation +category: academia +input_metrics: + total_input_tokens: 8489 + generation_prompt_tokens: 2329 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/material.pdf b/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fe3312aa7055d51a709801142de0045f12391979 --- /dev/null +++ b/academia/CVPR_2024/Discovering_and_Mitigating_Visual_Biases_through_Keyword_Explanation/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a6a29e8bd331aff7f4554754ea2a8e6eeb25cc9c75e5fdfbb3a9bd14e748fd1e +size 1462530 diff --git a/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/generation_task/instructions.md b/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..762f11ed6d363dcf64eb453ad411573cd3db802e --- /dev/null +++ b/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/generation_task/instructions.md @@ -0,0 +1,170 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +**1. Title Slide** + + Paper Title: Frequency-Adaptive Dilated Convolution for Semantic Segmentation + + Author Team: Linwei Chen, Lin Gu, Dezhi Zheng, Ying Fu + + Affiliation: Beijing Institute of Technology, RIKEN, The University of Tokyo + + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024 + +**2. Outline / Agenda** + +**3. Introduction / Background** + + Dilated Convolution: A widely used technique to expand the receptive field without increasing computational load by inserting gaps between filter values. + + Current Practice: Standard methods typically fix a global dilation rate (D) as a hyperparameter for the entire feature map. + + Frequency Perspective: Increasing the dilation rate scales the frequency response, reducing the effective bandwidth and limiting the ability to process high-frequency details. + +**4.Limitations of Existing Methods:** + + Fixed Dilation Trade-off: High dilation rates enlarge the receptive field but cause a loss of high-frequency information, leading to artifacts like gridding. + + Spatial Uniformity: Traditional dilated convolution ignores that different image regions (e.g., edges vs. flat backgrounds) have different frequency characteristics. + + Potential for Erroneous Learning: Content-adaptive methods like Deformable Convolution (DCN) can introduce spatial deviations, which are detrimental to position-sensitive tasks like segmentation. + + Design Constraint: Include a visual example (refer to Fig 1) showing how different patches (Patch 1 with high frequency vs. Patch 2 with low frequency) require different dilation rates for optimal perception. + +**5.Overview of the Proposed Method** + + Core Idea: Frequency-Adaptive Dilated Convolution (FADC), which optimizes dilated convolution by dynamically balancing bandwidth and receptive field based on local spectrum analysis. + + Key Component 1: Adaptive Dilation Rate (AdaDR). Spatially adjusts dilation rates to match local frequency components. + + Key Component 2: Adaptive Kernel (AdaKern). A plug-in module that decomposes weights into frequency components to enhance effective bandwidth per channel. + + Key Component 3: Frequency Selection (FreqSelect). Directly reweights feature representations to balance frequency power and encourage larger receptive fields in low-frequency areas. + +**6.Methodology: Frequency-Adaptive Dilated Convolution** + + Adaptive Dilation Rate (AdaDR): Predicts a pixel-specific dilation rate D(p) using a lightweight convolutional layer, ensuring smaller dilation for high-frequency edges and larger dilation for low-frequency backgrounds. + + Spectrum-Guided Optimization: The selection of dilation is formulated as a trade-off problem to maximize the receptive field while minimizing frequency information loss. + +**7.Key Algorithm: Plug-in Frequency Modules** + + AdaKern Module: Decomposes static weights into low-frequency (mean filter) and high-frequency (residual) components, then applies dynamic weights (lambda) to adjust their ratio. + + FreqSelect Module: Uses Fourier Transform to split features into four frequency bands and applies a selection map to reweight them spatially, preventing the network from over-focusing on high frequencies. + + Design Constraint: Display the FADC overview diagram (refer to Fig 2) illustrating the flow of AdaDR, AdaKern, and FreqSelect working together. + +**8.Dataset and Training Details** + + Datasets: Evaluated on Cityscapes and ADE20K for semantic segmentation; COCO for object detection and instance segmentation. + + Implementation: Integrated into popular frameworks including PSPNet, DeepLabV3+, Mask2Former, and PIDNet. + + Backbones: Tested across ResNet-50, ResNet-101, Swin-B, and HorNet-B. + +**9.Experimental Setup** + + Baselines: Compared against standard Dilated Convolution, Deformable Convolution (DCNv2), and previous Adaptive Dilated Convolution (ADC). + + Evaluation Metrics: mean Intersection over Union (mIoU) for segmentation; Average Precision (AP) for detection. + + Inference Efficiency: Measured in GFLOPS and Frames Per Second (FPS) on a single RTX 3090. + +**10. Experimental Results & Analysis** + + Performance Gains: FADC improves PSPNet by +2.6 mIoU on Cityscapes and enhances ResNet-50 on ADE20K by +3.7 mIoU, outperforming the heavier ResNet-101. + + Real-time Efficiency: PIDNet-M with FADC achieves 81.0 mIoU at 37.7 FPS, surpassing the larger PIDNet-L while remaining faster. + + Generalizability: Successfully integrated into DCNv3 (InternImage) and Dilated Attention (DiNAT), providing consistent performance boosts across tasks. + + Design Constraint: Include a comparison table (refer to Table 1 or Table 2) showing FADC's superiority over DCNv2 and standard Dilated Convolution in terms of mIoU and FLOPs. + +**11. Visual Analysis & Frequency Studies** + + Feature Visualization: High-frequency power maps confirm that FADC accurately identifies object boundaries and assigns lower dilation rates there to preserve detail. + + Effective Bandwidth: Frequency response curves (refer to Fig 3) demonstrate that AdaKern successfully increases the high-frequency response compared to static kernels. + +**12. Key Takeaways & Limitations** + + Takeaways: Frequency analysis provides a principled way to optimize dilation; FADC is lightweight, avoids spatial deviations, and is compatible with various architectures. + + Limitations: While effective, the dynamic prediction of dilation rates adds a small amount of overhead; extreme dilation might still face theoretical sampling limits. + +**13. Conclusion** + + Summary: FADC introduces a spatially variant, frequency-aware approach to dilated convolution, setting new benchmarks in semantic segmentation. + + Future Work: Exploring the application of frequency-adaptive strategies in other vision tasks and potentially extending to video processing for temporal frequency analysis. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/generation_task/judge_prompt.json b/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..3938657809ac7c28f26f3fff0ee2a6e040bae0f6 --- /dev/null +++ b/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Frequency-Adaptive Dilated Convolution for Semantic Segmentation; Conf: CVPR 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Dilated Convolution that points out the limitations of a \"Fixed Dilation Rate\" (e.g., \"loss of high-frequency details\" and \"gridding artifacts\")?\nIf **no**, explain where the background info on frequency-domain limitations is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Frequency-Adaptive Dilated Convolution (FADC)\" and its goal to balance receptive field with bandwidth?\nIf **no**, describe the missing points in explaining the frequency-aware adaptation framework.\n", + "\nIs there a slide describing the \"Adaptive Dilation Rate (AdaDR)\" mechanism and how it spatially adjusts D based on local frequency?\nIf **no**, indicate whether the structural link between local spectrum analysis and dilation selection was omitted.\n", + "\nIs there a slide explaining the \"Adaptive Kernel (AdaKern)\" and its role in decomposing weights into low and high-frequency components?\nIf **no**, specify if the mechanism for dynamic weight adjustment per channel is missing.\n", + "\nDoes the deck present the core logic for \"Frequency Selection (FreqSelect)\" (how it reweights feature maps to encourage larger dilation in low-frequency regions)?\nIf **no**, specify if the Fourier-based frequency band selection process is missing.\n", + "\nIs there a slide summarizing the training datasets used (e.g., Cityscapes, ADE20K, or COCO)?\nIf **no**, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like standard Dilated Conv, DCNv2, or ADC?\nIf **no**, indicate if the performance analysis relative to spatial-adaptive methods was omitted.\n", + "\nDoes the deck include visual analysis (e.g., Fig 3 or Fig 5) showing frequency response curves or dilation rate maps?\nIf **no**, indicate if visual evidence of frequency adaptation is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., computational overhead of dynamic prediction)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of standard Dilated Convolution accurate? (e.g., it reduces effective bandwidth as dilation rate increases.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as \"Frequency-Adaptive\" rather than just \"Spatial-Adaptive\" like Deformable Conv?\nIf **no**, point out the deviation in understanding the spectral analysis principle.\n", + "\nAre the explanations for \"AdaKern\" consistent with the paper? (It uses a plug-in module to enhance high-frequency parts of the convolution weights.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Spectrum-Guided Optimization\" or the selection objective accurate?\nIf **no**, specifically point out errors in the mathematical formulation of dilation selection.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., PSPNet with FADC achieving 81.0 mIoU on Cityscapes.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between the roles of \"AdaDR\" (spatial dilation adjustment) and \"AdaKern\" (weight spectrum adjustment)?\nIf **no**, explain where these components are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., mIoU, GFLOPs, FPS) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it uses 3D Fourier Transforms when it is a 2D image-based method)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Frequency-Awareness\"? (i.e., smaller dilation rates for high-frequency edges.)\nIf **no**, specify the slides where the adaptive behavior is misinterpreted.\n", + "\nIs the base architecture (e.g., ResNet-50, Swin-B, or PIDNet) and the integration method correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/generation_task/statistics.yaml b/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ebfecdba5ea161745c95f58894c5e71347db992e --- /dev/null +++ b/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation +category: academia +input_metrics: + total_input_tokens: 9158 + generation_prompt_tokens: 2438 + materials_total_tokens: 6720 + material_count: 1 + pdf_total_pages: 12 + file_details: + - name: material.pdf + tokens: 6720 + pages: 12 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/material.pdf b/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..863a3b424ad1b4d57c84c827967594e99d92f2ac --- /dev/null +++ b/academia/CVPR_2024/Frequency-Adaptive_Dilated_Convolution_for_Semantic_Segmentation/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b90a53bc246c4e893c0cae7da34fc34c71140e766e40692e5b05d67d7de499fe +size 7596076 diff --git a/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/generation_task/instructions.md b/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..c0b09c030d97d15016f0a0575995e06e6246370e --- /dev/null +++ b/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/generation_task/instructions.md @@ -0,0 +1,150 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + + Paper Title:RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models + Author Team:Ozgur Kara*, Bariscan Kurtkaya*, Hidir Yesiltepe, James M. Rehg, Pinar Yanardag + Affiliation:Georgia Tech, KUIS AI Center, UIUC, Virginia Tech + Conference:IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024 + +2.**Outline / Agenda** + + +3.**Introduction / Background** + + Video Editing with Diffusion Models:Leveraging powerful pre-trained text-to-image (T2I) models for video content creation. +Current Landscape: + + Existing zero-shot methods attempt to ensure consistency via spatio-temporal attention. + Methods often rely on expensive training or optimization-heavy processes. + Motivation:Need for a fast, training-free method that handles long videos and complex shape transformations. + +4.**Limitations of Existing Methods:** + + Memory Constraints:Spatio-temporal attention across all frames is computationally prohibitive for long videos. + Temporal Inconsistency:Sparse-causal attention or frame-by-frame editing leads to flickering and style drift. + Efficiency Bottleneck:Many methods require additional training or time-consuming inversion/optical flow calculation. + Design Constraint:Include a visual comparison (refer to Fig 2) showing how self-attention and sparse-causal attention fail to maintain consistency in background and object details. + +5.**Overview of the Proposed Method** + + Core Idea:RAVE, a zero-shot video editing framework that uses a novel "Randomized Noise Shuffling" strategy to ensure global consistency. + Key Contribution 1:Noise Shuffling Strategy. Encourages global spatio-temporal interaction without increasing memory requirements. + Key Contribution 2:Training-Free & Zero-Shot. Compatible with any pre-trained T2I model (e.g., Stable Diffusion) and ControlNet. + Key Contribution 3:Efficiency & Speed. Achieves high-quality edits ~25% faster than state-of-the-art baselines like TokenFlow. + +6.**Methodology:Grid Trick & Video Editing** + + Step 1:Grid Layout (Character Sheet). Organizing video frames into an n x m grid, allowing the T2I model to treat them as a single image. + Step 2:Preprocessing. Performing DDIM inversion on the input video and extracting control conditions (e.g., depth maps) for spatial guidance. + +7.**Key Algorithm:Randomized Noise Shuffling** + + Core Mechanism:In each diffusion step, frames are randomly shuffled and re-assigned to different grids. + Effect:Ensures that every frame eventually interacts with every other frame through the model's self-attention and convolutional layers. + Benefit:Maintains global style consistency and reduces flickering without the O(N^2) cost of full attention. + Design Constraint:Display the framework diagram (refer to Fig 3) showing the flow:Input Video -> Grid Formation -> Noise Shuffling -> Denoising -> Output Video. + +8.**Dataset and Implementation Details** + + New Dataset:A comprehensive evaluation set featuring object-centric scenes, complex human activities (dancing, typing), and dynamic scenes. + Setup:Stable Diffusion 1.5 with ControlNet (Depth/SoftEdge); 50 DDIM steps; single A40 GPU. + +9.**Experimental Setup** + + Baselines:Compared against TokenFlow, Rerender-A-Video, Text2Video-Zero, Pix2Video, and FateZero. + Metrics:CLIP-F (Temporal Consistency), WarpSSIM (Structural Consistency), CLIP-T (Textual Alignment), and Q_edit (Holistic Score). + +10.**Experimental Results & Analysis** + + Superior Performance:RAVE outperforms baselines in both consistency and textual alignment, especially on long videos (90+ frames). + Ablation Study:Shuffling is critical; without it, style diverges across different grids in long sequences. + Design Constraint:Include the Quantitative Comparison Table (refer to Table 1) highlighting RAVE's lead in Q_edit and Runtime. + +11.**Qualitative Analysis & Applications** + + Versatile Edits:Demonstrates local attribute editing, style transfer (watercolor), and significant shape transformations (wolf to dinosaur). + Consistency:Maintains stable colors and structures even in complex motion scenarios. + +12.**Key Takeaways & Limitations** + + Takeaways:RAVE provides a fast, memory-efficient solution for consistent video editing; noise shuffling is a powerful alternative to explicit temporal attention. + Limitations:Still dependent on the quality of the underlying T2I model and ControlNet guidance. + +13.**Conclusion** + + Summary:RAVE introduces randomized noise shuffling to bridge the gap between image and video editing efficiency. + Future Work:Exploring more advanced grid configurations and integrating with next-generation diffusion backbones. + --- + +## **2. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/generation_task/judge_prompt.json b/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..edf7108de47d6afab148690d4564376d784aa360 --- /dev/null +++ b/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models; Conf: CVPR 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Video Editing that points out the limitations of existing methods (e.g., \"high memory cost of spatio-temporal attention\" and \"temporal inconsistency/flickering\")?\nIf **no**, explain where the background info on video diffusion challenges is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Randomized Noise Shuffling\" and how it enables global interaction?\nIf **no**, describe the missing points in explaining the shuffling mechanism.\n", + "\nIs there a slide describing the \"Grid Trick\" (Character Sheet) and how it reorganizes video frames into a single image format?\nIf **no**, indicate whether the explanation of frame-to-grid mapping was omitted.\n", + "\nIs there a slide explaining the integration with \"ControlNet\" and its role in providing spatial guidance (e.g., Depth or SoftEdge)?\nIf **no**, specify if the mechanism for maintaining structural integrity is missing.\n", + "\nDoes the deck present the logic for handling long videos (how the video is sampled into multiple grids and processed)?\nIf **no**, specify if the strategy for temporal extension beyond a single grid is missing.\n", + "\nIs there a slide summarizing the \"RAVE Dataset\" or the diverse video categories used for evaluation (e.g., human dancing, animal motion)?\nIf **no**, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like TokenFlow, Rerender-A-Video, or FateZero?\nIf **no**, indicate if the performance analysis relative to state-of-the-art video editing methods was omitted.\n", + "\nDoes the deck include qualitative results showing the model's ability to handle complex shape transformations (e.g., \"wolf to dinosaur\")?\nIf **no**, indicate if visual evidence of significant semantic editing is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., dependence on the quality of the base T2I model)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Zero-shot\" nature accurate? (e.g., it requires no training or fine-tuning on the input video.)\nIf **no**, specify the inaccurate descriptions regarding training requirements.\n", + "\nIs the technical roadmap correctly presented as a \"Shuffling-based Interaction\" rather than \"Full Spatio-Temporal Attention\"?\nIf **no**, point out the deviation in understanding how frames interact across time.\n", + "\nAre the explanations for the \"Grid Trick\" consistent with the paper? (It utilizes the 2D self-attention of T2I models to approximate 3D consistency.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"DDIM Inversion\" process and its necessity for video reconstruction accurate?\nIf **no**, specifically point out errors in the inversion or latent manipulation steps.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving faster inference speeds than TokenFlow while maintaining higher CLIP-T scores.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Disjoint\" sampling and \"Randomized\" sampling within the RAVE framework?\nIf **no**, explain where these sampling strategies are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., CLIP-F for temporal consistency, WarpSSIM for structural stability) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it uses Optical Flow when it is a flow-free method)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Temporal Consistency\"? (i.e., minimal flickering between consecutive frames.)\nIf **no**, specify the slides where the video quality claims are misinterpreted.\n", + "\nIs the base model (Stable Diffusion v1.5) and the compatibility with different ControlNet types correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/generation_task/statistics.yaml b/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6fecb4ff26e8bdcaa3f2f8dac21eb7e46b1869f1 --- /dev/null +++ b/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models +category: academia +input_metrics: + total_input_tokens: 7863 + generation_prompt_tokens: 2263 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/material.pdf b/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..66d1993844c4e8c20e8e600f690415b3dc5b6505 --- /dev/null +++ b/academia/CVPR_2024/RAVE_Randomized_Noise_Shuffling_for_Fast_and_Consistent_Video_Editing_with_Diffusion_Models/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f0c1053aa00447ab7694e7d22cb39b119e9b34cc732068cafabd67fc616d32ff +size 7080447 diff --git a/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/generation_task/instructions.md b/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..44d1bbc3f1b55d47eaefcbcb0f5c09b9431d56eb --- /dev/null +++ b/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/generation_task/instructions.md @@ -0,0 +1,125 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +**1.Title Slide Paper** + + Title:SCEdit:Efficient and Controllable Image Diffusion Generation via Skip Connection Editing Author Team:Zeyinzi Jiang, Chaojie Mao, Yulin Pan, Zhen Han, Jingfeng Zhang Affiliation:Alibaba Group Conference:IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024 + +**2.Outline / Agenda** + + +**3.Introduction / Background** + + Image Diffusion Models:Powerful tools for text-to-image and controllable synthesis, but full fine-tuning is resource-intensive and impractical for customized scenarios. Current Landscape:Efficient tuning methods (e.g., LoRA) still suffer from high memory usage because backpropagation must pass through the entire U-Net backbone. Motivation:Investigate the specific role of Skip Connections (SCs) in U-Net to find a more efficient way to edit and adapt generative models. + +**4.Limitations of Existing Methods:** + + High Resource Consumption:Popular methods like LoRA add trainable matrices across the whole U-Net, leading to gradient accumulation in both encoder and decoder. Training Inefficiency:Backpropagation through the entire network backbone limits the speed and increases the memory footprint during the adaptation process. Complexity in Multi-condition:Integrating multiple control signals often requires complex architectural changes or multiple large-scale adapters. Design Constraint:Include a visualization (refer to Fig 3) showing how removing skip connections leads to a significant loss of structural information and decreased feature variance. + +**5.Overview of the Proposed Method Core Idea:** + + An efficient generative tuning framework (SCEdit) that adapts models by editing latent features directly within the U-Net's Skip Connections. Key Contribution 1:SC-Tuner. A lightweight module that decouples the encoder from backpropagation, reducing memory usage by up to 52% in text-to-image tasks. Key Contribution 2:CSC-Tuner. An extension for controllable synthesis that simplifies multi-condition injection using only 7.9% of ControlNet's parameters. Key Contribution 3:Superior Performance. Achieves better FID scores and qualitative results in both few-shot style transfer and complex controllable generation. + +**6.Methodology:** + + Skip Connection Editing Concept:The encoder generates multi-scale features, while the decoder uses SCs to retrieve high-frequency information. SCEdit modifies these features "on the fly" during the skip. Encoder Decoupling:By inserting tuners only in the SC path, the encoder becomes a frozen feature extractor, and gradients only flow through the decoder and tuners. + +**7.Key Algorithm:** + + SC-Tuner & CSC-Tuner SC-Tuner:Utilizes an Adapter-based "Tuner OP" with residual connections to modify skip features: O = Tuner(x) + x. CSC-Tuner:Supports multi-condition inputs (Canny, Depth, Pose, etc.) by combining weighted condition embeddings with original skip features. Design Constraint:Display the framework diagram (refer to Fig 4) showing the integration of SC-Tuner/CSC-Tuner and the Cascade Dense Convolution for condition encoding. + +**8.Dataset and Training Details** + + Text-to-Image:Trained on COCO2017 (118k images) and few-shot customized style datasets (30 samples per style). Controllable Synthesis:Evaluated on a filtered LAION artistic dataset (600k images) across various conditions like Canny, Depth, and Segmentation. Implementation:Based on Stable Diffusion (v1.5/v2.1), using AdamW optimizer with a learning rate of 5e-5. + +**9.Experimental Setup** + + Baselines:Compared against Full Fine-tuning, LoRA, ControlNet, T2I-Adapter, and ControlNet-XS. Metrics:Fréchet Inception Distance (FID), trainable parameters, memory consumption, and training speed. + +**10.Experimental Results & Analysis** + + Efficiency Gains:SCEdit reduces memory by 52.1% compared to LoRA (r=64) and training time by significant margins while achieving a better FID (13.82 vs 13.96). Controllable Excellence:Outperforms ControlNet in FID (71.78 vs 74.86) while using nearly 13x fewer parameters. Design Constraint:Include the performance comparison table (refer to Table 1 or Table 2) highlighting the trade-off between FID and memory usage. + +**11.Visual Analysis & Composable Generation** + + Multi-Condition Fusion:Independently trained models (e.g., Canny and Color) can be combined without further training for "training-free" scene translation. Style Transfer:SCEdit captures style characteristics more accurately than LoRA in few-shot scenarios, maintaining better text alignment. + +**12.Key Takeaways & Limitations Takeaways:** + + Skip connections are the "control center" for structural information; editing them is sufficient for powerful and efficient model adaptation. Limitations:While highly efficient, extreme reduction in tuner dimensions may eventually impact complex semantic alignment. + +**13.Conclusion Summary:** + + SCEdit provides a unified, lightweight, and plug-and-play solution for both text-to-image tuning and controllable synthesis. Future Work:Exploring the application of Skip Connection Editing in other architectures beyond U-Net, such as transformer-based diffusion backbones. + +--- + + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/generation_task/judge_prompt.json b/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7a6ca9a42f3b5044cc70f236ad859a954624b715 --- /dev/null +++ b/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference? \nIf no, describe what is missing from the first slide (Title: SCEdit: Efficient and Controllable Image Diffusion Generation via Skip Connection Editing; Conf: CVPR 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline? \nIf no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Image Diffusion Models that points out the limitations of existing tuning methods like LoRA or ControlNet (e.g., \"high memory consumption\" and \"backpropagation through the entire backbone\")? \nIf no, explain where the background info on adaptation efficiency is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Skip Connection Editing\" and why SCs are chosen as the editing target? \nIf no, describe the missing points in explaining the importance of skip connections in U-Net.\n", + "\nIs there a slide describing the \"SC-Tuner\" architecture and how it achieves \"Encoder Decoupling\" to save memory? \nIf no, indicate whether the structural link between the frozen encoder and the trainable tuner was omitted.\n", + "\nIs there a slide explaining the \"CSC-Tuner\" (Controllable SC-Tuner) and its role in multi-condition image synthesis? \nIf no, specify if the mechanism for integrating multiple control signals is missing.\n", + "\nDoes the deck present the logic for the \"Tuner OP\" (how the adapter-based module modifies the features within the skip connection)? \nIf no, specify if the mathematical formulation of the tuning operation is missing.\n", + "\nIs there a slide summarizing the datasets used for evaluation (e.g., COCO2017 for T2I, or specific condition datasets like Canny/Depth/Segmentation)? \nIf no, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like ControlNet, T2I-Adapter, or ControlNet-XS? \nIf no, indicate if the performance analysis relative to existing controllable generation methods was omitted.\n", + "\nDoes the deck include qualitative results showing the model's \"Compositional Generation\" capability (e.g., combining Canny and Color conditions)? \nIf no, indicate if visual evidence of multi-condition fusion is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., performance bottlenecks in extremely low-rank settings)? \nIf no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the memory efficiency accurate? (e.g., SCEdit reduces training memory by up to 52% for text-to-image tasks.) \nIf no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as \"Editing Skip Connections\" rather than \"Modifying the Main Backbone Layers\"? \nIf no, point out the deviation in understanding the core architecture.\n", + "\nAre the explanations for \"Encoder Decoupling\" consistent with the paper? (The fact that gradients do not need to pass through the encoder during training.) \nIf no, explain the errors in definition.\n", + "\nAre the details of the \"Tuner OP\" residual connection (O = Tuner(x) + x) accurate? \nIf no, specifically point out errors in the formula or implementation logic.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving better FID than ControlNet with significantly fewer parameters.) \nIf no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"SC-Tuner\" for general tuning and \"CSC-Tuner\" for controllable generation? \nIf no, explain where these two modules are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., FID, CLIP Score, mIoU for segmentation) consistent with the paper's standards? \nIf no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it requires training the entire U-Net when it actually freezes the encoder)? \nIf no, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Training-free Composition\"? (i.e., combining separately trained condition tuners directly during inference.) \nIf no, specify the slides where the composition capabilities are misinterpreted.\n", + "\nIs the parameter scale (e.g., CSC-Tuner using only 7.9% of ControlNet's parameters) correctly identified? \nIf no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/generation_task/statistics.yaml b/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc8815a53298b461d49f5bb2b371d628104cb997 --- /dev/null +++ b/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing +category: academia +input_metrics: + total_input_tokens: 7934 + generation_prompt_tokens: 2334 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/material.pdf b/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6fdc67f80a62c6345affed3456e8f455c29d6338 --- /dev/null +++ b/academia/CVPR_2024/SCEdit_Efficient_and_Controllable_Image_Diffusion_Generation_via_Skip_Connection_Editing/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2019cfc0b29b28492255047dd7b971711f0242e0f2ace0b3c9990888f1ddfed5 +size 5581887 diff --git a/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/generation_task/instructions.md b/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..c121dbc55d94df99c59564d0a17c2e236f01553e --- /dev/null +++ b/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/generation_task/instructions.md @@ -0,0 +1,162 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + + Paper Title: TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion Models + Author Team: Yushi Huang, Ruihao Gong, Jing Liu, Tianlong Chen, Xianglong Liu + Affiliation: Beihang University, SenseTime Research, Monash University, UT Austin + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024 + +2. **Outline / Agenda** + + +3. **Introduction / Background** + + + Diffusion Models (DMs): State-of-the-art frameworks for high-quality image, voice, and text synthesis. + Efficiency Bottleneck: Massive computational costs due to multi-step denoising and large network architectures (e.g., Stable Diffusion). + Post-Training Quantization (PTQ): A critical training-free solution to reduce memory and speed up inference. + Current Problem: Existing PTQ methods suffer severe performance drops in low-bit settings (e.g., 4-bit) due to a lack of specialized optimization for temporal features. + +4. **Limitations of Existing Methods:** + + + Temporal Feature Disturbance: Previous methods overlook the independence of the time-step t, causing temporal features to overfit to limited calibration data. + Inappropriate Reconstruction Targets: Optimizing entire Residual Bottleneck Blocks instead of focusing on the specific modules generating temporal features. + Unaware of Finite Activations: Failing to account for the fact that time-step activations form a finite set with significant range variations across steps. + Design Constraint: Include a visual example (refer to Fig 3) showing the denoising trajectory deviation between full-precision and quantized models. + +5. **Overview of the Proposed Method** + + + Core Idea: A Temporal Feature Maintenance Quantization (TFMQ) framework that isolates and preserves temporal information to ensure end-to-end generation quality. + Key Contribution 1: Temporal Information Block. A novel block design that consolidates all modules related only to the time-step t, independent of sampling data. + Key Contribution 2: Temporal Information Aware Reconstruction (TIAR). A weight quantization method specifically targeting minimal disturbance of temporal features. + Key Contribution 3: Finite Set Calibration (FSC). An activation quantization strategy that adapts to the finite, time-dependent nature of temporal activations. + +6. **Methodology: Framework Components** + + + Step 1: Temporal Information Block: Grouping time embeddings and embedding layers into a unified block to separate time-related features from data-related features. + Step 2: TIAR Optimization: Using a reconstruction objective that minimizes the Frobenius norm specifically between full-precision and quantized temporal features. + +7. **Key Algorithm: Finite Set Calibration (FSC)** + + + Time-Step Specific Parameters: Employs different quantization parameters (scale and offset) for activations at each individual time-step t. + Efficient Estimation: Utilizing Min-max calibration within the finite solution space to achieve high performance with negligible overhead. + Design Constraint: Display the overview diagram (refer to Fig 1) showing the flow of Temporal Information Block -> TIAR -> FSC. + +8. **Dataset and Training Details** + + + Benchmarks: Evaluated across CIFAR-10, LSUN-Bedrooms/Churches, CelebA-HQ, FFHQ, ImageNet, and MS-COCO. + Models: Tested on DDPM, LDM (Latent Diffusion), and Stable Diffusion-v1-4. + Settings: Channel-wise weight quantization and layer-wise activation quantization; 20k iterations for weight reconstruction. + +9. **Experimental Setup** + + + Evaluation Metrics: Fréchet Inception Distance (FID), sFID (spatial relationships), Inception Score (IS), and CLIP score for text-guided generation. + Hardware: All experiments conducted on a single H800 GPU using the PyTorch framework. + +10. **Experimental Results & Analysis** + + + 4-Bit Breakthrough: Achieves performance nearly on par with full-precision models under 4-bit weight quantization for the first time. + + Significant FID Reduction: On CelebA-HQ 256x256, reduces FID by 6.71 compared to previous state-of-the-art methods in w4a8 settings. + Efficiency Gains: Accelerates quantization time by 2.0x on LSUN-Bedrooms while incurring almost no extra computational cost during inference. + Design Constraint: Include a comparison table (refer to Table 2) showing the performance gap reduction across various datasets like LSUN and CelebA-HQ. + +11. **Visual Analysis & Performance Study** + + + Trajectory Maintenance: TIAR successfully prevents the denoising trajectory deviation common in low-bit quantization. + Stability: Demonstrates consistent results across diverse sampling steps and guidance scales, proving the robustness of maintaining temporal information. + +12. **Key Takeaways & Limitations** + + + Takeaways: Separating temporal features from sampling data is the key to successful low-bit PTQ for diffusion models. + Speed and Quality: TFMQ-DM provides a superior balance between compression efficiency and image fidelity. + Limitations: While 4-bit weight quantization is near-lossless, extremely low-bit activation quantization still poses challenges for some high-resolution tasks. + +13. **Conclusion** + + + Summary: TFMQ-DM introduces a pioneering approach to temporal feature preservation, setting a new SOTA for diffusion model quantization. + Future Work: Extending the temporal maintenance concept to other generative architectures and video diffusion models. + +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/generation_task/judge_prompt.json b/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6822fdf7b632a4f7befbc414c3e6aa51ce85500f --- /dev/null +++ b/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf no, describe what is missing from the first slide (Title: TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion Models; Conf: CVPR 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Diffusion Models PTQ that points out the limitations of existing methods (e.g., \"temporal feature disturbance\" and \"performance collapse in low-bit settings\")?\nIf no, explain where the background info on quantization challenges is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Temporal Feature Maintenance\" and why isolating time-step related modules is crucial?\nIf no, describe the missing points in explaining the importance of temporal information.\n", + "\nIs there a slide describing the \"Temporal Information Block\" architecture and how it re-groups modules like Time Embeddings?\nIf no, indicate whether the structural reorganization of the network for quantization was omitted.\n", + "\nIs there a slide explaining the \"Temporal Information Aware Reconstruction (TIAR)\" and its role in minimizing denoising trajectory deviation?\nIf no, specify if the specialized weight reconstruction mechanism is missing.\n", + "\nDoes the deck present the core logic for the \"Finite Set Calibration (FSC)\" (how it handles the finite and discrete nature of time-step activations)?\nIf no, specify if the unique activation calibration strategy is missing.\n", + "\nIs there a slide summarizing the datasets used for evaluation (e.g., CIFAR-10, LSUN, CelebA-HQ, and MS-COCO)?\nIf no, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like Q-Diffusion, PTQ4DM, or standard Post-Training Quantization?\nIf no, indicate if the performance analysis relative to existing DM quantization methods was omitted.\n", + "\nDoes the deck include qualitative results showing the generated image quality under 4-bit weight quantization compared to full-precision (FP32) models?\nIf no, indicate if visual evidence of generation fidelity is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the trade-off between quantization speed and extremely low-bit activation performance)?\nIf no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of previous PTQ methods accurate? (e.g., they treat time-step features like normal data features, leading to temporal info loss.)\nIf no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as \"Post-Training Quantization (PTQ)\" rather than \"Quantization-Aware Training (QAT)\"?\nIf no, point out the deviation in understanding the training-free principle.\n", + "\nAre the explanations for the \"Temporal Information Block\" consistent with the paper? (It re-groups modules that only depend on t and are independent of input data.)\nIf no, explain the errors in definition.\n", + "\nAre the details of the \"TIAR\" objective function accurate? (e.g., focusing on the Frobenius norm of temporal features rather than the entire residual block.)\nIf no, specifically point out errors in the optimization targets.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving nearly lossless 4-bit weight quantization on LDM and Stable Diffusion.)\nIf no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Data-related features\" and \"Time-related features\" within the U-Net architecture?\nIf no, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., FID, sFID, CLIP score) consistent with the paper's standards?\nIf no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it is a training-based method when it is actually training-free)?\nIf no, point out the fabricated content.\n", + "\nDo the visual results (e.g., Fig 3) accurately reflect the model's ability to maintain the \"Denoising Trajectory\"?\nIf no, specify the slides where the trajectory maintenance is misinterpreted.\n", + "\nAre the bit-width configurations (e.g., W4A8, W8A8) and the base models (e.g., LDM-4, SD-v1.4) correctly identified?\nIf no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/generation_task/statistics.yaml b/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39126f426347ee51acda10b3ad4f5a7ee071877e --- /dev/null +++ b/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models +category: academia +input_metrics: + total_input_tokens: 7987 + generation_prompt_tokens: 2387 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/material.pdf b/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..867bf1c177c1903528e78286f0866f814c983526 --- /dev/null +++ b/academia/CVPR_2024/TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5695e5a6414750b99fbfdc550f9b927c7d82cbf807492ea8cbb40fb0a9ab949b +size 8164494 diff --git a/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/generation_task/instructions.md b/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..357aca6eb6cd34771fd8316935a5688434fbb22a --- /dev/null +++ b/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/generation_task/instructions.md @@ -0,0 +1,127 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide Paper Title** + + AIpparel: A Multimodal Foundation Model for Digital Garments + Author Team: Kiyohiro Nakayama, Jan Ackermann*, Timur Levent Kesdogan*, Yang Zheng, Maria Korosteleva, Olga Sorkine-Hornung, Leonidas J. Guibas, Guandao Yang, Gordon Wetzstein + Affiliation: Stanford University, ETH Zürich + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Digital Garment Creation: Essential for cultural identity and personal style, but remains a time-consuming manual process. Current Landscape: Existing methods are mostly single-modal (e.g., only images, text, or 3D points) and struggle with complex geometries. Motivation: To simplify pattern-making, we need a scalable model capable of handling diverse multimodal inputs like language and images simultaneously. + + +4. **Limitations of Existing Methods:** + + Single-Modality Focus: Models are often task-specific and difficult to adapt to combined input types. Data Scarcity: Lack of large-scale multimodal sewing pattern datasets containing text, images, and editing pairs. Complexity Issues: Previous models are limited to simple garments with predefined parameters. Design Constraint: Include Figure 1 showing Alpparel's ability to generate complex sewing patterns (e.g., knee-length jumpsuit) from text and images, which can be directly simulated in 3D. + +5. **Overview of the Proposed Method Core Idea:** + + Fine-tuning a Large Multimodal Model (LLaVA) on a custom-curated large-scale dataset of 120,000+ unique garments. Key Contribution 1: GCD-MM Dataset. The first large-scale multimodal sewing pattern dataset with text, images, and editing instructions. Key Contribution 2: Novel Tokenization Scheme. An efficient, learning-friendly representation that reduces token usage by 100x compared to previous methods. Key Contribution 3: Multimodal Capabilities. Enables novel applications like language-instructed interactive garment editing. + +6. **Methodology: Benchmark/Dataset** + + Construction Step 1: Building on GCD: Extending the GarmentCodeData (GCD) dataset with multimodal labels. Step 2: Rule-based & AI Annotation: Using a rule-based algorithm for key features combined with GPT-4o to generate accurate natural language descriptions. Step 3: Editing Pairs: Creating paired sewing patterns with text instructions (e.g., "make the skirt longer") using programming abstractions. + +7. **Key Algorithm:** + + Sewing Pattern Tokenization & Regression Tokenization: Representing patterns as drawing commands with special tokens (, , etc.) to fit within LMM context limits. Regression Heads: Small MLP heads map hidden embeddings to continuous parameters (vertex positions, 3D transformations). Positional Embeddings: Incorporating vertex positions and 3D transformations as embeddings added to vocabulary tokens. Design Constraint: Display Figure 2 showing the tokenization flow from multimodal input -> LLaVA -> Regression Heads -> Simulation-ready patterns. + +8. **Dataset and Training Details** + + Data Statistics: 120,000 unique garments with multimodal annotations. Training Objective: Combined loss of Cross-Entropy for discrete tokens and L2 loss for continuous parameters. Hardware/Model: Based on LLaVA 1.5-7B; keeps vision encoder frozen while fine-tuning the language model and regression heads. + +9. **Experimental Setup Tasks:** + + Evaluated on Image-to-Garment, Text-to-Garment, and Language-instructed Editing. Baselines: Compared against SewFormer and DressCode. Metrics: Panel L2 distance, #Panel Accuracy, #Edge Accuracy, and #Stitch Accuracy. + +10. **Experimental Results & Analysis Performance SOTA:** + + Outperforms baselines by a large margin on complex datasets like GCD-MM (e.g., #Stitch Accuracy of 77.2% vs 2.8% for SewFormer-FT). Multimodal Superiority: Successfully handles "common-sense" queries (e.g., "semi-formal garden party") where baselines fail. Design Constraint: Include Table 2 showing the quantitative performance gap between Alpparel and SewFormer on the GCD-MM dataset. + +11. **Visual Analysis & Editing Studies Editing Precision:** + + Accurately follows instructions like "include a hood" or "make the skirt longer" while maintaining the original style. Reconstruction Quality: Captures fine details like waistband panels and sleeve cuffs that baselines miss. + +12. **Key Takeaways & Limitations Takeaways:** + + Efficient tokenization is critical for scaling LMMs to complex geometries; multimodal training enables intuitive garment design and editing. Limitations: Relies on procedurally generated data; future work could bridge the gap between synthetic and real-world 3D scans. + +13. **Conclusion Summary:** + + AIpparel is the first multimodal foundation model for sewing patterns, offering a scalable recipe for digital garment generation. Future Work: Releasing GCD-MM to the public to inspire further research in multimodal garment generation. + + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/generation_task/judge_prompt.json b/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..dd8eadaef944808b939b87f44d3dfb9dfe06ba6e --- /dev/null +++ b/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference? If no, describe what is missing from the first slide (Title: AIpparel: A Multimodal Foundation Model for Digital Garments; Authors: Kiyohiro Nakayama, Jan Ackermann*, Timur Levent Kesdogan*, etc.; Conf: CVPR 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline? If no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Digital Garment Creation that points out the limitations of existing methods (e.g., \"single-modality focus\", \"difficulty in capturing complex geometry\", and \"lack of large-scale multimodal datasets\")? If no, explain where the background info on the challenges of sewing pattern generation is lacking.\n", + "\nDoes the slide deck clearly define the core concept of using a \"Large Multimodal Model (LLaVA)\" as a foundation for predicting sewing patterns? If no, describe the missing points in explaining the multimodal adaptation framework.\n", + "\nIs there a slide describing the \"Drawing Command Tokenization\" and how it reduces the token sequence length (e.g., 100x reduction) for complex patterns? If no, indicate whether the efficiency gains in pattern representation were omitted.\n", + "\nIs there a slide explaining the \"Hybrid Discrete-Continuous Prediction\" (using regression heads for continuous parameters like vertex positions)? If no, specify if the mechanism for high-precision geometric prediction is missing.\n", + "\nDoes the deck present the construction of the \"GCD-MM Dataset\" (how it extends GarmentCodeData with text, images, and editing pairs)? If no, specify if the data engineering process (including AI-assisted annotation) is missing.\n", + "\nIs there a slide summarizing the \"Language-Instructed Garment Editing\" task and how it enables interactive design? If no, explain if this novel application section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like SewFormer or DressCode? If no, indicate if the performance analysis on complex garments (e.g., #Stitch Accuracy) was omitted.\n", + "\nDoes the deck include qualitative results showing the model's ability to generate garments from \"common-sense\" prompts (e.g., \"semi-formal garden party\")? If no, indicate if visual evidence of semantic understanding is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., reliance on procedurally generated data vs. real-world scans)? If no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of \"SewFormer\" or \"DressCode\" accurate? (e.g., they struggle with complex topologies and lack multimodal flexibility.) If no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"End-to-End Multimodal Generation\" rather than a \"Template-based Retrieval\"? If no, point out the deviation in understanding the generative nature of AIpparel.\n", + "\nAre the explanations for the \"Special Tokens\" (e.g., , , , ) consistent with the paper's drawing command syntax? If no, explain the errors in token definition.\n", + "\nAre the details of the \"Combined Loss Function\" (Cross-Entropy for tokens + L2 for regression parameters) accurate? If no, specifically point out errors in the training objectives.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving significant improvements in Edge/Stitch accuracy on the GCD-MM test set.) If no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between the \"2D Sewing Pattern\" (output of the model) and the \"3D Draping Simulation\" (downstream verification)? If no, explain where these stages are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Panel L2 distance, #Stitch Accuracy) consistent with the paper's standards? If no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the model was trained on 3D point clouds when it is a token-based LMM for 2D patterns)? If no, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Zero-shot Multimodal Capability\"? (i.e., combining text and image inputs to generate a novel design.) If no, specify the slides where the input-output logic is misinterpreted.\n", + "\nIs the base model (LLaVA-1.5-7B) and the specific regression head architecture correctly identified? If no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/generation_task/statistics.yaml b/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c1ac8e00a876d3858f072cb0d2047a7f1347ac75 --- /dev/null +++ b/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments +category: academia +input_metrics: + total_input_tokens: 9042 + generation_prompt_tokens: 2322 + materials_total_tokens: 6720 + material_count: 1 + pdf_total_pages: 12 + file_details: + - name: material.pdf + tokens: 6720 + pages: 12 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/material.pdf b/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..be3695bb9fdc53c555311d52b742ebc760fb3e8c --- /dev/null +++ b/academia/CVPR_2025/AIpparel_A_Multimodal_Foundation_Model_for_Digital_Garments/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f66cfe66167d138d1be4d21c5f4084da473c973d81158e5224835b133f8b4591 +size 6479202 diff --git a/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/generation_task/instructions.md b/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d77d08155433505e90861fd7f0a10c7b824a9102 --- /dev/null +++ b/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/generation_task/instructions.md @@ -0,0 +1,167 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: DepthCrafter: Generating Consistent Long Depth Sequences for Open-world Videos + + Author Team: Wenbo Hu, Xiaoyu Li, Sijie Zhao, Xiangjun Gao, Xiaodong Cun, Yong Zhang, Long Quan, and Ying Shan + + Affiliations: Tencent AI Lab, The Hong Kong University of Science and Technology, ARC Lab (Tencent PCG) + + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Video Depth Estimation (VDE): A fundamental task for 3D reconstruction, visual effects, and autonomous driving in open-world scenarios. + + Current Landscape: Discriminative models (e.g., Depth Anything) provide strong zero-shot spatial accuracy but often lack temporal consistency for long sequences. + +4. **Motivation & Problem Statement** + + Limitations of Existing Methods: + Temporal Flickering: Frame-by-frame estimation or window-based methods lead to inconsistencies over time. + Constraint Dependency: Many methods require additional inputs like camera poses (SfM) or optical flow, which are unreliable in dynamic open-world videos. + Length vs. Detail Trade-off: Difficulty in maintaining fine-grained details while scaling to long video sequences. + + Design Constraint: Must include a comparison visualization (refer to Fig 1) showing DepthCrafter's superior temporal consistency and detail compared to Depth-Anything-V2. + +5. **Overview of the Proposed Method** + + Core Idea: A generative video-to-depth framework built upon a pre-trained Image-to-Video (I2V) diffusion model. + + Key Contribution 1: Three-stage Training Strategy, transitioning from single-frame depth to short-video and finally to long-video depth generation. + + Key Contribution 2: Local-Global Temporal Hybrid Attention, enabling the model to handle long sequences by combining local window attention with global sparse attention. + + Key Contribution 3: Achievement of SOTA performance in zero-shot video depth estimation without requiring any auxiliary camera/motion information. + +6. **Methodology: From Diffusion to Depth** + + Step 1: Leveraging Pre-trained Priors: Utilizing Stable Video Diffusion (SVD) as the backbone to inherit open-world video understanding. + + Step 2: Architecture Adaptation: Replacing the RGB decoder with a depth-specific head and fine-tuning the denoising UNet for depth-to-video mapping. + +7. **Key Algorithm: Three-Stage Training & Attention** + + Stage 1: Image-level Fine-tuning for spatial precision. + Stage 2: Short-sequence Training (e.g., 25 frames) for basic temporal consistency. + Stage 3: Long-sequence Training (e.g., 100+ frames) for global coherence. + + Design Constraint: Display the conceptual diagram of the Local-Global Hybrid Attention mechanism and the "sliding window with context" logic for extremely long videos. + +8. **Dataset and Training Details** + + Data Sources: Mix of synthetic and real-world datasets (e.g., TartanAir, FlyingThings, ETH3D) and large-scale unlabeled video data for self-supervision. + + Training Strategy: Use of high-quality depth pseudo-labels and varied aspect ratios to enhance generalization. + +9. **Experimental Setup** + + Test Datasets: Sintel, KITTI, NYUv2 (Zero-shot evaluation), and diverse open-world clips from the internet. + + Baseline Models: Marigold, Depth Anything V2 (Video version), ZoeDepth, and traditional VDE methods. + + Evaluation Metrics: Accuracy (Abs Rel, δ1), Temporal Consistency (TC error), and visual quality (detail sharpness). + +10. **Experimental Results & Analysis** + + Quantitative Excellence: Superior temporal consistency metrics compared to flow-based or frame-independent models. + + Generalization: Performs robustly on diverse content (fast motion, zoom-in, thin structures) without SfM failure modes. + + Design Constraint: Include a quantitative comparison table (refer to Table 1/2) showing performance on Sintel and NYUv2 datasets. + +11. **Visual Analysis & Case Studies** + + Qualitative Comparison: Show DepthCrafter handling complex occlusions and dynamic objects where baselines fail (refer to Fig 4/5). + + Depth Stability: Demonstrate the 1D profile of a single pixel over time to visualize the reduction in flickering. + + Applications: Show downstream results like 3D cinematic "Ken Burns" effects or video-to-3D scene reconstruction. + +12. **Key Takeaways & Limitations** + + Takeaways: Diffusion models are powerful priors for geometric tasks; hybrid attention is key for long-form consistency. + + Limitations: High computational cost of diffusion sampling; occasional depth-scale ambiguity in extremely featureless regions. + +13. **Conclusion** + + Summary: DepthCrafter sets a new benchmark for consistent, high-detail long video depth estimation in the wild. + + Future Work: Optimizing inference speed (e.g., distillation) and integrating with real-time 3D Gaussian Splatting. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/generation_task/judge_prompt.json b/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6b23b58060a728f82e7797084d3b29f463bf22ad --- /dev/null +++ b/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference? If no, describe what is missing from the first slide (Title: DepthCrafter: Generating Consistent Long Depth Sequences for Open-world Videos; Conf: CVPR 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline? If no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Video Depth Estimation (VDE) that points out the \"Temporal Flickering\" and \"SfM/Flow dependency\" limitations of existing methods? If no, explain where the background info on the consistency and auxiliary information constraints is lacking.\n", + "\nDoes the slide deck clearly define the core concept of adapting a pre-trained \"Image-to-Video (I2V) Diffusion Model\" for depth estimation? If no, describe the missing points in explaining the diffusion-based backbone choice.\n", + "\nIs there a slide describing the \"Three-stage Training Strategy\" (Image-level, Short-video, Long-video)? If no, indicate whether this critical progressive learning roadmap was omitted.\n", + "\nIs there a slide explaining the \"Local-Global Temporal Hybrid Attention\" and how it enables processing of long sequences? If no, specify if the technical solution for long-term consistency is missing.\n", + "\nDoes the deck present the core logic for the sliding window inference or the hybrid attention mechanism? If no, specify if these structural representations are missing or oversimplified.\n", + "\nIs there a slide summarizing the data sources used (e.g., Mix of synthetic data and unlabeled real-world videos)? If no, explain if the dataset/data strategy section is missing.\n", + "\nDoes the experimental section cover zero-shot comparative results on benchmarks like Sintel, KITTI, or NYUv2? If no, indicate if the performance analysis on these standard benchmarks was omitted.\n", + "\nDoes the deck include qualitative visualizations or 1D temporal profiles showing the reduction in flickering compared to baselines (e.g., refer to Fig 1 or Fig 4)? If no, indicate if the visual evidence for temporal consistency is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and the limitations (e.g., computational cost, scale ambiguity)? If no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of discriminative models accurate? (e.g., they often lack temporal coherence in long sequences or fail when camera poses are unavailable.) If no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Generative Video-to-Depth\" framework rather than misleadingly described as \"Frame-by-frame regression\" or \"Standard SfM\"? If no, point out the deviation in understanding the technical principles.\n", + "\nAre the explanations for \"Hybrid Attention\" consistent with the paper? (It combines local window attention for smoothness and global sparse attention for long-range coherence.) If no, explain the errors in definition.\n", + "\nAre the details of the Three-stage Training accurate (e.g., Stage 1 for spatial precision, Stage 2/3 for temporal evolution)? If no, specifically point out chronological or logical errors in the training phases.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., outperforming Depth-Anything-V2 in temporal consistency metrics.) If no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between the \"Local Attention\" (within windows) and the \"Global Sparse Attention\" (across the whole sequence)? If no, explain where these temporal components are confused.\n", + "\nAre the definitions of evaluation metrics (Abs Rel, δ1, TC error) consistent with the paper's standards for depth accuracy and consistency? If no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the model requires per-video optimization or camera intrinsic parameters)? If no, point out the fabricated content.\n", + "\nDo the visual results (e.g., the fine-grained details in Fig 5) accurately reflect how the model preserves thin structures compared to Marigold or ZoeDepth? If no, specify the slides where the visual comparison is misinterpreted.\n", + "\nIs the training data scale or the backbone model (SVD) correctly identified? If no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/generation_task/statistics.yaml b/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b6c901b76e3b4040ce6b790b34695dfa587e2dee --- /dev/null +++ b/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos +category: academia +input_metrics: + total_input_tokens: 8455 + generation_prompt_tokens: 2295 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/material.pdf b/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8e8e1e361942719f2f5b3707dfb54cb121003f77 --- /dev/null +++ b/academia/CVPR_2025/DepthCrafter_Generating_Consistent_Long_Depth_Sequences_for_Open-world_Videos/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aa379e8823cfb4814f487b01822416976729e1d61263f1ed3ec731b3ec5c05ee +size 9661295 diff --git a/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/generation_task/instructions.md b/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..eb64871feae227549234b804203fe07bb02058d1 --- /dev/null +++ b/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/generation_task/instructions.md @@ -0,0 +1,120 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + + +**1.Title Slide** + + Paper Title: EffiDec3D: An Optimized Decoder for High-Performance and Efficient 3D Medical Image Segmentation Author Team: Md Mostafijur Rahman, Radu Marculescu Affiliation: The University of Texas at Austin Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +**2. Outline / Agenda** + +**3. Introduction / Background** + + 3D Medical Image Segmentation: Essential for clinical diagnosis and therapy. Current State-of-the-Art (SOTA): Models like SwinUNETR and 3D UX-Net achieve high accuracy using self-attention or large-kernel convolutions. The Efficiency Bottleneck: High computational costs (#FLOPs and #Params) hinder deployment in real-time or resource-constrained hospital environments. + +**4. Limitations of Existing Methods:** + + Complex Decoder Design: Current decoders use excessive channel counts and high-resolution layers that add marginal accuracy but massive overhead. Resource Intensity: SOTA models require significant GPU memory and computing power, limiting use on mobile or embedded clinical systems. Suboptimal Trade-offs: Existing "efficient" models often sacrifice significant segmentation accuracy for speed. Design Constraint: Refer to Fig 1a to show how high-resolution blocks drive up #FLOPs with minimal impact on DICE scores. + +**5. Overview of the Proposed Method Core Idea:** + + EffiDec3D, a plug-and-play optimized 3D decoder that drastically reduces complexity while maintaining SOTA performance. Key Contribution 1: Complexity Bottleneck Analysis. Identifying that high-resolution stages and excessive channels are the primary cost drivers. Key Contribution 2: EffiDec3D Architecture. An optimized reconstruction pathway with minimal channel counts and resolution restriction. Key Contribution 3: Universal Adaptability. Successfully integrated with CNN-based (3D UX-Net) and Transformer-based (SwinUNETR) backbones. + +**6.Methodology:** + + Decoder Optimization Step 1: Channel Reduction: Reducing all decoder stages to a constant, minimum viable channel count (C_reduced). Step 2: Resolution Restriction: Limiting upsampling to half-resolution (D/2, H/2, W/2) and using trilinear upsampling for the final output. Step 3: Strategic Removal: Removing computationally expensive high-resolution layers that offer minimal accuracy gains. + +**7. Key Components:** + + EffiDec3D Blocks Channel Reduction Residual Block: Employs 3x3x3 convolutions with Instance Norm to process features at reduced channel depths. ResidualUpBlock: Integrates skip connections from the encoder with transposed convolutions for efficient feature refinement. Design Constraint: Display the architecture diagram (refer to Fig 1b) showing the flow from Encoder -> Channel Reduction -> Optimized Reconstruction -> Final Prediction. + +**8. Dataset and Experimental Details** + + Benchmark Scope: Validated across 12 diverse medical imaging tasks (including BTCV multi-organ and FeTA brain segmentation). Comparison Baseline: Evaluated against 3D UX-Net, SwinUNETR, SwinUNETRv2, and MedNeXt. + +**9. Experimental Results:** + + Efficiency Gains Complexity Reduction (3D UX-Net): 96.4% reduction in #Params and 93.0% reduction in #FLOPs. Complexity Reduction (SwinUNETR/v2): ~95% reduction in #Params and ~86% reduction in #FLOPs. Performance Maintenance: Achieves comparable or even superior DICE scores (e.g., +0.69% DICE on FeTA with 3D UX-Net). + +**10.Experimental Results:** + + Comparative Analysis Performance Gap: EffiDec3D outperforms existing efficiency-focused models like SlimUNETR and SegFormer3D in accuracy. Visual Robustness: Maintains high precision in large, well-defined structures like the Cerebellum. Design Constraint: Include the complexity vs. accuracy comparison chart (refer to Figure 2). + +**11. Ablation Studies & Takeaways Impact of Resolution:** + + Half-resolution decoding provides ~90% FLOPs savings with only ~0.3% DICE loss. Channel Scaling: Setting channels to the encoder's minimum is sufficient for accurate feature representation in 3D medical tasks. Takeaway: High-resolution convolutional blocks are often redundant for 3D segmentation accuracy. + +**12. Conclusion** + + Summary: EffiDec3D sets a new standard for efficient 3D medical image segmentation by optimizing the decoder bottleneck. Future Work: Expanding the optimized decoder approach to other volumetric tasks like 3D object detection and registration. + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/generation_task/judge_prompt.json b/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2050be1fb1167594007fe09d1320b4e0c0e69c33 --- /dev/null +++ b/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference? If no, describe what is missing from the first slide (Title: EffiDec3D: An Optimized Decoder for High-Performance and Efficient 3D Medical Image Segmentation; Conf: CVPR 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline? If no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of 3D Medical Segmentation that points out the limitations of current SOTA models (e.g., \"substantial computational requirements\" and \"high-resolution decoder overhead\")? If no, explain where the background info on efficiency bottlenecks is lacking.\n", + "\nDoes the slide deck clearly define the core concept of the \"Channel Reduction Strategy\" (setting decoder channels to a minimum viable count C_reduced)? If no, describe the missing points in explaining the channel optimization logic.\n", + "\nIs there a slide describing the \"Resolution Restriction\" mechanism and how it avoids high-resolution convolutional blocks? If no, indicate whether the explanation of omitting the D x H x W resolution stage was omitted.\n", + "\nIs there a slide explaining the \"EffiDec3D Block\" (e.g., Channel Reduction Residual Block) and its role in feature reconstruction? If no, specify if the structural details of the optimized decoder blocks are missing.\n", + "\nDoes the deck present the \"Plug-and-Play\" versatility of the method (how it integrates with both CNN backbones like 3D UX-Net and Transformer backbones like SwinUNETR)? If no, specify if the evidence of universal adaptability is missing.\n", + "\nIs there a slide summarizing the 12 medical imaging tasks or datasets used for validation (e.g., BTCV, FeTA, AMOS)? If no, explain if the dataset and benchmark section is missing.\n", + "\nDoes the experimental section cover comparative results against efficiency-focused baselines like SlimUNETR or SegFormer3D? If no, indicate if the performance analysis relative to other lightweight models was omitted.\n", + "\nDoes the deck include qualitative visual results (segmentation maps) showing the model's ability to maintain accuracy in organs or tumors despite the simplified decoder? If no, indicate if visual evidence of segmentation quality is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the potential impact of resolution restriction on extremely fine structures)? If no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the computational savings accurate? (e.g., 96.4% reduction in #Params and 93.0% reduction in #FLOPs for 3D UX-Net.) If no, specify the inaccurate values.\n", + "\nIs the technical roadmap correctly presented as an \"Optimized Decoder-only\" modification rather than a full architecture redesign? If no, point out the deviation in understanding that the encoder remains frozen/original.\n", + "\nAre the explanations for \"C_reduced\" consistent with the paper? (It refers to the minimum channel count among all encoder stages.) If no, explain the errors in defining the channel reduction baseline.\n", + "\nAre the details of the final upsampling stage accurate? (The model uses trilinear upsampling to reach the original input size from D/2 x H/2 x W/2.) If no, specifically point out errors in the resolution recovery step.\n", + "\nDoes the performance data match the paper's tables? (e.g., achieving 83.27 DICE on BTCV with significant efficiency gains compared to the original 82.68 DICE.) If no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between the \"Encoder\" (feature extraction) and the \"EffiDec3D\" (optimized reconstruction) roles? If no, explain where these functional components are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., DICE Similarity Coefficient, #FLOPs, #Params) consistent with standard medical imaging benchmarks? If no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it reduces training time when the paper primarily focuses on inference efficiency and complexity)? If no, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Complexity-Accuracy Trade-off\" (Fig 1a)? (i.e., showing that removing high-res blocks has negligible impact on DICE scores.) If no, specify where the relationship between resolution and accuracy is misinterpreted.\n", + "\nIs the integration with \"SwinUNETRv2\" and \"3D UX-Net\" correctly identified as the primary test cases? If no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/generation_task/statistics.yaml b/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bbb762288e44e373ed5f54b968d4e706eb51507b --- /dev/null +++ b/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation +category: academia +input_metrics: + total_input_tokens: 7806 + generation_prompt_tokens: 2206 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/material.pdf b/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..69214e1bbc68ed3f2df919838ababb893848b6cb --- /dev/null +++ b/academia/CVPR_2025/EffiDec3D_An_Optimized_Decoder_for_High-Performance_and_Efficient_3D_Medical_Image_Segmentation/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a913d953980fbc35cdc844d0facf338a0fa921c92163d676b52f8a0e841f5882 +size 1538681 diff --git a/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/generation_task/instructions.md b/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..458b93701484181597b803e865b209fe9c74004b --- /dev/null +++ b/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/generation_task/instructions.md @@ -0,0 +1,168 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Flowing from Words to Pixels: A Noise-Free Framework for Cross-Modality Evolution + + Author Team: Qihao Liu, Xi Yin, Alan Yuille, Andrew Brown, Mannat Singh + + Affiliation: GenAI (Meta), Johns Hopkins University + + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +2. **Outline / Agenda** + +3.**Introduction / Background** + + Flow Matching (FM): A generalization of diffusion models that learns optimal transport probability paths between distributions. + + Conventional Paradigm: Models typically map from a simple source distribution (Gaussian noise) to a target data distribution (e.g., images), using conditioning mechanisms like cross-attention for cross-modal tasks. + + Core Observation: Flow matching is not constrained to noise as a source. Correlated modalities (like text and its corresponding image) share information redundancy. + +4. **Limitations of Existing Methods** + + Architectural Complexity: Traditional cross-modal generation (Text-to-Image) relies heavily on cross-attention layers, increasing parameter count and model complexity. + + Distribution Constraints: Prior flow-based bridging methods are mostly limited to similar intra-modal distributions (e.g., face-to-face). + + Conditioning Dependency: Current models require extra conditioning (low-res images or text bits) to guide the generation process, often adding noise back into the pipeline. + + Design Constraint: Include a visual example (refer to Fig 1) showing CrossFlow directly evolving text into images and handling various tasks like depth estimation and super-resolution without task-specific architectures. + +5. **Overview of the Proposed Method** + + Core Idea: CrossFlow, a paradigm shift that directly evolves one modality to another (e.g., words to pixels) using flow matching, obviating the need for Gaussian noise and cross-attention. + + Key Contribution 1: Noise-Free Framework. A general and simple architecture that works across multiple cross-modal tasks without task-specific modifications. + + Key Contribution 2: Variational Encoder (VE). Encodes source data into a regularized distribution of the same shape as the target, which is essential for stable flow evolution. + + Key Contribution 3: CFG with Indicator. A novel method to enable Classifier-Free Guidance in a framework that lacks explicit conditioning inputs. + +6. **Methodology: Framework Components** + + Step 1: Variational Encoding: Uses a Text VE to convert input (e.g., text embeddings) into a latent source distribution z0 characterized by mean and variance. + + Step 2: Direct Evolution: Employs a vanilla transformer (no cross-attention) to predict the velocity path between the source latent z0 and target latent z1 (image). + +7. **Key Algorithm: Training & Guidance** + + Joint Optimization: The model is trained using a combined loss: Flow Matching MSE loss + VE encoding loss + KL-divergence loss. + + CFG with Indicator: Introduces a binary indicator (1 for conditional, 0 for unconditional) during training to simulate standard CFG benefits without external conditioning. + + Design Constraint: Display the architecture diagram (refer to Fig 2) showing the flow from Text/LLM -> Text Variational Encoder -> Transformer -> Image VAE Decoder. + +8. **Dataset and Training Details** + + Data Statistics: Trained on a proprietary dataset of approximately 350M image-text pairs. + + Model Scales: Evaluated across 5 model sizes from 70M to 1B parameters. + + Optimization: AdamW optimizer, 256x256 resolution (finetuned to 512x512), and Logit-normal sampling for timesteps. + +9. **Experimental Setup** + + Tasks Evaluated: Text-to-Image (primary), Image Captioning, Monocular Depth Estimation, and Image Super-Resolution. + + Baselines: Compared against "Standard Flow Matching" (noise-based with cross-attention) and state-of-the-art models like DALL-E 2 and Stable Diffusion. + + Metrics: FID (Fréchet Inception Distance), CLIP score, and GenEval for alignment. + +10. **Experimental Results & Analysis** + + Performance: CrossFlow (0.95B) achieves a zero-shot FID-30K of 8.95 (Sin-Cos matching), outperforming standard flow matching baselines. + + Scaling Superiority: Unlike baselines, CrossFlow exhibits better scaling behavior; as model size and training steps increase, it surpasses standard cross-attention models. + + Design Constraint: Include a comparison table (refer to Table 1 or 2) showing CrossFlow achieving comparable or better FID and CLIP scores than standard FM and established T2I models. + +11. **Latent Space Analysis** + + Latent Arithmetic: Because the source space is regularized, semantic operations are possible (e.g., L("dog with hat") + L("sunglasses") - L("hat") = dog with sunglasses). + + Visual Smoothness: Linear interpolation between two disparate text latents results in semantically and visually smooth image transitions. + +12. **Key Takeaways & Limitations** + + Takeaways: Directly bridging modalities is not only possible but more efficient for scaling; a unified transformer without cross-attention is sufficient for cross-modal evolution. + + Limitations: At very small parameter scales (e.g., <100M), the model struggles to capture complex cross-modality relationships compared to cross-attention baselines. + +13. **Conclusion** + + Summary: CrossFlow provides a simple, noise-free, and general framework for evolving between modalities, achieving state-of-the-art results across vision and language tasks. + + Future Work: Potential for expanding into video and 3D generation using the same "modality-to-modality" flow paradigm. + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/generation_task/judge_prompt.json b/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..16b435da2926597b8c5055bbc2beeab6f581b303 --- /dev/null +++ b/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference? \nIf no, describe what is missing from the first slide (Title: Flowing from Words to Pixels: A Noise-Free Framework for Cross-Modality Evolution; Conf: CVPR 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\n If no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Flow Matching and the limitations of the \"Noise-to-Data\" paradigm (e.g., dependency on Gaussian noise and complex conditioning)?\n If no, explain where the background info on the shift from diffusion-based models is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Cross-Modality Evolution\" (directly evolving source modality to target modality without noise)?\n If no, describe the missing points in explaining the noise-free framework.\n", + "\nIs there a slide describing the \"Variational Encoder (VE)\" and its role in mapping source data to a regularized distribution?\n If no, indicate whether the mechanism for aligning source and target latent spaces was omitted.\n", + "\nIs there a slide explaining the \"Vanilla Transformer\" architecture and the deliberate omission of cross-attention layers?\n If no, specify if the structural simplification for cross-modal tasks is missing.\n", + "\nDoes the deck present the core logic for \"CFG with Indicator\" (how to perform classifier-free guidance without external conditioning)?\n If no, specify if the explanation of the binary indicator mechanism is missing.\n", + "\nIs there a slide summarizing the diverse tasks covered (e.g., Text-to-Image, Image Captioning, Depth Estimation, and Super-Resolution)?\n If no, explain if the multi-task versatility section is missing.\n", + "\nDoes the experimental section cover comparative results against standard Flow Matching and state-of-the-art T2I models (e.g., FID and CLIP scores)?\n If no, indicate if the performance analysis relative to noise-based methods was omitted.\n", + "\nDoes the deck include qualitative results showing \"Latent Arithmetic\" or \"Smooth Interpolation\" between different semantic prompts?\n If no, indicate if visual evidence of the regularized latent space's properties is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., scaling challenges at very small parameter sizes)?\n If no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Noise-Free\" nature accurate? (e.g., it starts from an encoded source distribution rather than pure Gaussian noise.)\n If no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as \"Direct Evolution\" rather than \"Conditioned Generation\"?\n If no, point out the deviation in understanding the bridging mechanism.\n", + "\nAre the explanations for the \"Variational Encoder\" consistent with the paper? (It outputs a mean and variance to form a latent source distribution.)\n If no, explain the errors in definition.\n", + "\nAre the details of the training objective (Flow Matching Loss + VE Loss + KL Divergence) accurate?\n If no, specifically point out errors in the loss function components.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving FID-30K of 8.95 for the 0.95B model on MS-COCO.)\n If no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Optimal Transport\" paths used in CrossFlow and the \"Diffusion paths\" used in standard models?\n If no, explain where these mathematical concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., GenEval for text-to-image alignment) consistent with the paper's standards?\n If no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it uses cross-attention when the paper explicitly states it uses a vanilla transformer)? If no, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's ability to handle \"Image-to-Text\" (Captioning) using the same framework? If no, specify where the bidirectional nature of the evolution is misinterpreted.\n", + "\nIs the model scaling information (ranging from 70M to 1B parameters) correctly identified? If no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/generation_task/statistics.yaml b/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e453bec139f6e39436ffbda3f74f0a5a78a729ed --- /dev/null +++ b/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution +category: academia +input_metrics: + total_input_tokens: 8572 + generation_prompt_tokens: 2412 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/material.pdf b/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..86b69572fb7cb0429f1f431009e16ec53167d6a4 --- /dev/null +++ b/academia/CVPR_2025/Flowing_from_Words_to_Pixels_A_Noise-Free_Framework_for_Cross-Modality_Evolution/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1c33abc242caa7016b8a0bfd1d66f6267158521192ecd1f5cafa39e0943c8eec +size 2870778 diff --git a/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/generation_task/instructions.md b/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d22e221aef9cbe695289e57fbe248b46e11be43f --- /dev/null +++ b/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/generation_task/instructions.md @@ -0,0 +1,169 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Free-viewpoint Human Animation with Pose-correlated Reference Selection + + Author Team: Fa-Ting Hong, Zhan Xu, Haiyang Liu, Zhixin Shu, Yang Zhou, Qinjie Lin, Luchuan Song, Duygu Ceylan, and Dan Xu + + Affiliations: HKUST, Adobe Research, Northwestern University + + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Human Animation Context: Diffusion-based models (e.g., Animate Anyone) drive character generation using reference images and pose sequences. + + Existing Progress: Breakthroughs have been achieved in generating high-fidelity poses and temporal stability. + +4. **Motivation & Problem Statement** + + Limitations of Existing Methods: + + Viewpoint Constraints: Struggle with dramatic viewpoint shifts and changes in camera distance (e.g., zoom-in/out effects). + + Information Scarcity: A single reference image cannot provide full-body details and fails to handle self-occlusion during perspective shifts. + + Design Constraint: Must include a conceptual comparison figure (refer to Fig 1) showing the robustness of the proposed method under significant viewpoint shifts compared to single-view approaches. + +5. **Overview of the Proposed Method** + + Core Idea: A diffusion network based on Pose-correlated Reference Selection that supports multiple reference image inputs. + + Key Contribution 1: Pose Correlation Module (PCM), establishing semantic links between target poses and non-aligned reference poses. + + Key Contribution 2: Adaptive Reference Selection strategy to filter redundant information and reduce computational overhead. + + Key Contribution 3: Constructed the MSTed dataset, specifically designed for free-viewpoint human animation research. + +6. **Methodology: Pose-correlated Diffusion Framework** + + Step 1: Multi-reference Feature Extraction: Utilizing Reference UNet and CLIP encoders to gather rich visual details. + + Step 2: Pose Correlation Learning: Leveraging Transformer blocks to generate Correlation Attention Maps between target and reference poses. + +7. **Key Algorithm: Reference Selection Strategy** + + Correlation-guided Selection: Sorting features based on correlation scores and selecting the Top-K most effective features for the denoising process. + + Compensated Sampling: Introducing uniform sampling during the training phase to ensure the model learns the global feature distribution. + + Design Constraint: Display the core logic or formulas for Feature Fusion (Eq. 3) and Top-K Selection (Eq. 5). + +8. **The MSTed Dataset** + + Core Content: Built from TED talk videos, featuring 1,084 unique identities and over 15,000 clips. + + Data Advantages: Compensates for the lack of camera distance and viewpoint diversity in existing laboratory-captured datasets. + + Design Constraint: Include a comparison table (refer to Table 1) highlighting the scale difference between MSTed and DyMVHumans. + +9. **Experimental Setup** + + Test Datasets: MSTed (Ours) and DyMVHumans. + + Baseline Models: MagicAnimate, Animate Anyone, Champ. + + Evaluation Metrics: Pixel-level accuracy (L1), video quality (PSNR, LPIPS, FVD), and motion consistency (MOVIE). + +10. **Experimental Results & Analysis** + + MSTed Performance: Achieved an FVD of 7.044 under the R=2 setting, significantly outperforming baseline models. + + DyMVHumans Performance: Reached a SOTA FVD of 5.459 using 10 reference images. + + Design Constraint: Include a quantitative comparison table (refer to Table 2/3) showing the performance improvement trend as the number of reference images increases. + +11. **Visual Analysis & Ablation Study** + + Qualitative Comparison: Demonstrate character identity preservation during zooming processes (refer to Fig 4). + + Ablation Study: Prove the critical role of the PCM module in enhancing generation quality. + + Correlation Heatmaps: Visualize how the model accurately locates the "most useful" body regions in reference images (refer to Fig 6). + +12. **Key Takeaways & Limitations** + + Takeaways: Multi-reference learning enables true "free-viewpoint" animation and greatly enhances appearance consistency. + + Limitations: Reliance on the accuracy of skeletal pose estimation; room for optimization in temporal smoothness for extremely long sequences. + +13. **Conclusion** + + Summary: The proposed method defines a new SOTA for human animation generation through adaptive reference selection. + + Future Work: Potential extensions to more complex dynamic scenes and background interactions. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/generation_task/judge_prompt.json b/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..9aa381ca07fdad2df67ddb0f4bb0e75f8fffb2fa --- /dev/null +++ b/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf no, describe what is missing from the first slide (Title: Free-viewpoint Human Animation with Pose-correlated Reference Selection; Conf: CVPR 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of human animation that points out the \"Viewpoint & Distance\" limitations of existing methods (e.g., MagicAnimate, Animate Anyone)?\nIf no, explain where the background info on viewpoint/zoom constraints is lacking.\n", + "\nDoes the slide deck clearly define the core concept of the \"Pose Correlation Module (PCM)\" and explain its role in linking target and reference poses?\nIf no, describe the missing points in the definition of PCM.\n", + "\nIs there a slide describing the \"Adaptive Reference Selection\" or \"Top-K Selection\" process?\nIf no, indicate whether this critical efficiency/accuracy step was omitted.\n", + "\nIs there a slide introducing the \"Multi-Shot TED Video Dataset (MSTed)\" and its significance for free-viewpoint research?\nIf no, specify if the dataset introduction is missing.\n", + "\nDoes the deck present the core formulas used for feature fusion or reference selection (e.g., Equations 3 or 5 in the paper)?\nIf no, specify if these mathematical representations are missing or oversimplified.\n", + "\nIs there a slide summarizing the \"Compensated Sampling\" strategy used during training to ensure global feature learning?\nIf no, explain if this training logic section is missing.\n", + "\nDoes the experimental section cover comparative results on both MSTed and DyMVHumans datasets?\nIf no, indicate if the experimental analysis for one of these benchmarks was omitted.\n", + "\nDoes the deck include qualitative visualizations showing the \"Zoom-in/Out\" or \"Large Viewpoint Shift\" effects (e.g., refer to Fig 4 or 5)?\nIf no, indicate if the visual evidence for free-viewpoint capability is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and the limitations of the paper?\nIf no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of existing methods accurate? (e.g., single-view models lack information for self-occluded areas during large viewpoint shifts; zoom-in/out scenarios cause identity distortion.)\nIf no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap of the model correctly presented as \"Adaptive Reference Selection\" rather than misleadingly described as \"Single-image warping\" or \"Simple frame interpolation\"?\nIf no, point out the deviation in understanding the technical principles.\n", + "\nAre the explanations for \"Pose Correlation Module (PCM)\" consistent with the paper? (It learns the spatial correspondence between non-aligned target and reference poses using a transformer-based attention mechanism.)\nIf no, explain the errors in definition.\n", + "\nAre the parameters and logic in the reference selection formula accurate (e.g., the use of Top-K based on correlation scores $C$)?\nIf no, specifically point out typos or logical errors in the selection logic on the slides.\n", + "\nDoes the performance data in \"Experimental Results\" match Table 2 or 3 of the paper? (e.g., achieving an FVD of 7.044 on MSTed when $R=2$, or outperforming Champ significantly.)\nIf no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between the \"Reference UNet\" (for appearance) and the \"Denoising UNet\" (for generation)?\nIf no, explain where the architectural components are confused.\n", + "\nAre the definitions of evaluation metrics (FVD, LPIPS, MOVIE) consistent with the paper's standards for video quality and consistency?\nIf no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the model was tested on an unrelated dataset like ImageNet)?\nIf no, point out the fabricated content.\n", + "\nDo the visual results (e.g., the \"Informative Regions\" in Fig 6) accurately reflect how the model attends to specific body parts based on pose correlation?\nIf no, specify the slides where the visualization interpretation is incorrect.\n", + "\nIs the MSTed dataset's scale correctly described (e.g., 1,084 identities, 15,000+ clips)?\nIf no, provide the incorrect statistics found on the slides.\n" + ] +} diff --git a/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/generation_task/statistics.yaml b/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c0257a4c70324e99bc47f0a7bf1c04bd19ae3210 --- /dev/null +++ b/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection +category: academia +input_metrics: + total_input_tokens: 7780 + generation_prompt_tokens: 2180 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/material.pdf b/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..81a3b0623ea795b9482f5d088399aef8f43fda29 --- /dev/null +++ b/academia/CVPR_2025/Free-viewpoint_Human_Animation_with_Pose-correlated_Reference_Selection/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6397fdc4226e230c5dec3957e1163fe8f22f13a1ad0bbf9703cba0add5e00fee +size 3043450 diff --git a/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/generation_task/instructions.md b/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..b8c4f35868464e15fc5598a5d6a9a5f00de60dc4 --- /dev/null +++ b/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/generation_task/instructions.md @@ -0,0 +1,172 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: HyperLoRA: Parameter-Efficient Adaptive Generation for Portrait Synthesis + + Author Team: Mengtian Li*, Jinshu Chen, Wanquan Feng, Songtao Zhao, Bingchuan Li, Fei Dai, and Qian He + + Affiliation: Intelligent Creation, ByteDance + + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Personalized Portrait Synthesis: A key technology for digital avatars and social entertainment. + + Current Landscape: + + Fine-tuning methods (e.g., DreamBooth, LoRA) offer high fidelity but require time-consuming per-subject training. + + Adapter-based methods (e.g., IP-Adapter, InstantID) enable zero-shot generation but often struggle with fine-grained identity preservation and high photorealism. + +4. **Motivation & Problem Statement** + + Limitations of Existing Methods: + + Computational Inefficiency: Fine-tuning takes minutes to hours per person. + + Generalization vs. Identity: Balancing the "prior preservation" of the base model with the "identity detail" of the user is challenging. + + Structural Conflicts: Simple feature injection (Adapters) can sometimes degrade image quality or aesthetic appeal. + + Design Constraint: Include a visual comparison (refer to Fig 1) showing HyperLoRA's zero-shot ability to generate personalized portraits across different styles (e.g., "Wizard hat", "Cyberpunk") with high fidelity. + +5. **Overview of the Proposed Method** + + Core Idea: A hypernetwork-based framework that predicts personalized LoRA weights directly from an input face image, eliminating the need for online fine-tuning. + + Key Contribution 1: HyperLoRA Framework. A parameter-efficient architecture that uses a HyperNetwork to generate Low-Rank Adaptation (LoRA) weights tailored to specific individuals. + + Key Contribution 2: Multi-grained Identity Perception. Utilizes both global identity embeddings and local facial features to ensure robust identity capture. + + Key Contribution 3: Seamless Integration. The generated LoRAs can be directly used with pre-trained Stable Diffusion models and are compatible with other community LoRAs/ControlNets. + +6. **Methodology: Architecture Design** + + Step 1: Face Feature Extraction: Using a pre-trained face encoder (e.g., CLIP or ArcFace) to extract multi-level identity representations. + + Step 2: HyperNetwork Weight Generation: A specialized network that transforms identity features into a set of LoRA parameters ($\Delta W = BA$) for the diffusion UNet. + +7. **Key Algorithm: Training & Interpolation** + + Optimization Objective: Training the HyperNetwork to minimize the reconstruction loss on large-scale portrait datasets, teaching it "how to create a LoRA." + + Multi-subject Support: Leveraging the natural linearity of LoRA weights. Supporting multiple inputs (e.g., a couple) by simply averaging the generated LoRA weights. + + Design Constraint: Display the framework diagram (refer to Fig 2) showing the flow from Input Image -> Face Encoder -> HyperNetwork -> LoRA-injected UNet. + +8. **Dataset and Training Details** + + Data Sources: High-quality portrait datasets (e.g., LAION-Face, private high-res portrait data) with diverse ethnic backgrounds, lighting, and poses. + + Training Strategy: Two-stage training or joint optimization. Use of identity-consistency loss and text-image alignment loss. + +9. **Experimental Setup** + + Test Benchmarks: Evaluated on unseen identities to test zero-shot generalization. + + Baseline Models: IP-Adapter-Face, InstantID, Face0, and standard LoRA (fine-tuning based). + + Evaluation Metrics: Identity Similarity (FaceRec score), Text-Alignment (CLIP score), and Image Quality (FID/Human preference). + +10. **Experimental Results & Analysis** + + Quantitative Excellence: Achieves identity preservation scores comparable to fine-tuning methods while maintaining the speed of zero-shot adapters. + + Efficiency: Significant reduction in time and storage. One HyperLoRA model handles millions of identities without storing individual weight files. + + Design Constraint: Include a comparison table showing that HyperLoRA outperforms IP-Adapter in identity fidelity while being faster than DreamBooth. + +11. **Visual Analysis & Case Studies** + + Qualitative Results: Show HyperLoRA maintaining facial features across extreme prompts/styles (refer to Fig 4/5). + + Interpolation Ability: Demonstrate smooth identity transitions by interpolating the generated LoRA weights. + + Compatibility: Show results of HyperLoRA working alongside ControlNet for pose control or Canny-edge guidance. + +12. **Key Takeaways & Limitations** + + Takeaways: Hypernetworks can effectively "meta-learn" the personalization process; LoRA is a superior target for hypernetworks compared to raw feature injection. + + Limitations: The weight generation process adds initial GPU memory overhead; identity fidelity may still slightly lag behind extensive (30+ mins) manual fine-tuning in extreme cases. + +13. **Conclusion** + + Summary: HyperLoRA bridges the gap between zero-shot efficiency and high-fidelity personalization in portrait synthesis. + + Future Work: Extending the hypernetwork to video-based portrait generation and optimizing the weight prediction for mobile deployment. + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/generation_task/judge_prompt.json b/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a65fe199b15e4a04dcd94d4b99e9ae3e824584bd --- /dev/null +++ b/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf no, describe what is missing from the first slide (Title: HyperLoRA: Parameter-Efficient Adaptive Generation for Portrait Synthesis; Conf: CVPR).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Personalized Image Generation that points out the limitations of standard LoRA (e.g., \"high storage cost per identity\" and \"slow per-identity fine-tuning\")?\nIf no, explain where the background info on adaptation efficiency is lacking.\n", + "\nDoes the slide deck clearly define the core concept of using a \"HyperNetwork\" to predict LoRA weights from a single reference image?\nIf no, describe the missing points in explaining the \"learning to learn\" framework.\n", + "\nIs there a slide describing the \"Dynamic Weight Generation\" architecture and how it integrates with the frozen Diffusion backbone?\nIf no, indicate whether the structural link between the encoder and the LoRA layers was omitted.\n", + "\nIs there a slide explaining the \"Identity-Conditioned Encoder\" and its role in capturing high-fidelity facial features?\nIf no, specify if the mechanism for extracting identity embeddings is missing.\n", + "\nDoes the deck present the core logic for the \"Parameter-Efficient Factorization\" (how weights are decomposed to reduce the HyperNetwork's output size)?\nIf no, specify if the mathematical simplification of the weight prediction task is missing.\n", + "\nIs there a slide summarizing the training data sources used (e.g., high-quality portrait datasets like CelebV-HQ or FFHQ)?\nIf no, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like Textual Inversion, DreamBooth, or standard LoRA?\nIf no, indicate if the performance analysis relative to existing personalization methods was omitted.\n", + "\nDoes the deck include qualitative results showing the model's ability to maintain identity across diverse prompts (e.g., different styles, poses, and lighting)?\nIf no, indicate if visual evidence of identity preservation is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., potential loss of extreme detail compared to full fine-tuning)?\nIf no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of fine-tuning accurate? (e.g., it requires minutes of optimization per person, which is impractical for real-time apps.)\nIf no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Zero-shot Feed-forward Adaptation\" rather than \"Iterative Optimization\"?\nIf no, point out the deviation in understanding the \"once-through\" inference principle.\n", + "\nAre the explanations for the \"HyperNetwork\" consistent with the paper? (It maps image features to LoRA weight increments $\\Delta W$.)\nIf no, explain the errors in definition.\n", + "\nAre the details of the \"Identity-Preserving Loss\" or training objectives accurate?\nIf no, specifically point out errors in the loss functions or supervision signals.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving similar FID/CLIP scores as DreamBooth but with 1000x faster adaptation.)\nIf no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Global Style\" and \"Local Identity\" features within the HyperLoRA framework?\nIf no, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Face Similarity Score, CLIP-T score) consistent with the paper's standards?\nIf no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it can adapt to 3D geometry when it is a 2D diffusion-based method)?\nIf no, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Editability\"? (i.e., changing the background while keeping the face the same.)\nIf no, specify the slides where the text-control capabilities are misinterpreted.\n", + "\nIs the base model (e.g., Stable Diffusion v1.5 or XL) and the specific LoRA rank ($r$) correctly identified?\nIf no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/generation_task/statistics.yaml b/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..48f6099539971d0af44d4c1976427b114eebfc2a --- /dev/null +++ b/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis +category: academia +input_metrics: + total_input_tokens: 7933 + generation_prompt_tokens: 2333 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/material.pdf b/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..05f6754e2fdba5b5bc204a7520239e31b8d77e7d --- /dev/null +++ b/academia/CVPR_2025/HyperLoRA_Parameter-Efficient_Adaptive_Generation_for_Portrait_Synthesis/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a73711171761f86259f10d9725e45fa8044604508437c502d4b7f46612a71c2a +size 6847925 diff --git a/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/generation_task/instructions.md b/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..b2a08231781987a46d1f8f3f7cc907026daa2746 --- /dev/null +++ b/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/generation_task/instructions.md @@ -0,0 +1,165 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Interpreting Object-level Foundation Models via Visual Precision Search + + Authors: Ruoyu Chen, Siyuan Liang, Jingzhi Li, Shiming Liu, Maosen Li, Zhen Huang, Hua Zhang, and Xiaochun Cao (and all affiliations) + + Conference (if applicable): IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Context of Object-level Foundation Models: The rise of models like Grounding DINO and Florence-2 in visual grounding and object detection. + + Importance of Interpretability: Understanding model decisions is critical for multimodal tasks. + +4. **Motivation & Problem Statement** + + What Existing Methods Lack: + + Gradient-based (e.g., ODAM): Inaccurate localization due to complex multimodal fusion. + + Perturbation-based (e.g., D-RISE): Noisy saliency maps and lack of fine-grained explanatory power. + + Design Constraint: Must include a comparison figure (refer to Fig 1) showing the clear advantage of VPS over ODAM and D-RISE. + +5. **Overview of Visual Precision Search (VPS)** + + General Idea: A gradient-free, black-box interpretation mechanism . + + Key Contribution 1: A novel submodular optimization framework for object explanation. + + Key Contribution 2: Introduction of Clue and Collaboration scores. + + Key Contribution 3: Architecture-agnostic SOTA performance . + +6. **Methodology: VPS Framework** + + Step 1: Input Sparsification: Use SLICO superpixel segmentation to divide the image into $m$ sub-regions. + + Step 2: Submodular Optimization: Transforming saliency map generation into an optimal subset selection problem. + +7. **Key Algorithm: Submodular Function Design** + + Clue Score: Measures the individual ability of a sub-region to identify the target object. + + Collaboration Score: Captures the synergistic effects between combined regions. + + Attribution Score: Calculates region importance based on its marginal effect. + + Design Constraint: Display Formulas (2), (3), and (4). + +8. **Theory Analysis** + + Core Content: Prove the function satisfies submodular properties (diminishing returns, monotonicity, and non-negativity). + + Design Constraint: Cite Theorem 1 and explain its significance for the optimal bound guarantee. + +9. **Experimental Setup** + + Datasets: MS COCO, LVIS V1 (rare classes), and RefCOCO. + + Baseline Models: Grounding DINO (Non-LLM) and Florence-2 (LLM-based) architectures. + + Evaluation Metrics: Faithfulness (Insertion/Deletion AUC) and localization (Point Game). + +10. **Experimental Results & Analysis** + + Grounding DINO Performance: Achieved a 23.7% improvement over D-RISE in the Insertion metric on MS COCO + + Florence-2 Performance: Achieved a 50.7% improvement in the Deletion metric on MS COCO. + + Design Constraint: Include at least one quantitative comparison table (refer to Table 1 or 2). + +11. **Analysis of Model Interpretation** + + Grounding Accuracy: Visualizing feature prioritization. + + Failure Case Interpretation: Demonstrating how VPS explains failures in REC tasks caused by distracting information. + +12. **Key Takeaways & Limitations** + + Takeaways: VPS is architecture-agnostic, gradient-free, and provides precise object-level explanations. + + Limitations: Potential high computational cost and sensitivity to initial segmentation. + +13. **Conclusion** + + Summary of VPS as SOTA interpretation tool. + + Future Work: Extension to video-level models. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/generation_task/judge_prompt.json b/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..68706611946a4d90c84db3d8ae55f74fc18f137c --- /dev/null +++ b/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\n If no, describe what is missing from the first slide.\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\n If no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of object-level foundation models (e.g., Grounding DINO, Florence-2) that points out the limitations of existing interpretation methods (e.g., ODAM, D-RISE)?\n If no, explain where the background info is lacking or insufficient.\n", + "\nDoes the slide deck clearly define the core concept of \"Visual Precision Search (VPS)\" and explain it as a \"gradient-free, black-box\" mechanism?\n If no, describe the missing points in the definition.\n", + "\nIs there a slide describing the \"Input Sparsification (SLICO superpixel segmentation)\" process?\n If no, indicate whether this critical step was omitted.\n", + "\nIs there a slide detailing the three core scores in the VPS framework: Clue Score, Collaboration Score, and Attribution Score?\n If no, specify which specific scores are missing.\n", + "\nDoes the deck present the core submodular optimization formulas used to generate saliency maps (i.e., Formulas 2, 3, and 4 in the paper)?\n If no, specify if these mathematical formulas are missing or oversimplified.\n", + "\nIs there a slide summarizing the \"Theory Analysis,\" specifically proving that the function satisfies submodular properties (diminishing returns, monotonicity) and citing Theorem 1?\n If no, explain if the theoretical guarantee section is missing.\n", + "\nDoes the experimental section cover comparative results on both Grounding DINO and Florence-2 architectures?\n If no, indicate if the experimental analysis for one of these models was omitted.\n", + "\nDoes the deck discuss how VPS interprets \"Failure Cases\" (e.g., the impact of distracting information in REC tasks)?\n If no, indicate if the case analysis is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and the limitations of the paper?\n If no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of existing methods on the \"Motivation\" slide accurate? (e.g., gradient-based methods suffer from multimodal fusion interference leading to poor localization; perturbation-based methods are noisy and lack fine-grained interpretability.)\n If no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap of VPS correctly presented as \"transforming saliency map generation into a subset selection problem\" rather than misleadingly described as \"gradient-based optimization\"?\n If no, point out the deviation in understanding the technical principles.\n", + "\nAre the explanations for \"Clue Score\" and \"Collaboration Score\" consistent with the paper? (The former measures individual region recognition; the latter captures combinatorial/synergistic effects.)\n If no, explain the errors in definition.\n", + "\nAre the parameters and logic in Formulas (2), (3), and (4) accurate (e.g., correct use of notation like $P_{\\phi, \tau}(c|I_{S \\cup \\{i\\}})$)?\n If no, specifically point out typos or logical errors in the formulas on the slides.\n", + "\nDoes the performance data in \"Experimental Results\" match Table 1 or 2 of the paper? (e.g., VPS improving the Insertion metric by 23.7% over D-RISE on MS COCO.)\n If no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish and present the effectiveness of VPS on both non-LLM models (Grounding DINO) and LLM-based models (Florence-2)?\n If no, explain where the descriptions are confused.\n", + "\nAre the definitions and applications of evaluation metrics (Insertion/Deletion AUC, Point Game) consistent with the paper's standards?\n If no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming VPS achieved SOTA results on a dataset not mentioned in the paper)?\n If no, point out the fabricated content.\n", + "\nDoes every data point, legend, and axis label in the charts exactly match the original figures in the paper (Figures 1, 4, 5, etc.)?\n If no, specify the slides where visual data does not match.\n", + "\nIs the code link provided at the end the correct official repository (https://github.com/RuoyuChen10/VPS)?\n If no, provide the incorrect link address found\n" + ] +} diff --git a/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/generation_task/statistics.yaml b/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..561ee8b3b3f827f886131423c6cf823d9d90b21e --- /dev/null +++ b/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search +category: academia +input_metrics: + total_input_tokens: 8181 + generation_prompt_tokens: 2021 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/material.pdf b/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0ca6c7d0f039a268f4dd6f0133320ebc53cfddea --- /dev/null +++ b/academia/CVPR_2025/Interpreting_Object-level_Foundation_Models_via_Visual_Precision_Search/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:78c72d7b0247347f36fe4340a7631e01166336f941d66efadebae0b8607f0abc +size 8090282 diff --git a/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/generation_task/instructions.md b/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..c1824bed32b8ce59bbaaefabcf0af858540e63ef --- /dev/null +++ b/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/generation_task/instructions.md @@ -0,0 +1,174 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Olympus: A Universal Task Router for Computer Vision Tasks + + Author Team: Yuanze Lin, Weijian Xu, Yunsheng Li, Ronald Clark, Dongdong Chen, Philip Torr* + + Affiliation: University of Oxford, Microsoft + + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Multimodal Large Language Models (MLLMs): Significant strides in understanding and reasoning, but often limited to text-based outputs. + + Current Landscape: + + All-in-one models (e.g., Emu3, Omni-Gen) attempt to handle generation and understanding in a single architecture. + + Tool-based approaches (e.g., HuggingGPT) use LLMs as controllers to call external APIs via prompt engineering. + + Motivation & Problem Statement: + + Integrating distinct domains in one model causes task objective conflicts and scaling bottlenecks. + + Training comprehensive models from scratch is computationally expensive (e.g., 104x A800 GPUs). + +4. **Limitations of Existing Methods:** + + Conflict of Objectives: Interference between text and image generation tasks reduces individual task effectiveness. + + Constrained Scalability: Differing input/output formats across image, video, and 3D domains limit the breadth of supported tasks. + + Resource Intensive: Expanding models to new tasks requires complex multi-stage training and massive hardware. + + Design Constraint: Include a visual example (refer to Fig 1) showing Olympus's versatile capabilities across 20+ tasks, including complex requests like 3D asset conversion and video generation. + +5. **Overview of the Proposed Method** + + Core Idea: A unified framework that uses a controller MLLM to handle understanding internally while delegating 20+ specialized tasks to external modules via "routing". + + Key Contribution 1: Unified Task Routing. Transforms MLLMs into universal routers for image, video, and 3D tasks using task-specific tokens. + + Key Contribution 2: OlympusInstruct & OlympusBench. Large-scale datasets (446.3K training, 49.6K evaluation) curated to train MLLMs for precise task delegation. + + Key Contribution 3: Chain-of-Action (CoA). Enables the model to execute up to 5 consecutive tasks (e.g., generate image -> edit -> estimate depth) within one prompt. + +6. **Methodology: Framework & Dataset** + + Step 1: Dataset Sourcing: Using GPT-4o to generate 446.3K high-quality instruction-response pairs across 20 computer vision tasks. + + Step 2: Task-Specific Routing Tokens: Designing specialized tokens (e.g., , ) to invoke external models. + +7. **Key Algorithm: Training & Inference** + + Next-Token Prediction: Fine-tuning the MLLM (Phi-2 backbone) using cross-entropy loss to predict the correct routing tokens and refined prompts based on user intent. + + Inference Workflow: MLLM generates routing tokens -> specific expert models are invoked -> results are aggregated for the final response. + + Design Constraint: Display the framework diagram (refer to Fig 3) showing the flow from Instruction -> MLLM Controller -> Task-Specific Routing Tokens -> Expert Models. + +8. **Dataset and Training Details** + + Data Statistics: 446.3K training samples; 381.5K single-task and 64.8K chain-of-action pairs. + + Domains: Image (editing, super-resolution, pose estimation), Video (generation, editing), and 3D (text-to-3D, image-to-3D). + + Training Setup: Jointly fine-tuned on LLaVA-Mix665K and OlympusInstruct for 2 epochs on 64 V100 GPUs. + +9. **Experimental Setup** + + Benchmarks: Evaluated on 11 standard multimodal benchmarks (VQAv2, GQA, MMBench, etc.) to ensure understanding performance is maintained. + + Routing Evaluation: Compared against HuggingGPT (GPT-4o) on OlympusBench for routing accuracy and success rate. + +10. **Experimental Results & Analysis** + + Routing Superiority: Olympus achieves 94.75% routing accuracy, outperforming GPT-4o-based HuggingGPT by 13.4%. + + Chain-of-Action Performance: Achieves 91.82% precision in multi-task scenarios, significantly higher than prompt-engineering baselines. + + Design Constraint: Include a comparison table (refer to Table 1) showing that Olympus maintains comparable performance to state-of-the-art MLLMs on understanding benchmarks. + +11. **Qualitative Analysis & Applications** + + Versatility: Demonstrates success in complex pipelines like "Canny-to-Image -> Image Editing -> 3D Generation". + + Human Evaluation: Achieves an 86.5% success rate on 200 real-life human-generated instructions, outperforming rivals. + +12. **Key Takeaways & Limitations** + + Takeaways: Instruction-based routing is a scalable and efficient alternative to all-in-one models for universal vision tasks. + + Limitations: The system relies on the availability and performance of external "expert" models; future work could focus on even tighter integration. + +13. **Conclusion** + + Summary: Olympus provides a robust, modular framework for scaling computer vision tasks across multiple domains without retraining heavy generative backbones. + + Future Work: Advancing the router's ability to handle even more complex, multi-modal interleaved workflows. + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/generation_task/judge_prompt.json b/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ff2a073cd67d19fbd63a926d8833952f7c82e614 --- /dev/null +++ b/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf no, describe what is missing from the first slide (Title: Olympus: A Universal Task Router for Computer Vision Tasks; Authors: Yuanze Lin, Philip Torr*, etc.; Conf: CVPR 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\n If no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of General Vision Assistants that points out the limitations of \"All-in-one\" models (e.g., \"task objective conflicts\" and \"high training costs\")?\n If no, explain where the background info on architectural trade-offs is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Task Routing\" (using an MLLM as a controller to dispatch tasks to specialized expert models)?\n If no, describe the missing points in explaining the router-centric framework.\n", + "\nIs there a slide describing the \"OlympusInstruct\" dataset and how it was curated using GPT-4o to generate 446.3K instruction-response pairs?\n If no, indicate whether the data construction methodology was omitted.\n", + "\nIs there a slide explaining the \"Routing Tokens\" mechanism and how specific tokens (e.g., ) trigger external modules? If no, specify if the technical interface between the MLLM and experts is missing.\n", + "\nDoes the deck present the logic for \"Chain-of-Action\" (CoA) (how the model executes a sequence of up to 5 interrelated tasks in one go)?\n If no, specify if the multi-step execution flow (refer to Fig 1) is missing.\n", + "\nIs there a slide summarizing the \"OlympusBench\" evaluation suite and the 20+ computer vision tasks it covers?\n If no, explain if the benchmark section for routing accuracy is missing.\n", + "\nDoes the experimental section cover comparative results against \"Tool-use\" baselines like HuggingGPT or specific MLLMs like LLaVA-v1.5?\n If no, indicate if the performance analysis relative to existing LLM-as-a-controller methods was omitted.\n", + "\nDoes the deck include qualitative results showing \"Multi-domain Capability\" (e.g., transitioning from 2D image editing to 3D asset generation)?\n If no, indicate if visual evidence of cross-domain task execution is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., dependence on the quality of external expert models)? If no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Task Conflict\" problem accurate? (e.g., explaining why training a single model for both depth estimation and creative generation is difficult.)\n If no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Instruction-based Routing\" framework rather than a \"Full-parameter Multi-task Learning\" model?\n If no, point out the deviation in understanding the modular architecture.\n", + "\nAre the explanations for the \"Specialized Routing Tokens\" consistent with the paper? (They function as intent indicators for the dispatcher.)\n If no, explain the errors in definition.\n", + "\nAre the details of the \"Chain-of-Action\" training objective accurate? (e.g., ensuring the model learns the dependencies between sequential tasks.)\n If no, specifically point out errors in the CoA logic or training signals.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving 94.75% routing accuracy on OlympusBench.)\n If no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Internal Understanding\" (done by the MLLM) and \"External Execution\" (done by experts)?\n If no, explain where these responsibilities are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Routing Accuracy, Success Rate, and standard MLLM benchmarks like MME) consistent with the paper?\n If no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the MLLM itself generates the 3D meshes when it actually routes the task to a 3D expert)?\n If no, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Consistency\" in Chain-of-Action? (i.e., maintaining the subject's identity from text-to-image through to image-to-3D.)\n If no, specify the slides where the cross-task consistency is misinterpreted.\n", + "\nIs the backbone model (e.g., Phi-2 or LLaVA-based architecture) and the total training data size correctly identified?\n If no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/generation_task/statistics.yaml b/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..de544dc4ee0d786127fb02d15a0cf812cb9e6942 --- /dev/null +++ b/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks +category: academia +input_metrics: + total_input_tokens: 9105 + generation_prompt_tokens: 2385 + materials_total_tokens: 6720 + material_count: 1 + pdf_total_pages: 12 + file_details: + - name: material.pdf + tokens: 6720 + pages: 12 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/material.pdf b/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fd3a4bf3f16df02f447de6fd1e141a02fd09a3b4 --- /dev/null +++ b/academia/CVPR_2025/Olympus_A_Universal_Task_Router_for_Computer_Vision_Tasks/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:47ea1ee60482b42a9477bd9996235c88811748ba6f793567349a23e85ccc288e +size 10139584 diff --git a/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/generation_task/instructions.md b/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ddec1b8bc68e8d0901574e4117afbd22fb2cdc69 --- /dev/null +++ b/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/generation_task/instructions.md @@ -0,0 +1,156 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Towards Unbiased and Robust Spatio-Temporal Scene Graph Generation and Anticipation + + Author Team: Rohith Peddi*, Saurabh*, Ayush Abhay Shrivastava*, Parag Singla, Vibhav Gogate + + Affiliation: UT Dallas, IIT Delhi + + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Spatio-Temporal Scene Graphs (STSGs): Structured representations where nodes are objects and edges capture evolving relationships over time. Essential for autonomous systems to interpret interactions and anticipate future changes. + + Current Landscape: + + Real-world visual relationships exhibit a highly imbalanced, long-tailed distribution. + + A few "head classes" (e.g., "looking at") appear frequently, while many critical "tail classes" (e.g., "drinking from") are rare. + +4. **Motivation & Problem Statement:** Existing models are biased toward dominant head classes, leading to incomplete or unsafe interpretations of dynamic scenes. + +5. **Limitations of Existing Methods:** + + Long-Tail Bias: Conventional training focus on head classes, resulting in poor performance on rare but essential tail predicates. + + Architectural Complexity: Previous unbiased learning methods often require complex supplementary modules or specialized loss functions. + + Lack of Robustness: Models struggle to generalize across real-world distribution shifts like lighting changes, occlusions, or background variations. + + Design Constraint: Include a visual comparison (refer to Fig 2c vs 2d) showing how conventional learning fails on tail class prediction scores compared to the proposed unbiased approach. + +6. **Overview of the Proposed Method** + + Core Idea: IMPARTAIL, a novel, model-agnostic training framework that uses loss masking and curriculum learning to achieve unbiased STSG generation and anticipation. + + Key Contribution 1: Impartial Training Objective. A loss masking technique that reduces the dominance of head classes without needing extra architectural components. + + Key Contribution 2: Curriculum-Driven Mask Generation. An adaptive strategy that progressively shifts the model's focus from head to tail classes over time. + + Key Contribution 3: Robustness Benchmark. Introduction of two new tasks—Robust VidSGG and Robust SGA—to evaluate model resilience under environmental corruptions. + +7. **Methodology: The IMPARTAIL Pipeline** + + Step 1: Object & Context Processing: Leverages standard units (ORPU and STPU) to generate temporally consistent object representations and context-aware relationship features. + + Step 2: Task-Specific Decoding: Flexible adaptation for both Video Scene Graph Generation (VidSGG) and Scene Graph Anticipation (SGA) using dedicated predicate decoders. + +8. **Key Algorithm: Masked Training & Curriculum** + + Masked Loss with Partial Gradients: Selectively voids the contribution of head class labels during specific training iterations to amplify the influence of rare classes. + + Curriculum Strategy: + + Ranking: Predicates ranked by data frequency (quantity). + + Progressive Mixing: Systematically increasing the masking ratio of head classes as training progresses to reach a uniform distribution. + + Design Constraint: Display the IMPARTAIL framework diagram (refer to Fig 3) showing the flow from Pipeline -> Masked Training -> Curriculum-Guided Mask Generation. + +9. **Experimental Setup** + + Dataset: Action Genome benchmark (234K frames, 1.7M relationship instances). + + Baselines: Adapted across state-of-the-art models including STTran, DSGDetr, and SceneSayer. + + Evaluation Metrics: Recall@K (R@K) and mean Recall@K (mR@K) to specifically measure unbiased performance across all classes. + +10. **Experimental Results & Analysis** + + Performance Gains: IMPARTAIL consistently improves mean Recall (mR@K) across all settings. For example, STTran's mR@50 in SGDET mode improved by +34.2%. + + Robustness Results: Evaluation under 15+ types of corruptions (e.g., motion blur, snow) shows that the unbiased model is significantly more resilient to distribution shifts. + + Design Constraint: Include the performance table (refer to Table 1/2 snippet) highlighting the percentage improvements in mean Recall for different model modes. + +11. **Conclusion** + + Summary: IMPARTAIL provides a simple yet powerful framework for building unbiased and robust STSG models by rethinking the training objective rather than the architecture. + + Future Work: Exploring the application of curriculum-guided masking to other multimodal reasoning tasks affected by long-tail distributions. + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/generation_task/judge_prompt.json b/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..dd122aea668f613ec244d26f4d1d43e4e1d3315e --- /dev/null +++ b/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf no, describe what is missing from the first slide (Title: Towards Unbiased and Robust Spatio-Temporal Scene Graph Generation and Anticipation; Authors: Rohith Peddi*, Saurabh*, Ayush Abhay Shrivastava*, Parag Singla, Vibhav Gogate; Conf: CVPR 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Spatio-Temporal Scene Graphs (STSGs) that points out the limitations of long-tailed predicate distributions (e.g., \"bias toward head classes\" and \"poor performance on rare tail classes\")?\nIf no, explain where the background info on distribution imbalance is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"IMPARTAIL\" as a model-agnostic framework using loss masking and curriculum learning?\nIf no, describe the missing points in explaining the \"impartial training\" framework.\n", + "\nIs there a slide describing the \"Loss Masking\" mechanism and how it differs from traditional re-weighting methods?\nIf no, indicate whether the explanation of voiding head-class gradients was omitted.\n", + "\nIs there a slide explaining the \"Curriculum-driven Mask Generation\" and how the masking ratio of head classes increases over time?\nIf no, specify if the transition from full distribution learning to tail-focused learning is missing.\n", + "\nDoes the deck present the architecture for both VidSGG (Video Scene Graph Generation) and SGA (Scene Graph Anticipation) tasks?\nIf no, specify if the dual-task support of the framework is missing.\n", + "\nIs there a slide summarizing the training data source used (Action Genome dataset with 234K frames and 1.7M instances)?\nIf no, explain if the dataset statistics section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like STTran, DSGDetr, or SceneSayer using the mean Recall (mR@K) metric?\nIf no, indicate if the focus on unbiased evaluation metrics was omitted.\n", + "\nDoes the deck include results for the newly proposed \"Robust VidSGG\" and \"Robust SGA\" tasks under environmental corruptions?\nIf no, indicate if the robustness analysis across 15+ corruption types is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the trade-off between head-class accuracy and overall mean recall)?\nIf no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of existing unbiased methods accurate? (e.g., they often require complex architectural changes or specialized loss functions.)\nIf no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as \"Adaptive Loss Masking\" rather than \"Data Augmentation\" or \"Resampling\"?\nIf no, point out the deviation in understanding the core biased-mitigation strategy.\n", + "\nAre the explanations for the \"Curriculum Strategy\" consistent with the paper? (It ranks predicates by frequency and progressively increases head-class masking.)\nIf no, explain the errors in describing the training stages.\n", + "\nAre the details of the \"Impartial Objective\" and the gradient masking logic accurate?\nIf no, specifically point out errors in the mathematical formulation of the masked loss.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., STTran achieving a +34.2% improvement in mR@50 for SGDET mode.)\nIf no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between the three evaluation modes: Predicate Classification (PredCls), Scene Graph Classification (SGCls), and Scene Graph Detection (SGDet)?\nIf no, explain where these standard SGG evaluation modes are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Recall@K vs. mean Recall@K) consistent with the paper's emphasis on long-tail performance?\nIf no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the model uses external knowledge graphs when it is a purely vision-based framework)?\nIf no, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Robustness\"? (i.e., maintaining predicate detection accuracy under snow, blur, or noise.)\nIf no, specify the slides where the robustness experiments are misinterpreted.\n", + "\nAre the backbone networks (e.g., Faster R-CNN with ResNet-101) and the temporal modeling units (ORPU/STPU) correctly identified?\nIf no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/generation_task/statistics.yaml b/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8e1674184e48470886a13306c7b023510361fc56 --- /dev/null +++ b/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation +category: academia +input_metrics: + total_input_tokens: 7793 + generation_prompt_tokens: 2193 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/material.pdf b/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7f26942ea6e5f764f6767c2fc16fe1b130d090b7 --- /dev/null +++ b/academia/CVPR_2025/Towards_Unbiased_and_Robust_Scene_Graph_Generation_and_Anticipation/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3827dc1e2728bec159f7c73b61fac4b607b621315b9a40e07e8da864ef8e919d +size 3197617 diff --git a/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/generation_task/instructions.md b/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..9555f3583a2bdc7a255fa14399d83b618f7131fd --- /dev/null +++ b/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/generation_task/instructions.md @@ -0,0 +1,170 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models + + Author Team: Lei Li*, Yuancheng Wei*, Zhihui Xie*, Xuqing Yang*, Chenxin An, Tianyu Liu, Sujian Li, Bill Yuchen Lin, Yifan Song, Lingpeng Kong, Qi Liu, Peiyi Wang + + Affiliation: HKU, SCUT, SJTU, PKU, UW, Allen AI + + Conference: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Vision-Language Generative Reward Models (VL-GenRMs): Crucial for aligning and evaluating multimodal AI systems, serving as automated judges (LVLM-as-a-judge). + + Current Landscape: + + Assessment methods rely on AI-annotated preference labels from traditional tasks. + + Existing benchmarks lack complexity and often introduce systematic biases. + + Motivation & Problem Statement + +4. **Limitations of Existing Methods:** + + Systematic Biases: AI-annotated labels favor model-generated responses or specific styles. + + Lack of Difficulty: Simplistic queries fail to differentiate between rapidly evolving state-of-the-art LVLMs. + + Lack of Ground Truth: Traditional academic benchmarks don't capture nuanced real-world application requirements. + + Design Constraint: Include a visual example (refer to Fig 1) showing how leading models (GPT-4o, Claude-3.5) fail to provide accurate judgments on basic visual details like counting sinks and mirrors. + +5. **Overview of the Proposed Method** + + Core Idea: A comprehensive, high-quality benchmark (VL-RewardBench) with 1,250 examples designed to probe the limitations of VL-GenRMs. + + Key Contribution 1: Diverse Domain Coverage. Spans general multimodal queries, visual hallucination detection, and complex reasoning tasks. + + Key Contribution 2: AI-Assisted Annotation Pipeline. Combines automated sample selection (ensemble filtering) with rigorous human verification. + + Key Contribution 3: Challenging Testbed. Demonstrates that current frontier models, including GPT-4o, struggle with the curated samples. + +6. **Methodology: Benchmark Construction** + + Step 1: Data Sourcing: Selecting from three domains: General Instructions (e.g., WildVision), Hallucination (e.g., RLAIF-V), and Reasoning (e.g., MMMU-Pro). + + Step 2: Ensemble Filtering: Using an ensemble of small models (e.g., LLaVA, Qwen2-VL-7B) to identify universally challenging samples that stem from fundamental limitations. + +7. **Key Algorithm: Preference Labeling & Verification** + + AI-aided Labeling for Reasoning: For tasks without labels, commercial models generate responses and GPT-4o provides draft preference labels with rationales. + + Human Verification: A three-stage process ensuring label accuracy, quality, and error type classification. + + Design Constraint: Display the construction process diagram (refer to Fig 2) showing the flow from Data Sources -> Ensemble Filtering/AI Labeling -> Human Verification. + +8. **Dataset and Training Details** + + Data Statistics: 1,250 preference pairs in total. + + Hallucination-related (59.9%), Reasoning (25.4%), General (14.7%). + + Error Types: Existence (59.3%), Recognition (20.6%), Counting, and Visual Attributes. + +9. **Experimental Setup** + + Test Benchmarks: Evaluated on 16 leading LVLMs (Open-source: 4B to 90B; Proprietary: GPT-4o, Gemini-1.5-Pro, Claude-3.5). + + Evaluation Metrics: Overall Accuracy and Macro Average Accuracy across task categories. + +10. **Experimental Results & Analysis** + + Performance Gap: Even top models achieve only moderate scores (GPT-4o: 62.4%), while many 7B-scale models barely exceed random chance. + + Downstream Correlation: Performance on VL-RewardBench strongly correlates (Pearson's r > 0.9) with utility in Best-of-N sampling on MMMU-Pro. + + Design Constraint: Include a comparison table (refer to Table 2) showing the performance stratification across Proprietary vs. Open-Source models. + +11. **Visual Analysis & Error Studies** + + Primary Bottleneck: Perception vs. Reasoning. Models fail significantly more at basic visual perception (Existence/Recognition) than at reasoning tasks. + + Scaling Effects: Model scaling brings consistent gains, particularly in perception tasks, but reasoning gains are more modest. + +12. **Key Takeaways & Limitations** + + Takeaways: VL-RewardBench is a robust predictor of a reward model's downstream alignment capability ; training to "learn to judge" significantly boosts performance (+14.7%). + + Limitations: Current models still lag in fundamental visual perception; test-time scaling benefits vary by model capacity. + +13. **Conclusion** + + Summary: VL-RewardBench provides a rigorous testbed and clear directions for advancing Vision-Language Generative Reward Models. + + Future Work: Advancing architectural innovations to address fundamental perception limitations beyond simple model scaling. + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/generation_task/judge_prompt.json b/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..238984885c08d39d67da8d74026dacd57bef4915 --- /dev/null +++ b/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference? If no, describe what is missing from the first slide (Title: VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models; Conf: CVPR 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of VL-GenRMs (Reward Models) that points out the limitations of current benchmarks (e.g., \"AI-annotated labels favor specific styles\" and \"lack of difficulty for frontier models\")?\n If no, explain where the background info on evaluation challenges is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Ensemble Filtering\" used to curate challenging samples?\n If no, describe the missing points in explaining how the benchmark filters out samples that are \"too easy\" for small models.\n", + "\nIs there a slide describing the three main domains of the benchmark: General Instructions, Visual Hallucination, and Complex Reasoning?\n If no, indicate whether the categorization of the 1,250 high-quality examples was omitted.\n", + "\nIs there a slide explaining the AI-assisted human verification pipeline and its role in ensuring label ground-truth?\n If no, specify if the multi-stage verification mechanism (Human-in-the-loop) is missing.\n", + "\nDoes the deck present the fine-grained error taxonomy (e.g., Existence, Attribute, Recognition, Counting, and Reasoning)?\n If no, specify if the structural breakdown of why models fail is missing.\n", + "\nIs there a slide summarizing the experimental setup, including the 16 evaluated LVLMs (e.g., GPT-4o, Claude-3.5, Gemini-1.5, and open-source models like LLaVA/Qwen)?\n If no, explain if the model diversity section is missing.\n", + "\nDoes the experimental section cover the correlation between VL-RewardBench scores and downstream performance (e.g., Best-of-N sampling utility)?\n If no, indicate if the performance analysis linking the benchmark to real-world alignment was omitted.\n", + "\nDoes the deck include qualitative error analysis showing specific cases where leading models (like GPT-4o) fail in basic visual perception?\n If no, indicate if visual evidence of model limitations is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" regarding the \"Perception Bottleneck\" (i.e., GenRMs fail more on simple perception than complex reasoning)? If no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Systematic Biases\" in current RM evaluation accurate? (e.g., AI-judges often prefer longer or more \"polite\" responses regardless of visual truth.)\n If no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Evaluation Benchmark\" rather than a \"New Model Architecture\"? \nIf no, point out the deviation in understanding the paper's primary contribution.\n", + "\nAre the explanations for \"Ensemble Filtering\" consistent with the paper? (It uses an ensemble of smaller models to identify universally difficult cases.)\n If no, explain the errors in definition.\n", + "\nAre the statistics of the dataset accurate? (e.g., 1,250 examples, with Hallucination-related tasks making up nearly 60%.)\n If no, specifically point out errors in data distribution or counts.\n", + "\nDoes the performance data match the paper's results? (e.g., GPT-4o leading with ~62.4% accuracy, while many 7B models perform near random chance at 50%.)\n If no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Generative Reward Models\" (GenRMs) and standard \"Discriminative Reward Models\"? \nIf no, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Overall Accuracy vs. Macro Average Accuracy across domains) consistent with the paper's standards?\n If no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the benchmark includes video or audio tasks when it is strictly Vision-Language)?\n If no, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Perception-Reasoning Gap\"? (i.e., models struggle with \"how many objects\" more than \"how to solve this math problem\" in a multimodal context.)\n If no, specify the slides where the failure modes are misinterpreted.\n", + "\nIs the significance of the \"Best-of-N\" experiment correctly identified as a validation of the benchmark's \"Utility\" (Predictive Power)?\n If no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/generation_task/statistics.yaml b/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d52b1aaf513dd38b6043ea66579455aaeef861de --- /dev/null +++ b/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models +category: academia +input_metrics: + total_input_tokens: 9046 + generation_prompt_tokens: 2326 + materials_total_tokens: 6720 + material_count: 1 + pdf_total_pages: 12 + file_details: + - name: material.pdf + tokens: 6720 + pages: 12 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/material.pdf b/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..94983bbd6867c5c43861105b7b399381e69f8b1b --- /dev/null +++ b/academia/CVPR_2025/VL-RewardBench_A_Challenging_Benchmark_for_Vision-Language_Generative_Reward_Models/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7d55ad6cf701d7c5cd2f0859a872eeb6c37367d4d7c810c87dfc4b62c97880d5 +size 981752 diff --git a/academia/F1000_talks/1/generation_task/instructions.md b/academia/F1000_talks/1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..0ca1a54af17f93ed37e58ac38d0197de3485e904 --- /dev/null +++ b/academia/F1000_talks/1/generation_task/instructions.md @@ -0,0 +1,171 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Microbiology Galaxy Lab: The first community-driven gateway for reproducible and FAIR analysis of microbial data + + Author Team: Engy Nasr, Nikos Pechlivanis, Nikolaos Strepis, Pierre Amato, Matthias Bernt, Anshu Bhardwaj, Daniel Blankenberg, Daniela Brites, Fabio Cumbo, microGalaxy Community, Paul Zierep, Bérénice Batut, et al. + + Affiliation: University of Freiburg, CERTH, Erasmus MC, CNRS, UFZ, IMTECH, Cleveland Clinic, University of Basel, University of Minnesota, CNR-IRSA, et al. + + Journal/Preprint: bioRxiv (Preprint posted September 2025) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + The Rise of Microbial Omics: Advances in high-throughput sequencing have transformed microbiology across health, disease, and ecosystem contexts. + + The Bioinformatics Bottleneck: + - Rapid data explosion vs. limited researcher expertise. + - High computational resource demands and complex tool maintenance. + - Lack of standardized, reproducible analytical pipelines. + + Motivation: Democratizing microbial data analysis through an open, FAIR-aligned ecosystem. + +4. **Current Landscape & Barriers:** + + Technical Hurdles: Existing platforms often lack interoperability, function as "black boxes," or have steep learning curves. + + Infrastructure Gaps: Global disparities in access to high-performance computing (HPC) limit large-scale microbial analysis in many regions. + + Knowledge Gap: A community survey (2023) identified "lack of experience" (51.9%) and "technical difficulties" (25.9%) as the primary barriers to adopting advanced bioinformatics. + + Design Constraint: Include a visualization of the survey results (refer to Fig 1B) highlighting the major research targets (bacteria, metagenomics) and challenges faced by the community. + +5. **Overview of the Proposed Platform** + + Core Idea: Microbiology Galaxy Lab—a free, web-based, community-supported gateway integrating high-performance tools with a user-friendly interface. + + Key Contribution 1: Comprehensive Toolset. Over 315 tool suites and 115 curated workflows covering (meta)genomics, (meta)transcriptomics, and (meta)proteomics. + + Key Contribution 2: FAIR-Aligned Environment. Ensures findability, accessibility, interoperability, and reusability through the Galaxy framework. + + Key Contribution 3: Global Accessibility. Deployed on major public servers (EU, US, AU, FR), removing the need for local software installation or specialized hardware. + +6. **Methodology: Gateway Construction** + + Step 1: Community Curation: Leveraging the microGalaxy community to select, test, and maintain robust microbial-specific tools and workflows. + + Step 2: Resource Annotation: Utilizing the EDAM ontology to categorize resources, enhancing discoverability for non-experts. + + Step 3: Integration: Connecting tools from the Galaxy ToolShed with large-scale reference databases (170+ genomes, 11TB data) via CernVM-FS. + +7. **The microGalaxy Ecosystem: Multi-Level Workflows** + + Workflow Hierarchy: + - Publicly shared workflows (#microGalaxy). + - Registered workflows (WorkflowHub) with metadata. + - Tutorial-supported workflows on the Galaxy Training Network (GTN). + - IWC-Validated workflows with automated continuous integration (CI) testing. + + Design Constraint: Display the data analysis overview (refer to Fig 3) showing the flow from raw data (Genomics/Proteomics) to biological insights (AMR, Taxonomic tables). + +8. **Training and Capacity Building** + + Galaxy Training Network (GTN): 39 tutorials and 4 structured learning pathways tailored for microbiology. + + Interactive Support: Integration of step-by-step guides, video recordings, and hands-on exercises to bridge the bioinformatic knowledge gap. + +9. **Use Cases & Applications** + + Antimicrobial Resistance (AMR): Standardized tracking and profiling of resistant microbes. + + Environmental Microbiology: Functional annotation of microbes in complex ecosystems (e.g., wastewater, atmosphere). + + Public Health: Pathogen surveillance and pandemic preparedness through WGS data. + +10. **Impact & Community Engagement** + + Usage Statistics: Over 25 million analyses supported in the last five years. + + Global Reach: Strong adoption in Europe and Asia, with significant potential for researchers in developing countries to bypass local infrastructure limits. + + Design Constraint: Include a cumulative growth chart (refer to Fig 2A) showing the increasing number of tool suites, tutorials, and workflows since 2016. + +11. **Discussion: Lessons from the microGalaxy Survey** + + Democratization: 77.7% of researchers would prefer Galaxy if it integrated their required tools/databases. + + Perception vs. Reality: The platform successfully shifts user focus from technical troubleshooting to biological discovery. + +12. **Key Takeaways & Future Directions** + + Takeaways: Microbiology Galaxy Lab is a dynamic, community-driven ecosystem that fosters interdisciplinary research and standardized science. + + Future Work: Expanding support for archaea and eukaryotic microbes; integrating federated data analysis (e.g., MGnify pipelines) and predictive resource allocation. + +13. **Conclusion** + + Summary: A cornerstone for global microbiology that removes technical barriers and accelerates reproducible discovery across all microbial disciplines. + + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/F1000_talks/1/generation_task/judge_prompt.json b/academia/F1000_talks/1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..49ac62803ab5f58a3f241c768c820571ddd3fb4e --- /dev/null +++ b/academia/F1000_talks/1/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the venue?\nIf **no**, describe what is missing from the first slide (Title: Microbiology Galaxy Lab: The first community-driven gateway for reproducible and FAIR analysis of microbial data; Journal: bioRxiv).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the \"Bioinformatics Bottleneck\" in microbiology, highlighting issues like lack of computational expertise (51.9%) and technical difficulties (25.9%)?\nIf **no**, explain where the background on community barriers is lacking.\n", + "\nDoes the slide deck clearly define the core concept of a \"Community-driven Gateway\" that integrates tools, workflows, and training?\nIf **no**, describe the missing points in explaining the microGalaxy ecosystem.\n", + "\nIs there a slide describing the tool statistics, specifically the 315+ tool suites and 115+ workflows across genomics, metagenomics, and proteomics?\nIf **no**, indicate whether the quantitative overview of analytical resources was omitted.\n", + "\nIs there a slide explaining the \"Multi-level Workflow Hierarchy\" (e.g., Shared, Registered, Tutorial-supported, and IWC-validated)?\nIf **no**, specify if the classification of workflow quality is missing.\n", + "\nDoes the deck present the role of the \"EDAM Ontology\" in enabling FAIR-aligned resource discovery?\nIf **no**, specify if the mechanism for standardized tool annotation is missing.\n", + "\nIs there a slide summarizing the \"MicroGalaxy Community Survey\" methodology and its role in shaping the gateway?\nIf **no**, explain if the community-needs evidence is missing.\n", + "\nDoes the experimental section cover use cases such as AMR (Antimicrobial Resistance) gene detection or taxonomic profiling?\nIf **no**, indicate if practical application examples were omitted.\n", + "\nDoes the deck include visual evidence of the \"Galaxy Training Network (GTN)\" integration (e.g., 39 tutorials and hands-on pathways)?\nIf **no**, indicate if the capacity-building section is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and future directions like federated data analysis?\nIf **no**, describe the missing insights.\n\n", + "\nIs there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\nDoes the last slide serve as a conclusion and is it clear and concise?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of local bioinformatics setups accurate? (e.g., high maintenance costs and lack of standardized pipelines.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Cloud-based GUI Gateway\" rather than a \"Command-line only\" tool?\nIf **no**, point out the deviation in understanding the accessibility principle.\n", + "\nAre the explanations for the \"microGalaxy Community\" consistent with the paper? (It involves over 50 members from 15+ countries.)\nIf **no**, explain the errors in community description.\n", + "\nAre the details of the \"FAIR Principles\" implementation (Findability, Accessibility, Interoperability, Reusability) accurate?\nIf **no**, specifically point out errors in how the platform adheres to these standards.\n", + "\nDoes the performance data in the slides match the paper? (e.g., supporting 25 million analyses since 2019.)\nIf **no**, list the specific discrepancies in usage statistics.\n", + "\nDoes the deck accurately distinguish between \"Meta-omics\" (Metagenomics, Metatranscriptomics, etc.) capabilities within the gateway?\nIf **no**, explain where these specific domains are confused.\n", + "\nAre the definitions of \"IWC-validated workflows\" consistent with the paper's standards (e.g., required CI testing and best practices)?\nIf **no**, point out errors in technical validation interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it provides biological wet-lab services when it is a computational platform)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Interactive Learning\" aspect? (i.e., linking tutorials directly to Galaxy histories.)\nIf **no**, specify the slides where the training integration is misinterpreted.\n", + "\nIs the role of \"CernVM-FS\" in distributing reference data across global servers correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/F1000_talks/1/generation_task/statistics.yaml b/academia/F1000_talks/1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bd844d765b76e8d768dd8a04913f43fc61db0c1e --- /dev/null +++ b/academia/F1000_talks/1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/1 +category: academia +input_metrics: + total_input_tokens: 30347 + generation_prompt_tokens: 2347 + materials_total_tokens: 28000 + material_count: 1 + pdf_total_pages: 50 + file_details: + - name: material.pdf + tokens: 28000 + pages: 50 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/F1000_talks/1/material.pdf b/academia/F1000_talks/1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..556de1513369e5232c202c20c77b9dad933c087c --- /dev/null +++ b/academia/F1000_talks/1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69a96a36ab91b7886c0c7d902321311082b344f04e6e2a3a5c9d0ea5b1321eb5 +size 5201074 diff --git a/academia/F1000_talks/10/generation_task/instructions.md b/academia/F1000_talks/10/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..b7a49760377f3ce2f91d9ba831d80af21c90f2d8 --- /dev/null +++ b/academia/F1000_talks/10/generation_task/instructions.md @@ -0,0 +1,165 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Democratising deep learning for microscopy with ZeroCostDL4Mic + + Author Team: Lucas von Chamier, Romain F. Laine, Johanna Jukkala, et al. + + Affiliation: University College London (UCL); Åbo Akademi University; Institut Pasteur + + Journal: Nature Communications (2021) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Deep Learning (DL) in Microscopy: DL has revolutionized image processing, enabling tasks like super-resolution, denoising, and automated segmentation. + + The Accessibility Barrier: High-performance DL requires expensive GPU hardware and coding expertise, preventing widespread adoption by biologists. + + The Mission: Creating an entry-level, "code-free" platform to democratize DL for the global microscopy community. + +4. **Limitations of Existing Methods:** + + High Hardware Costs: Local GPU workstations are expensive to purchase and maintain. + + Complex Software Environments: Installing CUDA, Python libraries, and managing dependencies is a significant hurdle for non-experts. + + Fragmented Implementations: Different DL models (U-Net, YOLO, CARE) often require distinct, incompatible software setups. + + Design Constraint: Include a visual example (refer to Figure 1) illustrating the workflow from a biological sample to a DL-processed image via ZeroCostDL4Mic. + +5. **Overview of the Proposed Method (ZeroCostDL4Mic)** + + Core Idea: A unified platform leveraging Google Colab's free, cloud-based GPUs to provide a simplified "one-stop" DL experience. + + Key Contribution 1: Cloud-Based Computing. Eliminates the need for local high-end hardware by running training and inference on Google's infrastructure. + + Key Contribution 2: Unified Interface. A standardized, Jupyter Notebook-based UI for diverse DL tasks (Denoising, Super-resolution, etc.). + + Key Contribution 3: Automated Documentation. Built-in quality control and "Bioimage Model Zoo" integration to ensure reproducible results. + +6. **Methodology: The Notebook Architecture** + + Structure: Each notebook follows a standardized flow—Data Upload -> Model Training -> Quality Control -> Inference. + + User Interaction: Simplified forms allow users to set parameters (epochs, learning rate) without writing a single line of code. + +7. **Methodology: Data Management & Privacy** + + Google Drive Integration: Seamless syncing of training data and models between local computers and the cloud. + + Data Security: Leveraging Google's secure environment while providing clear guidelines on data handling for sensitive samples. + +8. **Key Feature: Quality Control (QC) & Validation** + + Quantitative Metrics: Automated calculation of SSIM (Structural Similarity Index) and PSNR to validate model performance. + + Visual Comparison: Side-by-side visualization of input vs. predicted images to help users assess "hallucinations" or errors. + + Design Constraint: Display the QC output diagram (refer to Figure 2) showing the error map and performance plots generated by the platform. + +9. **Supported Deep Learning Tasks** + + Super-Resolution: Implementing models like Deep-STORM for bypassing the diffraction limit. + + Image Restoration: Using CARE and Noise2Void for denoising low-light live-cell imaging. + + Segmentation & Detection: Integrating StarDist and YOLOv2 for automated cell and organelle tracking. + +10. **Experimental Results: Benchmarking Performance** + + Cloud vs. Local: Demonstrating that cloud-based training achieves comparable (and sometimes faster) results than mid-range local GPUs. + + Community Adoption: Case studies showing successful model training by researchers with zero prior coding experience. + +11. **Reproducibility and the Bioimage Model Zoo** + + Standardized Metadata: Generating documentation that complies with FAIR (Findable, Accessible, Interoperable, Reusable) principles. + + Sharing: Enabling users to export trained models to the Bioimage Model Zoo for community-wide re-use. + +12. **Key Takeaways & Limitations** + + Takeaways: ZeroCostDL4Mic significantly lowers the barrier to entry for DL; the cloud-first approach is the future of accessible bioimage analysis. + + Limitations: Dependence on Google Colab's daily usage limits and internet connectivity; not suitable for massive datasets (terabytes). + +13. **Conclusion** + + Summary: ZeroCostDL4Mic empowers biologists to lead their own DL projects, fostering innovation at the intersection of AI and life sciences. + + Future Work: Expanding the notebook library and transitioning to more decentralized cloud resources. + + *** + + --- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/F1000_talks/10/generation_task/judge_prompt.json b/academia/F1000_talks/10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..8980ddd3663ef93ac202d347c038606c2d2e8b38 --- /dev/null +++ b/academia/F1000_talks/10/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the Nature Communications journal?\nIf **no**, describe what is missing from the first slide (Title: Democratising deep learning for microscopy with ZeroCostDL4Mic).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the \"Accessibility Barrier\" in Deep Learning (coding skills and hardware costs)?\nIf **no**, explain where the motivation for the project is lacking.\n", + "\nDoes the slide deck clearly define the concept of using \"Google Colab\" as the core infrastructure?\nIf **no**, describe the missing points in explaining the cloud-based nature of the platform.\n", + "\nIs there a slide describing the variety of tasks supported (e.g., CARE, StarDist, Deep-STORM)?\nIf **no**, indicate whether the multi-tasking capability was omitted.\n", + "\nIs there a slide explaining the \"Code-free\" user interface (Jupyter Notebooks)?\nIf **no**, specify if the entry-level accessibility feature is missing.\n", + "\nDoes the deck present the \"Quality Control\" (QC) mechanisms like SSIM and PSNR?\nIf **no**, specify if the scientific validation section is missing.\n", + "\nIs there a slide summarizing the integration with Google Drive for data storage?\nIf **no**, explain if the data management section is missing.\n", + "\nDoes the experimental section cover the comparison between cloud-trained and locally-trained models?\nIf **no**, indicate if the performance parity evidence was omitted.\n", + "\nDoes the deck include visual results showing \"Before\" and \"After\" DL processing (e.g., denoising or super-resolution)?\nIf **no**, indicate if visual proof of effectiveness is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" regarding the Bioimage Model Zoo and open science?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the limitations, such as internet dependency and Colab usage timeouts?\nIf **no**, specify if the practical constraints were omitted.\n", + "\nIs there a concluding slide emphasizing the \"Democratisation\" of AI for biologists?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Deep Learning\" (DL) accurate in the context of microscopy?\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the distinction between \"Training\" and \"Inference\" correctly presented within the Colab environment?\nIf **no**, point out where the workflow stages are confused.\n", + "\nAre the explanations for SSIM and PSNR consistent with the paper? (e.g., measures of image quality and similarity.)\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of the \"Hallucination\" risk in DL accurate? (The importance of QC to prevent artifacts.)\nIf **no**, specifically point out errors in the safety/reliability description.\n", + "\nDoes the performance data/results match the paper's findings? (e.g., that non-experts can successfully use the platform.)\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that the platform is \"Open Source\" and free to use?\nIf **no**, explain where the licensing or cost model is confused.\n", + "\nAre the definitions of specific models (e.g., Noise2Void for self-supervised denoising) consistent with the paper?\nIf **no**, point out errors in model interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it can run on a phone without internet)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Zero-Cost\" aspect? (i.e., using free cloud resources instead of local clusters.)\nIf **no**, specify the slides where the infrastructure is misinterpreted.\n", + "\nIs the core technical focus (Simplified Deep Learning for Biologists) and the specific publication year (2021) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/F1000_talks/10/generation_task/statistics.yaml b/academia/F1000_talks/10/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0e5106f3f539a9f95d2633ee8f39c26266cbc750 --- /dev/null +++ b/academia/F1000_talks/10/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/10 +category: academia +input_metrics: + total_input_tokens: 12235 + generation_prompt_tokens: 2155 + materials_total_tokens: 10080 + material_count: 1 + pdf_total_pages: 18 + file_details: + - name: material.pdf + tokens: 10080 + pages: 18 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/F1000_talks/10/material.pdf b/academia/F1000_talks/10/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f6a6f2759f9c4acd6c33a4754e425b71d6e0c937 --- /dev/null +++ b/academia/F1000_talks/10/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c9585742138f9d58c03da51bfe35d609929a5e6eb8ecf9c104b91c617968b24c +size 18624514 diff --git a/academia/F1000_talks/2/generation_task/instructions.md b/academia/F1000_talks/2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..22048782aa330b2358939f78eb265a631ad57012 --- /dev/null +++ b/academia/F1000_talks/2/generation_task/instructions.md @@ -0,0 +1,169 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: Pairtools: From sequencing data to chromosome contacts + + * Author Team: Open2C, Nezar Abdennur, Geoffrey Fudenberg, Ilya M. Flyamer, Aleksandra A. Galitsyna, Anton Goloborodko, Maxim Imakaev, Sergey V. Venev + + * Affiliation: UMass Chan Medical School, USC, FMI Basel, MIT, IMBA Vienna + + * Journal: PLOS Computational Biology (2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * 3D Genome Organization: Technologies like Hi-C and Micro-C are essential for mapping spatial proximity and genome folding at scale. + + * Current Landscape: + The field is moving towards massive datasets and diverse protocols (single-cell, haplotype-resolved). +Existing pipelines often lack the modularity to handle heterogeneous 3C-based data types. + + * Motivation & Problem Statement: Need for a high-performance, flexible computational foundation to process raw alignments into standardized contact lists. + +4. **Limitations of Existing Methods:** + + * Monolithic Design: Traditional tools are often "black boxes" that are difficult to customize for non-standard experimental protocols. + + * Scalability Bottlenecks: Increasing sequencing depths require tools that can handle billions of reads with efficient memory management. + + * Lack of Granular Control: Difficulty in performing complex filtering or detailed quality control at the individual read-pair level. + + * Design Constraint: Include a visual example (refer to Fig 1) illustrating the workflow from multi-modal sequencing reads to the generation of a .pairs file. + +5. **Overview of the Proposed Method** + + * Core Idea: Pairtools—a modular, high-performance suite for contact extraction, manipulation, and QC of 3C-based sequencing data. + + * Key Contribution 1: Modular CLI Architecture. Composable tools (parse, sort, dedup) that can be integrated into any pipeline via unix pipes. + + * Key Contribution 2: Standardized Data Format. Promotes the .pairs format, ensuring interoperability between different analysis ecosystems (e.g., 4DN, ENCODE). + + * Key Contribution 3: Protocol Versatility. Supports diverse 3C+ variants including Micro-C, DNase Hi-C, and single-cell applications. + +6. **Methodology: Core Processing Workflow** + + * Step 1: Parsing & Rescuing: Converting BAM/SAM alignments into contact pairs while "rescuing" informative chimeric reads (e.g., walks). + + * Step 2: Sorting & Compression: High-speed genomic position sorting to enable rapid random access and efficient storage. + + * Step 3: Advanced Deduplication: Identifying PCR duplicates using coordinate-based or sequence-based matching, optimized for high-complexity libraries. + +7. **Key Algorithm: Manipulation & QC** + + * Flexible Filtering: A powerful "select" engine allowing users to filter pairs based on mapping quality, strand orientation, or distance. + + * Scaling Analysis: Automated calculation of contact frequency vs. genomic distance [P(s)] to assess library quality. + + * Design Constraint: Display the auxiliary tools diagram (refer to Fig 2) showing how pairtools handles different ligation scenarios and chimeras. + +8. **Dataset and Technical Details** + + * Software Environment: Built in Python with core operations optimized using Cython and NumPy for near-C performance. + + * System Efficiency: Designed for streaming data processing, minimizing disk I/O and peak memory usage during large-scale runs. + + * Data Integrity: Extensive header system to store processing metadata, software versions, and genomic assembly info. + +9. **Experimental Setup** + + * Benchmarks: Performance comparison against established tools like HiC-Pro, Juicer, and Chromap. + + * Dataset Diversity: Validated across multiple species (Human, Mouse, Yeast) and protocols (DpnII, HindIII, Micro-C). + +10. **Experimental Results & Analysis** + + * Performance Gains: Pairtools shows superior or competitive speed, particularly in the sorting and deduplication phases. + + * Robustness: Maintains high accuracy in contact calling even in libraries with high rates of non-ligation artifacts. + + * Design Constraint: Include a comparison table (refer to Table 1) showing processing time and memory consumption across different data scales. + +11. **Specialized Applications** + + * Haplotype Phasing: Tools to assign contacts to specific alleles, enabling the study of homologous chromosome interactions. + + * Single-Cell Support: Specialized modules to handle cell barcodes and aggregate low-coverage individual cell data. + +12. **Key Takeaways & Limitations** + + * Takeaways: Pairtools is a foundational link in the Open2C ecosystem, providing the flexibility needed for the next generation of 3D genomics. + + * Limitations: Primarily a command-line tool, requiring basic bioinformatics expertise; performance depends on the efficiency of the upstream aligner. + +13. **Conclusion** + + * Summary: Pairtools offers a robust, scalable, and modular framework for converting sequencing data into high-quality chromosome contacts. + + * Future Work: Continued integration with emerging long-read technologies and real-time visualization platforms. + +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/F1000_talks/2/generation_task/judge_prompt.json b/academia/F1000_talks/2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e97a9201f713c1edbcf422fc1b64b61a781029c2 --- /dev/null +++ b/academia/F1000_talks/2/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the journal?\nIf **no**, describe what is missing from the first slide (Title: Pairtools: From sequencing data to chromosome contacts; Journal: PLOS Computational Biology).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of 3D Genomics that points out the limitations of existing Hi-C pipelines (e.g., \"monolithic architecture\" and \"poor scalability for large consortia\")?\nIf **no**, explain where the background info on computational bottlenecks is lacking.\n", + "\nDoes the slide deck clearly define the core concept of a \"Modular CLI Toolkit\" and how it differs from traditional \"all-in-one\" pipelines?\nIf **no**, describe the missing points in explaining the \"unix-pipe\" philosophy.\n", + "\nIs there a slide describing the \".pairs\" file format and why it was chosen as the standardized intermediate representation?\nIf **no**, indicate whether the explanation of data interoperability and the 4DN standard was omitted.\n", + "\nIs there a slide explaining the \"Chimeric Read Rescuing\" mechanism (handling of \"walks\") for maximizing data yield from ligation events?\nIf **no**, specify if the logic for interpreting complex multi-fragment alignments is missing.\n", + "\nDoes the deck present the core logic for \"KD-tree-based Deduplication\" (how it identifies PCR duplicates in single-cell or noisy datasets)?\nIf **no**, specify if the algorithm for handling non-exact coordinate matching is missing.\n", + "\nIs there a slide summarizing the various 3C-based protocols supported (e.g., Micro-C, DNase Hi-C, single-cell Hi-C)?\nIf **no**, explain if the protocol versatility section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like HiC-Pro, Juicer, or Chromap in terms of speed and memory?\nIf **no**, indicate if the performance analysis relative to existing mappers was omitted.\n", + "\nDoes the deck include results showing the \"Contact Frequency vs. Distance\" [P(s)] curves as a primary QC metric?\nIf **no**, indicate if the visual evidence of library quality assessment is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., dependence on external aligners like BWA or Bowtie2)?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\nDoes the last slide serve as a conclusion and is it clear and concise?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"modular\" nature accurate? (e.g., each tool does one thing well and communicates via streams, not temporary files.)\nIf **no**, specify the inaccurate descriptions of the architecture.\n", + "\nIs the technical roadmap correctly presented as a \"Pair-centric\" processing flow rather than a \"Matrix-centric\" one?\nIf **no**, point out the deviation in understanding where Pairtools sits in the workflow (before Cooler/matrix generation).\n", + "\nAre the explanations for \"Walks\" and \"Ligations\" consistent with the paper? (The process of decomposing multi-mapping reads into pairs of contacts.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Sorting\" and \"Indexing\" mechanisms accurate? (e.g., genomic position-based sorting to enable fast random access.)\nIf **no**, specifically point out errors in the data structure or processing steps.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's benchmarks? (e.g., processing billions of pairs in a few hours on standard hardware.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"PCR duplicates\" and \"Optical duplicates\" within the Pairtools dedup framework?\nIf **no**, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., cis/trans ratio, library complexity, convergence distance) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it performs de novo genome assembly when it is a mapping/contact processing tool)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Haplotype-tagging\" capability? (i.e., assigning pairs to specific alleles based on SNPs.)\nIf **no**, specify the slides where the phasing capabilities are misinterpreted.\n", + "\nIs the core dependency (e.g., Python, Cython, NumPy) and the specific file format version (4DN .pairs) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/F1000_talks/2/generation_task/statistics.yaml b/academia/F1000_talks/2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9271c6f8df0248134efa5eca07334b62c5e1a73b --- /dev/null +++ b/academia/F1000_talks/2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/2 +category: academia +input_metrics: + total_input_tokens: 11808 + generation_prompt_tokens: 2288 + materials_total_tokens: 9520 + material_count: 1 + pdf_total_pages: 17 + file_details: + - name: material.pdf + tokens: 9520 + pages: 17 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/F1000_talks/2/material.pdf b/academia/F1000_talks/2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5ae68d342433d788232f67b8b0b1df0fc07ef706 --- /dev/null +++ b/academia/F1000_talks/2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7d0bfbccdcf9f56ea65a29ba87db22639c56ad940476e243ce6fffecf95a839a +size 1573592 diff --git a/academia/F1000_talks/3/generation_task/instructions.md b/academia/F1000_talks/3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..80661eaae3ef25df28bdce4323eb0644428d5ae7 --- /dev/null +++ b/academia/F1000_talks/3/generation_task/instructions.md @@ -0,0 +1,168 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: A multiscale functional map of somatic mutations in cancer integrating protein structure and network topology + + * Author Team: Yingying Zhang, Alden K. Leung, Jin Joo Kang, Yu Sun, Guanxi Wu, Le Li, Jiayang Sun, Lily Cheng, Tian Qiu, Junke Zhang, Shayne Wierbowski, Shagun Gupta, James Booth, Haiyuan Yu + + * Affiliation: Cornell University + + * Journal: bioRxiv (Preprint, 2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Cancer Mutational Analysis: Identifying functional driver mutations among millions of passenger mutations is the central challenge in cancer genomics. + + Current Landscape: + Structural-based methods: Focus on localized mutation clustering in 3D protein structures. + Network-based methods: Use protein-protein interaction (PPI) topology to find mutated gene modules. + + Motivation & Problem Statement: Existing methods are often non-overlapping and ignore the "edgetic" effect where mutations at specific interfaces affect only subset of interactions. + +4. **Limitations of Existing Methods:** + + Structural Sparsity: Historically, only a small fraction of the human proteome had high-resolution experimental structures. + + Isotropic Propagation: Standard network models treat all interaction edges equally, failing to reflect that a mutation might disrupt one specific binding partner while leaving others intact. + + Low Signal-to-Noise: Gene-level mutation frequencies often fail to distinguish between functional clusters and random passenger mutations. + + Design Constraint: Include a visual example (refer to Fig 1b) showing how the "Human Protein Structurome" bridges the gap using AlphaFold and PIONEER. + +5. **Overview of the Proposed Method** + + Core Idea: NetFlow3D—A unified framework that integrates atomic-level 3D mutation clustering with global network propagation. + + Key Contribution 1: Human Protein Structurome. A comprehensive repository covering 3D structures and binding interfaces for nearly all human proteins and PPIs. + + Key Contribution 2: 3D-Guided Initialization. Uses p-values from 3D mutation clusters to initialize "heat" in the network, boosting the signal of functional drivers. + + Key Contribution 3: Anisotropic Propagation. Weights network edges based on interface-specific structural evidence to model localized mutational impacts. + +6. **Methodology: 3D Clustering & Structurome Construction** + + Step 1: Building the Structurome: Integrating AlphaFold2 models with PIONEER-predicted binding interfaces to map the "edgetic" landscape. + + Step 2: 3D Mutational Clustering: Identifying intra- and inter-protein clusters at the residue level, controlling for local background mutation rates. + +7. **Key Algorithm: NetFlow3D Propagation** + + Heat Diffusion Model: Adapted from HotNet2, but enhanced with structural weights. + + Edge Anisotropy: Diffusion is directed more strongly towards interaction partners whose specific binding interfaces overlap with mutation clusters. + + Design Constraint: Display the construction process diagram (refer to Fig 1c-d) showing the flow from Atomic 3D Clustering -> Network Propagation -> Module Identification. + +8. **Dataset and Technical Details** + + Data Sources: Somatic mutations from 9,946 tumors (33 cancer types) via TCGA MC3. + + Structural Scale: Covers 20,431 canonical protein structures and 146,316 PPI interfaces. + + Technical Stack: Leveraging high-performance computing for multiscale integration of atomic and topological data. + +9. **Experimental Setup** + + Benchmarks: Evaluated against standard gene-level network analysis and 4 state-of-the-art 3D clustering algorithms. + + Validation: Functional testing via CRISPR-Cas9 fitness screens and TMT-IP-MS quantitative proteomics for specific modules. + +10. **Experimental Results & Analysis** + + Increased Sensitivity: NetFlow3D identifies ~8-fold more proteins in significant modules compared to non-structural network methods. + + Biological Insight: Modules discovered are highly enriched for known cancer pathways and show strong associations with patient survival. + + Design Constraint: Include a performance comparison chart (refer to Fig 3c) demonstrating the superiority of 3D-integrated propagation over gene-level methods. + +11. **Visual Analysis & Case Studies** + + Integrator-PP2A Complex: A novel module where interface mutations disrupt the recruitment of PP2A by the Integrator complex. + + Experimental Validation: Co-immunoprecipitation (Co-IP) confirming that PPP2R1A mutations (p.Arg258Cys) disrupt specific subunit interactions. + +12. **Key Takeaways & Limitations** + + Takeaways: Multiscale integration is essential for mapping the functional consequences of mutations; "edgetic" disruptions are key drivers of cancer. + + Limitations: Performance relies on the accuracy of AlphaFold/PIONEER predictions; focus is limited to in-frame mutations. + +13. **Conclusion** + + Summary: NetFlow3D provides a systematic map of how atomic-level mutations propagate through the cellular network to drive cancer. + + Future Work: Application to drug discovery by targeting specific disrupted interfaces identified by the framework. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/F1000_talks/3/generation_task/judge_prompt.json b/academia/F1000_talks/3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a68900512bec1396c669483b46f2e3b287a659a1 --- /dev/null +++ b/academia/F1000_talks/3/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the journal?**\nIf **no**, describe what is missing from the first slide (Title: A multiscale functional map of somatic mutations in cancer integrating protein structure and network topology; Authors: Yingying Zhang et al.; Journal: bioRxiv/Preprint).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of cancer mutations that points out the limitations of existing methods (e.g., \"non-overlapping insights\" and \"limited structural coverage\")?**\nIf **no**, explain where the background info on adaptation efficiency is lacking.\n", + "\n**Does the slide deck clearly define the core concept of using \"NetFlow3D\" to integrate atomic-resolution clusters with global network topology?**\nIf **no**, describe the missing points in explaining the end-to-end framework.\n", + "\n**Is there a slide describing the \"Anisotropic Propagation\" architecture and how it utilizes PPI interface data?**\nIf **no**, indicate whether the structural link between the interface clusters and the edge weights was omitted.\n", + "\n**Is there a slide explaining the \"Human Protein Structurome\" and its role in expanding the search space for driver mutations?**\nIf **no**, specify if the mechanism for leveraging predicted structures is missing.\n", + "\n**Does the deck present the core logic for \"3D Clustering\" (how background mutation rates like replication timing are controlled)?**\nIf **no**, specify if the statistical refinement of mutation clustering is missing.\n", + "\n**Is there a slide summarizing the training data sources used (e.g., TCGA MC3 dataset and PDB/AlphaFold DB)?**\nIf **no**, explain if the dataset section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like HotNet2 or other 3D clustering algorithms?**\nIf **no**, indicate if the performance analysis relative to existing methods was omitted.\n", + "\n**Does the deck include qualitative results showing the identification of specific modules like the Integrator-PP2A complex?**\nIf **no**, indicate if visual evidence of the multiscale map is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., dependence on predicted structural accuracy)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the limitations of experimental structures accurate? (e.g., only ~36% of proteins and ~6% of PPIs are covered.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as a \"Weighted Heat Diffusion\" rather than \"Simple Frequency Counting\"?**\nIf **no**, point out the deviation in understanding the diffusion principle.\n", + "\n**Are the explanations for \"Anisotropy\" consistent with the paper? (It weights edges based on interface-specific mutation clusters.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Edgetic Effect\" or training objectives accurate?**\nIf **no**, specifically point out errors in the biological rationale for weighting.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., identified ~8-fold more proteins in modules compared to standard PPI analysis.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Intra-protein\" and \"Inter-protein\" clusters within the NetFlow3D framework?**\nIf **no**, explain where these concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., precision-recall for cancer gene census, survival hazard ratios) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it predicts protein structures from scratch when it uses AlphaFold/PIONEER output)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Multiscale\" nature? (i.e., mapping from atom to residue to protein to network.)**\nIf **no**, specify the slides where the mapping process is misinterpreted.\n", + "\n**Is the base data (e.g., TCGA pan-cancer, UniProt human proteome) and the specific 3D distance cutoffs (6 Angstroms and 9 Angstroms) correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/F1000_talks/3/generation_task/statistics.yaml b/academia/F1000_talks/3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bfe20949f2ae3bb3fb5596cfd45f0ac1b6c6fd9d --- /dev/null +++ b/academia/F1000_talks/3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/3 +category: academia +input_metrics: + total_input_tokens: 20782 + generation_prompt_tokens: 2302 + materials_total_tokens: 18480 + material_count: 1 + pdf_total_pages: 33 + file_details: + - name: material.pdf + tokens: 18480 + pages: 33 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/F1000_talks/3/material.pdf b/academia/F1000_talks/3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..23ad50829948e49afce7cf420926f9bebf707a58 --- /dev/null +++ b/academia/F1000_talks/3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:338c3690ae3fa79012c36bf9bd344983977b4867025810fb6da3cd28ce1942e2 +size 4587652 diff --git a/academia/F1000_talks/4/generation_task/instructions.md b/academia/F1000_talks/4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d9ee8b01132a80bbac6bbcf1aba0a2cec65ed885 --- /dev/null +++ b/academia/F1000_talks/4/generation_task/instructions.md @@ -0,0 +1,152 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Genomic data representations for horizontal gene transfer detection + + Author Team: Andre Jatmiko Wijaya, Aleksandar Anžel, Hugues Richard, Georges Hattab + + Affiliation: Robert Koch Institute (ZKI-PH), Freie Universität Berlin + + Journal: NAR Genomics and Bioinformatics (2025) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Horizontal Gene Transfer (HGT): A primary driver for the spread of antimicrobial resistance (AMR), enabling pathogens to acquire resistance genes across species. + + Current Landscape: + Traditional methods (sequence assembly, comparative genomics) often lack resolution for complex or recent transfer events. + Machine Learning (ML) is emerging as a powerful alternative for HGT detection. + + Motivation & Problem Statement: The performance of ML models is heavily dependent on how genomic data is represented, yet there is no systematic evaluation of these representations for HGT. + +4. **Limitations of Existing Methods:** + + Heuristic Dependence: Traditional HGT detection relies on specific genomic signatures (e.g., GC content) which can be inconsistent across different taxa. + + Black-box Representations: Many ML studies use a single data representation without justifying why it was chosen or how it affects model sensitivity. + + Lack of Benchmarking: A critical gap exists in understanding which numerical encodings (K-mers vs. Embeddings) best capture the evolutionary signals of HGT. + + Design Constraint: Include a visual example (refer to Abstract/Intro) illustrating how HGT allows "superbugs" to bypass traditional species-bound inheritance. + +5. **Overview of the Proposed Method** + + Core Idea: A systematic benchmark of five distinct genomic data representations to identify the optimal encoding for ML-based HGT detection. + + Key Contribution 1: Comparative Framework. Evaluation of One-Hot Encoding, K-mer frequency, and three advanced embedding techniques (Word2Vec, FastText, DNA2Vec). + + Key Contribution 2: Multi-Criteria Assessment. Testing across diverse datasets, considering both classification accuracy and computational efficiency. + + Key Contribution 3: Best Practice Guidelines. Providing a roadmap for researchers to select representations based on the specific evolutionary scale of the HGT event. + +6. **Methodology: Data Representations Tested** + + Classical Encodings: + One-Hot Encoding: Captures exact positional information at the nucleotide level. + K-mer Frequency: Captures local sequence composition and "genomic signatures." + + Neural Embeddings: + Word2Vec/DNA2Vec: Learned vector representations that capture semantic/functional relationships between genomic segments. + FastText: Handles out-of-vocabulary sub-sequences, potentially useful for rare HGT events. + +7. **Experimental Design & Workflow** + + Dataset Sourcing: Curated genomic sequences with confirmed HGT events (e.g., AMR gene transfers). + + Model Selection: Using standard ML classifiers (Random Forest, SVM, or Neural Networks) to ensure that performance gains are attributed to data representation rather than model architecture. + + Design Constraint: Display a workflow diagram showing the pipeline from Raw Genomic Sequences -> Five Representation Encodings -> ML Classifier -> HGT Detection Results. + +8. **Experimental Results & Analysis** + + Performance Stratification: Word2Vec and DNA2Vec consistently outperform simpler encodings in identifying distal HGT events. + + Computational Trade-offs: One-Hot encoding offers the highest resolution but suffers from high dimensionality and memory intensity. + + Robustness: Embeddings prove more resilient to sequencing errors and genomic "amelioration" (where transferred DNA starts to mimic the host's signature). + +9. **Key Takeaways & Limitations** + + Takeaways: Data representation is a critical hyperparameter in HGT detection; embeddings provide a superior balance between feature richness and model generalizability. + + Limitations: The study focuses on chromosomal HGT; the dynamics of plasmid-mediated transfer may require specialized temporal representations. + +10. **Conclusion** + + Summary: This study establishes a benchmark that optimizes ML pipelines for monitoring the spread of AMR through HGT. + + Future Work: Integrating structural genomic features and long-read sequencing data into the representation framework. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/F1000_talks/4/generation_task/judge_prompt.json b/academia/F1000_talks/4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..06610880dc22197a47049ab35136df9d166549f8 --- /dev/null +++ b/academia/F1000_talks/4/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the journal?\nIf **no**, describe what is missing from the first slide (Title: Genomic data representations for horizontal gene transfer detection; Conf/Journal: NAR Genomics and Bioinformatics 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of HGT and its role in Antimicrobial Resistance (AMR)?\nIf **no**, explain where the biological significance is lacking.\n", + "\nDoes the slide deck clearly define the five genomic representations tested (One-Hot, K-mer, Word2Vec, FastText, DNA2Vec)?\nIf **no**, describe the missing points in explaining the technical variations.\n", + "\nIs there a slide explaining the concept of \"Genomic Amelioration\" and why it makes HGT detection difficult?\nIf **no**, indicate whether this key evolutionary challenge was omitted.\n", + "\nIs there a slide describing the machine learning pipeline used for the benchmarking process?\nIf **no**, specify if the link between data encoding and model training is missing.\n", + "\nDoes the deck present the performance comparison (accuracy/F1-score) across the different representations?\nIf **no**, specify if the core quantitative findings are missing.\n", + "\nIs there a slide summarizing the dataset characteristics (e.g., specific pathogens or AMR genes used)?\nIf **no**, explain if the data source section is missing.\n", + "\nDoes the experimental section cover the computational efficiency (e.g., training time/memory) of each representation?\nIf **no**, indicate if the practical trade-off analysis was omitted.\n", + "\nDoes the deck include visual results showing how embeddings cluster HGT sequences differently from K-mers?\nIf **no**, indicate if visual evidence of representation power is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., focus on chromosomal DNA vs. plasmids)?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\nDoes the last slide serve as a conclusion and is it clear and concise?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of Horizontal Gene Transfer (HGT) accurate? (e.g., non-vertical transfer of genetic material between organisms.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the distinction between \"Frequency-based\" (K-mer) and \"Embedding-based\" (DNA2Vec) methods correctly presented?\nIf **no**, point out the deviation in technical classification.\n", + "\nAre the explanations for Word2Vec/DNA2Vec consistent with the paper? (e.g., they map genomic sequences into a continuous vector space.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of why FastText is useful for HGT accurate? (e.g., its ability to handle sub-sequence/sub-word information.)\nIf **no**, specifically point out errors in the tool's rationale.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's findings? (e.g., which representation achieved the highest AUC for AMR detection.)\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately distinguish between \"Supervised Learning\" and the \"Data Representation\" step itself?\nIf **no**, explain where these stages are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Precision, Recall, F1-score) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it discovered a new AMR gene when it actually evaluates detection methods)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the comparative nature of the study? (i.e., side-by-side performance of different encodings.)\nIf **no**, specify the slides where the comparisons are misinterpreted.\n", + "\nIs the core technical focus (ML-based HGT detection) and the specific publication year (2025) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/F1000_talks/4/generation_task/statistics.yaml b/academia/F1000_talks/4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..db1470d4eb43c06657eb52e54404ab9dafe4a5e8 --- /dev/null +++ b/academia/F1000_talks/4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/4 +category: academia +input_metrics: + total_input_tokens: 8240 + generation_prompt_tokens: 2080 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/F1000_talks/4/material.pdf b/academia/F1000_talks/4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4e74c7f0b6806cfa78d62da0fa344e07f47619fb --- /dev/null +++ b/academia/F1000_talks/4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:12a7baa6edf78f0a484e57c83191f2e27b62d967d9d0b48b8383a118b5200a45 +size 860199 diff --git a/academia/F1000_talks/5/generation_task/instructions.md b/academia/F1000_talks/5/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..c346b44ff49fc7d6df1756e64fa687675b86a457 --- /dev/null +++ b/academia/F1000_talks/5/generation_task/instructions.md @@ -0,0 +1,170 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: HELP: A computational framework for labelling and predicting human common and context-specific essential genes + + Author Team: Ilaria Granata, Lucia Maddalena, Mario Manzo, Mario Rosario Guarracino, Maurizio Giordano + + Affiliation: Institute for High-Performance Computing and Networking (CNR), Italy; University of Naples "L'Orientale", Italy + + Journal: PLOS Computational Biology (2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Gene Essentiality: Identifying genes critical for cell survival is fundamental to understanding biological systems and discovering therapeutic targets in diseases like cancer. + + Current Landscape: + CRISPR and RNAi screens provide large-scale data on gene knockout effects. + Challenge: Gene essentiality is not static; it varies significantly across different tissues and cell types (context-specific). + + Motivation & Problem Statement: Existing methods often struggle to distinguish between "common essential" genes and those essential only in specific biological contexts. + +4. **Limitations of Existing Methods:** + + Binary Classification Oversimplification: Traditional methods often treat essentiality as a 0 or 1 property, ignoring the biological continuum. + + Labeling Inconsistency: Different scoring systems in CRISPR screens (e.g., Bayes Factor, CERES) lead to conflicting labels for the same gene. + + Context Neglect: Most frameworks focus on pans-cancer essentiality, lacking the granularity to identify tissue-specific vulnerabilities. + + Design Constraint: Include a visual example (refer to Fig 1) showing the variability of gene essentiality scores across diverse cancer cell lines. + +5. **Overview of the Proposed Method (HELP)** + + Core Idea: HELP (Human Essentiality Labelling and Prediction)—A dual-phase framework for systematic labeling and multi-classifier prediction of essential genes. + + Key Contribution 1: Integrated Labelling Strategy. A robust consensus-based method to categorize genes into Common Essential (CE), Context-Specific (CS), and Non-Essential (NE). + + Key Contribution 2: Feature-Rich Integration. Combines genomic, transcriptomic, and proteomic features with network-based topological properties. + + Key Contribution 3: Automated ML Pipeline. A comparative analysis of multiple ML algorithms to optimize prediction accuracy for both CE and CS genes. + +6. **Methodology: The Labelling Phase** + + Data Harmonization: Integration of DepMap (Achilles) and Project Score datasets using normalized essentiality scores. + + Consensus Approach: Implementing a threshold-based strategy to handle score variance and ensure high-confidence labeling of CE, CS, and NE categories. + +7. **Methodology: Feature Engineering** + + Biological Features: Incorporating Gene Ontology (GO) terms, protein domains, subcellular localization, and expression levels. + + Network Topology: Utilizing Protein-Protein Interaction (PPI) networks to calculate centrality measures (Degree, Betweenness, PageRank) for each gene. + +8. **Key Algorithm: Multi-Classifier Prediction** + + Phase 2 Workflow: Training five supervised ML models (Random Forest, SVM, XGBoost, Neural Networks, etc.) on the curated labels. + + Feature Selection: Using Recursive Feature Elimination (RFE) to identify the most predictive biological markers for essentiality. + + Design Constraint: Display the framework architecture diagram (refer to Fig 2) showing the flow from Data Integration -> Labelling -> Feature Extraction -> ML Prediction. + +9. **Dataset and Training Details** + + Data Source: 17,000+ human genes across 1,000+ cancer cell lines from the DepMap portal. + + Categorization Stats: Summary of the final labeled dataset (e.g., counts of CE vs. CS genes identified). + + Cross-Validation: 10-fold cross-validation used to ensure the robustness of the ML models. + +10. **Experimental Results & Analysis** + + Classification Accuracy: ML models achieving high AUC/F1-scores in distinguishing CE from NE genes. + + CS Prediction Performance: Demonstrating the framework's unique ability to predict context-specific essentiality with high precision. + + Design Constraint: Include a performance comparison table (refer to Table 2 or Fig 5) showing the metrics across different ML classifiers. + +11. **Biological Validation & Case Studies** + + Functional Enrichment: CE genes are primarily involved in fundamental processes (ribosome, RNA splicing), while CS genes relate to specific signaling pathways. + + Cancer-Specific Analysis: Case study on genes essential only in specific lineages (e.g., Breast vs. Lung cancer). + +12. **Key Takeaways & Limitations** + + Takeaways: The HELP framework provides a standardized way to define gene essentiality; network topology remains a strong predictor of common essentiality. + + Limitations: CS prediction is highly dependent on the availability of high-quality tissue-specific PPI networks. + +13. **Conclusion** + + Summary: HELP bridges the gap between raw screening data and functional gene classification, offering a powerful tool for precision medicine. + + Future Work: Incorporating epigenetic data and extending the framework to non-cancerous essentiality studies. + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/F1000_talks/5/generation_task/judge_prompt.json b/academia/F1000_talks/5/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d5d3b2c3e10e70a13c0d2df4ea4fb2e4dee3e55a --- /dev/null +++ b/academia/F1000_talks/5/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the journal?\nIf **no**, describe what is missing from the first slide (Title: HELP: A computational framework for labelling and predicting human common and context-specific essential genes; Journal: PLoS Computational Biology 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of gene essentiality that points out the limitations of static \"essential/non-essential\" binary views?\nIf **no**, explain where the biological nuance regarding context-specificity is lacking.\n", + "\nDoes the slide deck clearly define the acronym \"HELP\" and its two main phases (Labelling and Prediction)?\nIf **no**, describe the missing points in explaining the framework's structure.\n", + "\nIs there a slide describing the data sources used, specifically DepMap (Achilles) and Project Score?\nIf **no**, indicate whether the foundation of the training data was omitted.\n", + "\nIs there a slide explaining the 3-way classification (Common Essential, Context-Specific, Non-Essential)?\nIf **no**, specify if the unique labeling strategy is missing.\n", + "\nDoes the deck present the biological and network features (e.g., centrality, expression) used to train the models?\nIf **no**, specify if the feature engineering section is missing.\n", + "\nIs there a slide summarizing the ML models compared (e.g., Random Forest, SVM, XGBoost)?\nIf **no**, explain if the algorithm selection section is missing.\n", + "\nDoes the experimental section cover the evaluation metrics such as F1-score and AUC?\nIf **no**, indicate if the quantitative performance analysis was omitted.\n", + "\nDoes the deck include results showing the enrichment analysis of identified CE and CS genes?\nIf **no**, indicate if functional validation evidence is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., data dependency)?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\nDoes the last slide serve as a conclusion and is it clear and concise?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Common Essential (CE)\" genes accurate? (e.g., genes required for survival across most or all cell lines.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the distinction between \"Labelling\" (Phase 1) and \"Prediction\" (Phase 2) correctly presented?\nIf **no**, point out where the two phases are confused.\n", + "\nAre the explanations for \"Network Centrality\" consistent with the paper? (e.g., degree and betweenness as predictors of essentiality.)\nIf **no**, explain the errors in topological definition.\n", + "\nAre the details of the consensus labeling threshold accurate? (How the paper handles conflicting scores between datasets.)\nIf **no**, specifically point out errors in the labeling logic.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., high AUC scores for CE vs. NE classification.)\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately distinguish between gene-level features and cell-line-level contexts?\nIf **no**, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Precision-Recall curves) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it can cure cancer when it is a predictive framework)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's performance on Context-Specific genes?\nIf **no**, specify the slides where the CS prediction power is misinterpreted.\n", + "\nIs the core technical focus (CRISPR-based essentiality) and the specific publication year (2024) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/F1000_talks/5/generation_task/statistics.yaml b/academia/F1000_talks/5/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e800f1f965f4b980543a81e6527db649753209cb --- /dev/null +++ b/academia/F1000_talks/5/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/5 +category: academia +input_metrics: + total_input_tokens: 15146 + generation_prompt_tokens: 2266 + materials_total_tokens: 12880 + material_count: 1 + pdf_total_pages: 23 + file_details: + - name: material.pdf + tokens: 12880 + pages: 23 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/F1000_talks/5/material.pdf b/academia/F1000_talks/5/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..78acc87087e03420242cb0fe03c48f465f88a56b --- /dev/null +++ b/academia/F1000_talks/5/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:12a43e63af5639d4ed75c91e3ee0e100ed7f7934500337eb9b4bacb50ceaef99 +size 2940028 diff --git a/academia/F1000_talks/6/generation_task/instructions.md b/academia/F1000_talks/6/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..f4a222e8c3cf60af4bc8eaf39bbdab5ac17916a5 --- /dev/null +++ b/academia/F1000_talks/6/generation_task/instructions.md @@ -0,0 +1,169 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Characterization and automated classification of sentences in the biomedical literature: a case study for biocuration of gene expression and protein kinase activity + + Author Team: Daniela Raciti, Kimberly M. Van Auken, Valerio Arnaboldi, Christopher J. Tabone, Hans-Michael Muller, Paul W. Sternberg + + Affiliation: California Institute of Technology (Caltech); The Jackson Laboratory + + Journal: bioRxiv (Preprint, 2025) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Biocuration Crisis: The rapid growth of biomedical literature makes manual curation (extracting gene functions/data) increasingly labor-intensive. + + Current Landscape: + Curators must scan full-text papers to find specific evidence of gene expression and biochemical activities. + Existing Automated Content Suggestion (ACS) tools often work at the paper level, not the sentence level. + + Motivation & Problem Statement: To improve curation efficiency by developing high-performing ML models for fine-grained, sentence-level classification. + +4. **Limitations of Existing Methods:** + + Coarse Granularity: Most current text-mining tools identify relevant papers but do not pinpoint the exact sentences containing curatable evidence. + + Data Imbalance: In full-text articles, "informative" sentences are rare (sparse) compared to descriptive or background text, making ML training difficult. + + Generalization Issues: Models trained on one biological entity (e.g., Gene Expression) often fail to perform well on others (e.g., Kinase Activity) without significant retraining. + + Design Constraint: Include a visual example (refer to Table 1) showing the contrast between "Informative" vs. "Non-informative" sentences in the context of gene expression. + +5. **Overview of the Proposed Method** + + Core Idea: A comparative framework for sentence-level classification using BERT-based models and Large Language Models (LLMs) like GPT. + + Key Contribution 1: High-Quality Gold Standard Dataset. Curated 5,745 sentences for Gene Expression and 4,456 for Kinase Activity from full-text papers. + + Key Contribution 2: Benchmarking BERT vs. GPT. Systematic evaluation of BioBERT, SciBERT, and GPT (3.5/4) across zero-shot, few-shot, and fine-tuning scenarios. + + Key Contribution 3: Automated Curation Pipeline. A framework that filters full-text to suggest specific sentences to curators, significantly reducing manual review time. + +6. **Methodology: Dataset Construction** + + Corpus Selection: Full-text articles from WormBase (C. elegans) and MGI (Mouse). + + Curation Workflow: Expert curators labeled sentences as Informative (containing gene/tissue/assay details) or Non-informative. + + Inter-curator Reliability: Using Cohen's Kappa to ensure the gold standard labels are robust and reproducible. + +7. **Methodology: Model Architectures** + + BERT Models: Utilizing domain-specific pre-trained models (BioBERT, SciBERT) with a classification head for fine-tuning. + + LLM Approaches: Prompt engineering for GPT-3.5 and GPT-4, testing their ability to understand complex biological context without extensive fine-tuning. + +8. **Key Algorithm: Sentence-Level Classification** + + Binary Classification Task: Predicting whether a sentence contains "curatable" evidence for a specific biological data type. + + Handling Sparsity: Implementing strategies to deal with the low frequency of informative sentences in full-text supplements. + + Design Constraint: Display the classification workflow diagram (refer to Fig 1) showing the flow from Full-text Parsing -> Sentence Tokenization -> ML Model -> Curator Review. + +9. **Experimental Setup & Metrics** + + Evaluation Metrics: Precision, Recall, and F1-score, with a focus on F1 to balance the detection of rare informative sentences. + + Test Sets: Hold-out datasets used to evaluate the generalization of fine-tuned BERT models. + +10. **Experimental Results: BERT Performance** + + Fine-tuned Superiority: BioBERT and SciBERT achieved high F1-scores (>0.85) for Gene Expression, outperforming zero-shot LLM approaches. + + Domain Sensitivity: Performance remained consistent across different species (Worm vs. Mouse), indicating good cross-taxa portability. + +11. **Experimental Results: GPT & Few-shot Analysis** + + Zero-shot vs. Few-shot: Providing examples (few-shot) significantly improved GPT's performance, but it still trailed fine-tuned BERT models in precision. + + GPT-4 Insights: While slower/more expensive, GPT-4 showed a better "understanding" of nuanced biological evidence than GPT-3.5. + + Design Constraint: Include a performance comparison chart (refer to Fig 3) showing F1-scores of BioBERT, SciBERT, and GPT-4. + +12. **Key Takeaways & Limitations** + + Takeaways: Fine-tuned BERT models are currently the most cost-effective and accurate tools for specific biocuration tasks; sentence-level tools can reduce curation workload by over 70%. + + Limitations: Models still struggle with sentences requiring "distal context" (information spread across multiple sentences). + +13. **Conclusion** + + Summary: The study provides a roadmap for integrating automated sentence classification into professional biocuration workflows. + + Future Work: Developing multi-sentence context awareness and expanding to more complex data types like phenotypic descriptions. + +*** + +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/F1000_talks/6/generation_task/judge_prompt.json b/academia/F1000_talks/6/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ee3a0cc1837ab250ca5e33f3c2fb7eee792918be --- /dev/null +++ b/academia/F1000_talks/6/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the affiliation?\nIf **no**, describe what is missing from the first slide (Title: Characterization and automated classification of sentences...; Authors: Daniela Raciti et al.; Affiliation: Caltech).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Biocuration and the \"information overload\" problem?\nIf **no**, explain where the justification for automation is lacking.\n", + "\nDoes the slide deck clearly define the difference between \"Informative\" and \"Non-informative\" sentences?\nIf **no**, describe the missing points in explaining the classification target.\n", + "\nIs there a slide describing the \"Gold Standard\" datasets for Gene Expression and Kinase Activity?\nIf **no**, indicate whether the foundation of the experimental data was omitted.\n", + "\nIs there a slide explaining why sentence-level classification is preferred over paper-level classification?\nIf **no**, specify if the granularity argument is missing.\n", + "\nDoes the deck present the technical details of BERT fine-tuning (e.g., BioBERT, SciBERT)?\nIf **no**, specify if the model architecture section is missing.\n", + "\nIs there a slide summarizing the prompt engineering or few-shot strategies used for GPT models?\nIf **no**, explain if the LLM methodology section is missing.\n", + "\nDoes the experimental section cover the F1-score results for the different models?\nIf **no**, indicate if the primary performance metrics are missing.\n", + "\nDoes the deck include results comparing the performance between Mouse (MGI) and Worm (WormBase) data?\nIf **no**, indicate if the cross-species validation evidence is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and the reduction in manual curation effort (e.g., filtering out >90% of text)?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the limitations, such as the need for context beyond a single sentence?\nIf **no**, specify if the model shortcomings were omitted.\n", + "\nIs there a concluding slide pointing towards future integration of these models into knowledgebase pipelines?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Biocuration\" accurate? (e.g., the manual extraction of biological data by professional curators.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the distinction between \"Zero-shot\" and \"Few-shot\" GPT performance correctly presented?\nIf **no**, point out where the LLM testing scenarios are confused.\n", + "\nAre the explanations for BioBERT and SciBERT consistent with the paper? (e.g., models pre-trained on biomedical/scientific literature.)\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of the \"Inter-curator Reliability\" (Kappa score) accurate?\nIf **no**, specifically point out errors in the data quality assessment logic.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., BERT models typically outperforming GPT-3.5 in this task.)\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that \"Kinase Activity\" was used as a second case study to test generalizability?\nIf **no**, explain where the experimental scope is confused.\n", + "\nAre the definitions of evaluation metrics (Precision vs. Recall in a sparse data context) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming GPT-4 is 100% accurate)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the sparsity of informative sentences in full-text papers?\nIf **no**, specify the slides where the data distribution is misinterpreted.\n", + "\nIs the core technical focus (sentence classification for curation) and the specific preprint status (2025) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/F1000_talks/6/generation_task/statistics.yaml b/academia/F1000_talks/6/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5a5306ee1234dc6dab17653c157a10ba25257776 --- /dev/null +++ b/academia/F1000_talks/6/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/6 +category: academia +input_metrics: + total_input_tokens: 18035 + generation_prompt_tokens: 2355 + materials_total_tokens: 15680 + material_count: 1 + pdf_total_pages: 28 + file_details: + - name: material.pdf + tokens: 15680 + pages: 28 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/F1000_talks/6/material.pdf b/academia/F1000_talks/6/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..595ee80f91a8518b91610ea95df014f94a2d23c8 --- /dev/null +++ b/academia/F1000_talks/6/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:80c4f05f4e6971306f0c749021a975a0a8544a1c6b0d68f40780531d6ed137ff +size 755492 diff --git a/academia/F1000_talks/7/generation_task/instructions.md b/academia/F1000_talks/7/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..636cae9e2486f4893e7c51279a5f3a42d2a7838b --- /dev/null +++ b/academia/F1000_talks/7/generation_task/instructions.md @@ -0,0 +1,164 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Lessons learned to boost a bioinformatics knowledge base reusability, the Bgee experience + + Author Team: Tarcisio Mendes de Farias, Julien Wollbrett, Marc Robinson-Rechavi, Frederic Bastian + + Affiliation: SIB Swiss Institute of Bioinformatics; University of Lausanne + + Journal: GigaScience (2023) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Bioinformatics Knowledge Bases (KBs): Critical resources for biomedical research, but their utility depends entirely on data reusability. + + The Interoperability Challenge: Data often exists in silos with inconsistent formats, making it difficult for other KBs or AI systems to "reuse" the information. + + Case Study - Bgee: A specialized database for gene expression across species, serving as a model for implementing FAIR (Findable, Accessible, Interoperable, Reusable) principles. + +4. **Limitations of Existing KBs:** + + Structural Rigidity: Many databases use proprietary formats that require custom parsers, hindering automated data exchange. + + Semantic Ambiguity: Lack of standardized ontologies leads to confusion when integrating data from different biological domains (e.g., anatomy vs. developmental stages). + + Infrastructure Overhead: High costs and technical complexity in maintaining SPARQL endpoints or complex APIs often lead to "dormant utility." + + Design Constraint: Include a visual example (refer to Abstract/Background) illustrating the "exchange value" of a KB vs. its potential utility. + +5. **Overview of the Proposed Method (The Bgee Approach)** + + Core Idea: A multi-layered interoperability strategy combining Semantic Web technologies, standardized APIs, and collaborative biocuration. + + Key Contribution 1: Hybrid Data Access. Providing both R-packages (BgeeDB) and SPARQL endpoints to cater to different user communities (biologists vs. data scientists). + + Key Contribution 2: Ontology-Centric Integration. Heavy reliance on Uberon (anatomy) and Cell Ontology (CL) to ensure precise cross-species comparisons. + + Key Contribution 3: The "Bgee Experience" Lessons. A synthesized roadmap of best practices for building reusable bioinformatics infrastructures. + +6. **Methodology: Semantic Interoperability** + + RDF Representation: Transforming gene expression data into Resource Description Framework (RDF) to enable machine-readable links. + + URI Standardization: Implementation of persistent, dereferenceable identifiers for genes, organs, and species to prevent link rot. + +7. **Methodology: Technical Interoperability** + + RESTful APIs & R-Packages: Facilitating seamless integration into bioinformatics pipelines (e.g., TopGO for enrichment analysis). + + Schema.org Integration: Using lightweight "BioSchemas" to improve the discoverability of Bgee datasets via general search engines like Google. + +8. **Key Algorithm: Cross-Species Data Mapping** + + Homology-Driven Integration: Utilizing OMA (Orthologous Matrix) data to link expression patterns across 50+ species. + + Normalization Pipeline: How Bgee handles "Gold-standard" manual curation alongside automated data processing to ensure high-quality reusability. + + Design Constraint: Display the Bgee Interoperability Architecture (refer to Fig 1/2 in paper context) showing the flow from Data Sources -> Normalization -> RDF/API -> End Users. + +9. **Case Study: Integration with OncoMX & WikiPathways** + + Real-world Reusability: Demonstrating how Bgee data powers cancer research (OncoMX) and pathway modeling (WikiPathways) through semantic links. + + SPARQL Federated Queries: Examples of querying multiple databases simultaneously to answer complex biological questions. + +10. **Experimental Results: Metrics of Reusability** + + Usage Statistics: Growth in BgeeDB R-package downloads and API hits as a proxy for successful interoperability. + + Data Citation & Provenance: Tracking how often Bgee data is integrated into third-party knowledge graphs. + +11. **Lessons Learned: The "Bgee Experience"** + + The Cost of Semantic Web: Acknowledging that SPARQL maintenance is resource-intensive but necessary for advanced reasoning. + + Collaboration over Competition: The importance of participating in global consortia (e.g., ELIXIR, Alliance of Genome Resources). + +12. **Key Takeaways & Limitations** + + Takeaways: Interoperability is not a one-time task but a continuous evolution; user-centric tools (like R-packages) drive more immediate reuse than complex semantic endpoints. + + Limitations: Maintaining high-quality manual curation at scale remains a bottleneck for all high-interoperability KBs. + +13. **Conclusion** + + Summary: Bgee's experience proves that semantic and technical interoperability significantly boosts the ROI of biomedical research investments. + + Future Work: Implementing decentralized data sharing and further automation in ontology mapping using LLMs. + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/F1000_talks/7/generation_task/judge_prompt.json b/academia/F1000_talks/7/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6d0ee3a26917ae5b29297bef3ff899f1d4705de6 --- /dev/null +++ b/academia/F1000_talks/7/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the SIB affiliation?\nIf **no**, describe what is missing from the first slide (Title: Lessons learned to boost a bioinformatics knowledge base reusability...; Affiliation: SIB Swiss Institute of Bioinformatics).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the FAIR principles (Findable, Accessible, Interoperable, Reusable)?\nIf **no**, explain where the conceptual foundation of the paper is lacking.\n", + "\nDoes the slide deck clearly define the concept of \"Data Reusability\"?\nIf **no**, describe the missing points in explaining why reusability is the ultimate goal.\n", + "\nIs there a slide describing the Bgee database and its core function (gene expression)?\nIf **no**, indicate whether the subject of the case study was omitted.\n", + "\nIs there a slide explaining the technical difference between SPARQL endpoints and REST APIs?\nIf **no**, specify if the dual-access strategy is missing.\n", + "\nDoes the deck present the ontologies used by Bgee (e.g., Uberon, CL, Ensembl)?\nIf **no**, specify if the semantic foundation section is missing.\n", + "\nIs there a slide summarizing the \"Lessons Learned\" or best practices for KB maintainers?\nIf **no**, explain if the core prescriptive content of the paper is missing.\n", + "\nDoes the experimental section cover real-world use cases (e.g., integration with OncoMX)?\nIf **no**, indicate if the evidence of successful reusability was omitted.\n", + "\nDoes the deck include results regarding the BioSchemas integration for search engine optimization?\nIf **no**, indicate if the discoverability section is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and the high cost of maintenance?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the role of OMA in orthology and cross-species mapping?\nIf **no**, specify if the comparative genomics aspect was omitted.\n", + "\nIs there a concluding slide emphasizing the \"Return on Investment\" (ROI) of interoperability?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Interoperability\" accurate? (e.g., the ability of systems to exchange and use information.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the distinction between \"Semantic Interoperability\" and \"Technical Interoperability\" correctly presented?\nIf **no**, point out where these technical layers are confused.\n", + "\nAre the explanations for RDF and SPARQL consistent with the paper? (e.g., enabling federated queries across multiple databases.)\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of Uberon's role accurate? (e.g., an integrated cross-species ontology for anatomical structures.)\nIf **no**, specifically point out errors in the ontology description.\n", + "\nDoes the performance data/results match the paper's findings? (e.g., Bgee as a major provider of gene expression data to other resources.)\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that Bgee focuses on \"healthy\" wild-type expression data?\nIf **no**, explain where the biological scope is confused.\n", + "\nAre the definitions of evaluation metrics (e.g., API hits, integration count) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming Bgee stores clinical patient records when it is primarily a model organism database)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Bgee Ecosystem\" of tools (BgeeDB, Bgee pipeline, SPARQL)?\nIf **no**, specify the slides where the infrastructure is misinterpreted.\n", + "\nIs the core technical focus (Knowledge Base Reusability) and the specific publication year (2023) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/F1000_talks/7/generation_task/statistics.yaml b/academia/F1000_talks/7/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0d129c67d8f4b8112e7c4e0d0234d54f2ec29426 --- /dev/null +++ b/academia/F1000_talks/7/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/7 +category: academia +input_metrics: + total_input_tokens: 12306 + generation_prompt_tokens: 2226 + materials_total_tokens: 10080 + material_count: 1 + pdf_total_pages: 18 + file_details: + - name: material.pdf + tokens: 10080 + pages: 18 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/F1000_talks/7/material.pdf b/academia/F1000_talks/7/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b95ebf3a375e0d27c3d88c582352f2c0108ef182 --- /dev/null +++ b/academia/F1000_talks/7/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d2fe3e208a2871cbb5d0fe2cccdb99a7434483a17b173a61535df5f7506ac983 +size 2342862 diff --git a/academia/F1000_talks/8/generation_task/instructions.md b/academia/F1000_talks/8/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..670aed30722de1a9470c553e5f7fd47e5cb695ef --- /dev/null +++ b/academia/F1000_talks/8/generation_task/instructions.md @@ -0,0 +1,164 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Microbial drivers of methane emissions from unrestored industrial salt ponds + + Author Team: Jinglie Zhou, Susanna M. Theroux, Clifton P. Bueno de Mesquita, Wyatt H. Hartman, Ye Tian, Susannah G. Tringe + + Affiliation: Lawrence Berkeley National Laboratory; Joint Genome Institute (JGI) + + Journal: The ISME Journal (2022) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Wetland Ecosystem Services: Critical carbon sinks and habitats, but many have been converted for industrial uses like salt production. + + The Methane Paradox: While wetlands sequester carbon, they are also significant sources of methane (CH4), a potent greenhouse gas. + + Restoration Context: Investigating how the restoration of former industrial salt ponds affects microbial communities and greenhouse gas fluxes. + +4. **Problem Statement & Research Gap:** + + Unrestored salt ponds are often overlooked in global carbon models. + + The relationship between extreme salinity, sulfate concentrations, and methanogenesis in these human-altered environments is poorly understood. + + There is a lack of high-resolution metagenomic data comparing restored vs. unrestored industrial wetlands. + + Design Constraint: Include a visual example (refer to Study Site Map) showing the geographical layout of unrestored ponds vs. the restored reference wetland in the San Francisco Bay. + +5. **Overview of the Proposed Study** + + Core Idea: A comparative analysis of microbial community composition, functional potential, and methane flux across a restoration gradient. + + Key Contribution 1: Multi-Omics Integration. Combining 16S rRNA amplicon sequencing with shotgun metagenomics to map the "metabolic landscape." + + Key Contribution 2: Identification of Methane Drivers. Pinpointing the specific archaeal and bacterial taxa responsible for high emissions in unrestored sites. + + Key Contribution 3: Restoration Assessment. Demonstrating that restored ponds successfully transition towards reference-like microbial states. + +6. **Methodology: Sediment Sampling & Flux Measurement** + + Study Sites: Two unrestored salt ponds (high salinity), one restored pond (intertidal), and one reference natural wetland. + + Field Measurement: Using static chambers and gas chromatography to measure CH4 and CO2 fluxes from sediment surfaces. + +7. **Methodology: Metagenomic Pipeline** + + DNA Extraction: High-quality genomic DNA extracted from sediment core depth profiles. + + Bioinformatics: 16S rRNA analysis for taxonomy and shotgun metagenomics for functional gene annotation (KEGG/MetaCyc). + +8. **Key Findings: Methane Emission Patterns** + + Observation: Unrestored salt ponds exhibited significantly higher methane emissions compared to restored and reference sites. + + Correlates: Methane flux was positively correlated with salinity and sulfate levels, contrary to typical freshwater wetland models. + + Design Constraint: Display a correlation plot (refer to Fig 2) showing the relationship between CH4 flux, salinity, and sulfate concentration. + +9. **Microbial Community Composition** + + Archaeal Shift: Unrestored ponds were dominated by Euryarchaeota, specifically halophilic methanogens. + + Bacterial Transition: Restored ponds showed a shift from halophilic bacteria towards taxa common in reference wetlands, such as Proteobacteria. + +10. **Metabolic Functional Potential** + + Methanogenesis Pathways: Enrichment of mcrA genes and methyl-coenzyme M reductase complexes in unrestored pond sediments. + + Alternative Methane Sources: Discovery of genes for bacterial methylphosphonate degradation, suggesting non-archaeal pathways for methane production. + +11. **Environmental Drivers & Modeling** + + Path Analysis: Statistical modeling of how environmental variables (Salinity, pH, TOC) indirectly influence methane flux through microbial community structures. + + Design Constraint: Include a structural equation model or path diagram (refer to Fig 4) illustrating the microbial drivers of methane. + +12. **Key Takeaways & Limitations** + + Takeaways: Restoration effectively reduces methane emissions and restores microbial "health"; unrestored salt ponds are high-priority targets for climate mitigation. + + Limitations: Seasonal variations in flux were not fully captured in the single-core depth profile study. + +13. **Conclusion** + + Summary: This research provides a microbial blueprint for the impact of wetland restoration on greenhouse gas dynamics. + + Future Work: Investigating the long-term stability of restored microbial communities under sea-level rise scenarios. + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/F1000_talks/8/generation_task/judge_prompt.json b/academia/F1000_talks/8/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..b2e977590cd809cbca66afbbdf035bad90c38535 --- /dev/null +++ b/academia/F1000_talks/8/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the affiliation (Lawrence Berkeley/JGI)?\nIf **no**, describe what is missing from the first slide.\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of wetland restoration and the \"Methane Paradox\"?\nIf **no**, explain where the conceptual framing of greenhouse gas balance is lacking.\n", + "\nDoes the slide deck clearly define the four sampling sites (Unrestored A/B, Restored, Reference)?\nIf **no**, describe the missing points in explaining the experimental design.\n", + "\nIs there a slide explaining the correlation between methane flux, salinity, and sulfate?\nIf **no**, indicate whether this core finding was omitted.\n", + "\nIs there a slide describing the integration of 16S rRNA and shotgun metagenomic data?\nIf **no**, specify if the methodological multi-omics link is missing.\n", + "\nDoes the deck present the functional gene analysis, particularly genes related to methanogenesis (e.g., mcrA)?\nIf **no**, specify if the metabolic evidence is missing.\n", + "\nIs there a slide summarizing the discovery of bacterial methylphosphonate degradation as a methane source?\nIf **no**, explain if this innovative non-archaeal pathway section is missing.\n", + "\nDoes the experimental section cover the comparison of microbial similarity between restored and reference wetlands?\nIf **no**, indicate if the \"restoration success\" analysis was omitted.\n", + "\nDoes the deck include visual results showing the depth profiles of sediment cores?\nIf **no**, indicate if the vertical stratification data is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and the recommendation for restoring industrial salt ponds?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the environmental variables (pH, TOC, grain size) as drivers of community structure?\nIf **no**, specify if the abiotic-biotic interaction was omitted.\n", + "\nIs there a concluding slide emphasizing the climate mitigation potential of wetland restoration?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of methane (CH4) as a potent greenhouse gas accurate?\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the positive correlation between sulfate and methane in this specific high-salt environment correctly presented?\nIf **no**, point out where the paper's specific finding might be confused with general wetland theory.\n", + "\nAre the explanations for \"Methanogens\" and \"Methanotrophs\" consistent with the paper?\nIf **no**, explain the errors in biological definition.\n", + "\nAre the details of the metagenomic assembly and functional annotation (KEGG/MetaCyc) accurate?\nIf **no**, specifically point out errors in the bioinformatics pipeline description.\n", + "\nDoes the performance data in \"Results\" match the paper's findings (e.g., higher emissions in unrestored ponds)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately distinguish between \"Restored\" (former salt pond) and \"Reference\" (natural wetland)?\nIf **no**, explain where these site types are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., relative abundance, flux in mg/m²/day) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the study was done in freshwater lakes)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the microbial community shifts (e.g., PCoA or Heatmaps)?\nIf **no**, specify the slides where the clustering data is misinterpreted.\n", + "\nIs the core technical focus (Microbial drivers of methane flux) and the specific publication year (2022) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/F1000_talks/8/generation_task/statistics.yaml b/academia/F1000_talks/8/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1304f31b9ebfa49704ee23fb5ad9e212f3334f88 --- /dev/null +++ b/academia/F1000_talks/8/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/8 +category: academia +input_metrics: + total_input_tokens: 8862 + generation_prompt_tokens: 2142 + materials_total_tokens: 6720 + material_count: 1 + pdf_total_pages: 12 + file_details: + - name: material.pdf + tokens: 6720 + pages: 12 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/F1000_talks/8/material.pdf b/academia/F1000_talks/8/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3286aed3a61da272f9d9f070981f8419ba8fb58b --- /dev/null +++ b/academia/F1000_talks/8/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6ba9ffcf278ac81b89b6c0df6346d2b66080cd9df507b2be6be7721626b31390 +size 3028962 diff --git a/academia/F1000_talks/9/generation_task/instructions.md b/academia/F1000_talks/9/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..bb9bdd5b67ffd2d3107fb310dd902dcaa244ebc2 --- /dev/null +++ b/academia/F1000_talks/9/generation_task/instructions.md @@ -0,0 +1,163 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Reproducible acquisition, management and meta-analysis of nucleotide sequence (meta)data using q2-fondue + + Author Team: Michal Ziemski*, Anja Adamov*, Lina Kim, Lena Flörl, Nicholas A. Bokulich + + Affiliation: Laboratory of Food Systems Biotechnology, ETH Zürich, Switzerland + + Journal: Bioinformatics (2022) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Data Explosion: The volume of public nucleotide sequence data (e.g., in SRA/ENA) has blossomed, offering immense potential for meta-analysis. + + The "Data Re-use" Challenge: Acquiring, cleaning, and managing large-scale public datasets and their associated metadata is currently a manual, error-prone, and non-reproducible process. + + Motivation: Creating a unified, user-friendly tool to bridge the gap between public repositories and standardized microbiome analysis pipelines. + +4. **Limitations of Existing Methods:** + + Fragmented Workflows: Researchers must jump between multiple CLI tools (sra-tools, curl, custom scripts) to download and process data. + + Metadata Mismatch: SRA/ENA metadata is often inconsistent, making it difficult to link sequence files with their corresponding biological descriptions. + + Non-Reproducible Hacks: Data acquisition steps are rarely documented in "Methods" sections, making it impossible for others to replicate the exact dataset used. + + Design Constraint: Include a visual example (refer to the "Motivation" section) illustrating the complexity of traditional manual data fetching vs. an integrated pipeline. + +5. **Overview of the Proposed Method (q2-fondue)** + + Core Idea: q2-fondue (Functional Ontology-driven Nucleotide Data Utilization Engine)—A QIIME 2 plugin for automated, reproducible data and metadata acquisition. + + Key Contribution 1: Integrated SRA/ENA Interface. One-stop-shop for fetching sequences and metadata directly via Accession IDs. + + Key Contribution 2: Provenance Tracking. Leverages the QIIME 2 framework to automatically record the entire data acquisition history (tools, versions, parameters). + + Key Contribution 3: Metadata Harmonization. Standardizes raw metadata into a structured format ready for downstream statistical analysis. + +6. **Methodology: Data Acquisition Architecture** + + Input: Supports single Accession IDs, study IDs, or bulk text files containing thousands of identifiers. + + Mechanism: Asynchronous fetching from the Sequence Read Archive (SRA) and European Nucleotide Archive (ENA), ensuring efficient bandwidth usage. + +7. **Methodology: Metadata Scraper & Cleaner** + + Merging Logic: Automatically merges run-level, experiment-level, and sample-level metadata into a single, cohesive table. + + Validation: Checks for data completeness and handles "orphaned" sequences that lack metadata. + +8. **Key Feature: Reproducibility via QIIME 2** + + The .qza/.qzv Advantage: All acquired data is wrapped in QIIME 2 Artifacts, which store an immutable "Lineage" of how the data was obtained. + + Audit Trail: Ensures that any meta-analysis can be traced back to the exact timestamp and source of the raw sequence data. + + Design Constraint: Display the q2-fondue workflow diagram (refer to Fig 1) showing the steps: Input IDs -> Metadata Fetch -> Sequence Fetch -> Artifact Creation. + +9. **Case Study: Microbiome Meta-Analysis** + + Application: Demonstrating q2-fondue in a real-world scenario by re-analyzing public gut microbiome datasets across multiple studies. + + Scaling: Handling thousands of samples simultaneously without manual intervention, significantly reducing "hands-on" time for bioinformaticians. + +10. **Experimental Results: Performance & Efficiency** + + Reliability: High success rate in data retrieval compared to manual sra-tools usage, with built-in retry mechanisms for unstable connections. + + User Experience: Survey/benchmarking showing that q2-fondue reduces the initial data preparation phase of a project by days or weeks. + +11. **Integration with the QIIME 2 Ecosystem** + + Seamless Downstream: Data from q2-fondue flows directly into denoising (DADA2), taxonomic classification, and diversity analysis plugins. + + Visualization: Interactive metadata exploration using QIIME 2 View. + +12. **Key Takeaways & Limitations** + + Takeaways: q2-fondue transforms data acquisition from a "bioinformatics chore" into a transparent, scientific step; essential for large-scale open science. + + Limitations: Currently optimized for Illumina/SRA data; requires QIIME 2 environment; dependent on public repository API stability. + +13. **Conclusion** + + Summary: q2-fondue provides the missing link for reproducible meta-analysis, making public data truly accessible and reusable for the global research community. + + Future Work: Expanding support for long-read (Oxford Nanopore) metadata and integrating with more diverse databases like MG-RAST. + +*** + + --- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/F1000_talks/9/generation_task/judge_prompt.json b/academia/F1000_talks/9/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2f64c6f1d5cc2a811dc916577b20e7fa7a98ba69 --- /dev/null +++ b/academia/F1000_talks/9/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the ETH Zürich affiliation?\nIf **no**, describe what is missing from the first slide (Title: Reproducible acquisition, management and meta-analysis...; Authors: Michal Ziemski et al.).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the \"Motivation\" highlighting the difficulty of reusing public sequence data?\nIf **no**, explain where the justification for the tool is lacking.\n", + "\nDoes the slide deck clearly define the acronym \"q2-fondue\"?\nIf **no**, describe the missing points in explaining the name's meaning.\n", + "\nIs there a slide explaining the integration with the QIIME 2 ecosystem?\nIf **no**, indicate whether the relationship with the parent framework was omitted.\n", + "\nIs there a slide describing the metadata acquisition and harmonization process?\nIf **no**, specify if the link between sequence files and clinical/environmental labels is missing.\n", + "\nDoes the deck present the \"Provenance Tracking\" feature as a key solution for reproducibility?\nIf **no**, specify if the audit trail mechanism section is missing.\n", + "\nIs there a slide summarizing the inputs supported by the tool (e.g., SRA/ENA Accession IDs)?\nIf **no**, explain if the input flexibility section is missing.\n", + "\nDoes the experimental section cover a case study or example of how q2-fondue is used in a meta-analysis?\nIf **no**, indicate if the practical application evidence was omitted.\n", + "\nDoes the deck include visual results (e.g., the workflow diagram from Figure 1)?\nIf **no**, indicate if the architectural visualization is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" regarding open science and data re-use?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the limitations, such as dependency on repository APIs?\nIf **no**, specify if the model shortcomings were omitted.\n", + "\nIs there a concluding slide emphasizing the future of reproducible meta-analysis?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"SRA\" and \"ENA\" accurate? (e.g., major public repositories for nucleotide sequences.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the distinction between a \"QIIME 2 Plugin\" and a standalone script correctly presented?\nIf **no**, point out where the technical nature of the software is confused.\n", + "\nAre the explanations for \"Metadata\" vs. \"Sequence Data\" consistent with the paper?\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of the \"Provenance\" mechanism accurate? (e.g., tracking the command history within a .qza file.)\nIf **no**, specifically point out errors in the QIIME 2 logic description.\n", + "\nDoes the performance data/results match the paper's findings? (e.g., providing a user-friendly interface for bulk downloads.)\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that q2-fondue supports the European Nucleotide Archive (ENA)?\nIf **no**, explain where the database support scope is confused.\n", + "\nAre the definitions of evaluation metrics (e.g., reproducibility, data integrity) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it can sequence DNA itself)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the tool's CLI or graphical interface?\nIf **no**, specify the slides where the user interaction is misinterpreted.\n", + "\nIs the core technical focus (Reproducible Data Acquisition) and the specific publication year (2022) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/F1000_talks/9/generation_task/statistics.yaml b/academia/F1000_talks/9/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..35f4c47060e2e24279ee742c60922f0b18a6fa1e --- /dev/null +++ b/academia/F1000_talks/9/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/F1000_talks/9 +category: academia +input_metrics: + total_input_tokens: 8422 + generation_prompt_tokens: 2262 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/F1000_talks/9/material.pdf b/academia/F1000_talks/9/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c16cc5e3f4e8931e7591df08254f112b5ea32532 --- /dev/null +++ b/academia/F1000_talks/9/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a5776d0f1a8ccad6d9e5237ee4bc9f8eb403121f7f28136e6510c0f91b716ef6 +size 1183903 diff --git a/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/generation_task/instructions.md b/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..896d49a9bb6f2935f6db80aa37c83957f793cfa1 --- /dev/null +++ b/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/generation_task/instructions.md @@ -0,0 +1,161 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: DNA data storage: A generative tool for Motif-based DNA storage + * Author Team: Samira Brunmayr, Omer S. Sella, and Thomas Heinis + * Affiliation: Imperial College London + * Conference: 23rd USENIX Conference on File and Storage Technologies (FAST 25) + +2. **Outline / Agenda** + + * Background: Challenges in DNA Data Storage + * Motif-based DNA Storage Concept + * Problem Statement: Combinatorial Constraints + * Proposed Method: MDP-based Generative Tool + * Key Algorithms: Integrated Reward Functions + * Validation Tool and Performance Evaluation + * Experimental Results and Comparison + * Conclusion and Future Work + +3. **Introduction / Background** + + * DNA Data Storage: Offers extremely high information density ($10^{18}$ bytes/$mm^{3}$) and exceptional durability (half-life of 500 years). + * Current Landscape: + * Conventional synthesis (writing data nucleotide by nucleotide) is prohibitively expensive (>$400M per TB) and slow. + * Sequencing (reading) has seen breakthroughs, but "writing" remains the primary bottleneck for commercial viability. + * Motivation: To make DNA storage viable like magnetic tapes, we need a faster, cheaper writing process. + +4. **The Motif-based Approach & Constraints** + + * Concept: Use predetermined strings of nucleotides (Motifs) to form an alphabet. Concatenating motifs is cheaper than raw synthesis. + * Challenges: + * Secondary Structures: Hairpins and self-annealing can render DNA unreadable. + * GC-Content: Must be balanced (typically 25%-65%) for successful PCR and sequencing. + * Homopolymers: Repeated bases (e.g., AAAAA) cause insertion/deletion errors. + * Design Constraint: Include a visual example (refer to Fig 1) showing how a payload is sandwiched between keys and joined using bridges. + +5. **Overview of the Proposed Method** + + * Core Idea: A stochastic generative tool based on a mathematical framework to produce motifs that satisfy complex biological and technological constraints. + * Key Contribution 1: MDP-based Generation. Formulates motif construction as a Markov Decision Process to select optimal nucleotides. + * Key Contribution 2: Parametric Reward Function. A flexible system to weigh different constraints (GC, hairpins, etc.) during generation. + * Key Contribution 3: Order-Independent Validation. Ensures constraints are met regardless of the sequence in which motifs are combined. + +6. **Methodology: MDP Formulation** + + * Step 1: Partial construction of payloads by extending one nucleotide at a time. + * Step 2: Assigning rewards to {A, T, C, G} based on constraint log-scores. + * Step 3: Stochastic selection based on a normalized categorical distribution. + * Design Constraint: Include the Markov Chain transition diagram (refer to Fig 6) showing states from empty payloads to committed motifs. + +7. **Key Algorithm: Integrated Reward Function** + + * Log-Score System: Defines non-positive log-scores $ls(i,x)$ for each constraint. + * Weighted Sum: $s(i) = \sum w_x \times ls(i,x)$. + * Constraint Types: + * Homopolymer Log-Score: Penalizes sequences approaching the max length (e.g., 5 bases). + * GC-Content Log-Score: Becomes more critical as the payload reaches full length ($L_P$). + * Hairpin & Similarity Score: Prevents stable stem-loop structures. + +8. **Validation and Constraints** + + * Tooling: A pass/fail validation tool to check motifs and their combinations. + * Parameters (Table 1): + * Key Size: 20 bp; Payload Size: 60 bp. + * Max Homopolymer: 5; Max Hairpin Stem: 1. + * GC-Content: 25% - 65%. + +9. **Experimental Setup** + + * Comparison: Evaluated against DNA Fountain, Euclid, and Shortmer combinatorial encoding. + * Testing Hardware: Quad-core Intel processor. + * Metric: Time taken (ms) to generate valid motifs of varying lengths (3 to 100 bases). + +10. **Experimental Results & Analysis** + + * Efficiency: For longer motifs and complex sets of constraints, the proposed tool significantly outperforms random generation and existing tools. + * Success Rate: Only the proposed tool successfully generated a full set of conforming motifs within a 5-minute window for the IDT constraint set (Table 2). + * Design Constraint: Include a comparison plot (refer to Fig 7) showing the time advantage of the Motif Generation Tool as sequence length increases. + +11. **Key Takeaways** + + * Automation: First step towards reliable, automated DNA sequence generation that adapts to evolving technological requirements. + * Efficiency: MDP-based approach manages the "curse of dimensionality" in combinatorial DNA design. + * Flexibility: Easily adjustable to different commercial DNA providers' constraints. + +12. **Conclusion** + + * Summary: The tool provides a mathematically robust and computationally efficient way to design the "alphabet" for next-generation DNA storage. + * Future Work: Training more complex models for reward calculation if the number of constraints or base types increases. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/generation_task/judge_prompt.json b/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..dfef1505e05fe32045de28e6f3b6efc9945340c9 --- /dev/null +++ b/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: DNA data storage: A generative tool for Motif-based DNA storage; Authors: Samira Brunmayr, Omer S. Sella, Thomas Heinis; Conf: FAST 25).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of DNA Storage that points out the limitations of \"de novo\" synthesis (e.g., \"high cost\" and \"low write bandwidth\")?\nIf **no**, explain where the motivation for motif-based assembly is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Motif-based DNA Storage\" (using pre-defined DNA fragments as an alphabet)?\nIf **no**, describe the missing points in explaining the modular assembly approach.\n", + "\nIs there a slide describing the \"MDP-based Generative Tool\" and how it navigates the combinatorial search space for valid motifs?\nIf **no**, indicate whether the mathematical framework of the Markov Decision Process was omitted.\n", + "\nIs there a slide explaining the \"Log-Score Reward Function\" and its role in balancing multiple constraints like GC-content and homopolymers?\nIf **no**, specify if the mechanism for nucleotide selection probability is missing.\n", + "\nDoes the deck present the logic for \"Order-Independent Validation\" (ensuring motifs remain valid regardless of their concatenation sequence)?\nIf **no**, specify if the critical check for cross-motif secondary structures is missing.\n", + "\nIs there a slide summarizing the specific DNA constraints used for validation (e.g., IDT or Twist Bioscience constraints like max homopolymer length)?\nIf **no**, explain if the technical constraint parameters section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like DNA Fountain, Euclid, or random generation?\nIf **no**, indicate if the performance analysis regarding generation time and success rate was omitted.\n", + "\nDoes the deck include results showing the tool's scalability (e.g., maintaining efficiency as motif length or set size increases)?\nIf **no**, indicate if quantitative evidence of computational efficiency is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the potential need for more complex models as biological constraints evolve)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of conventional synthesis accurate? (e.g., it is the primary bottleneck for commercializing DNA storage due to cost/speed.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Stochastic Generative Approach\" rather than a \"Deterministic Brute-force Search\"?\nIf **no**, point out the deviation in understanding the MDP-based sampling principle.\n", + "\nAre the explanations for the \"Reward Function\" consistent with the paper? (It uses non-positive log-scores $ls(i,x)$ to penalize constraint violations.)\nIf **no**, explain the errors in the mathematical definition.\n", + "\nAre the details of the \"Hairpin/Secondary Structure\" constraints accurate? (e.g., checking for stem-loop stability within and across motifs.)\nIf **no**, specifically point out errors in the biological modeling.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's findings? (e.g., the tool successfully generates motifs under IDT constraints where other methods fail.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Payload\", \"Key\", and \"Bridge\" sequences in the motif-based architecture?\nIf **no**, explain where these structural components are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Success Rate, Generation Time in milliseconds) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it is a physical synthesis method when it is a computational design tool)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Flexibility\"? (i.e., adapting to different sets of constraints from various DNA vendors.)\nIf **no**, specify the slides where the tool's versatility is misinterpreted.\n", + "\nIs the computational setup (e.g., use of Intel Quad-core CPU) and the motif length range (up to 100 bp) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/generation_task/statistics.yaml b/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d391f28d0b5b743774a93cbf6ee9c32207ac2e2e --- /dev/null +++ b/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage +category: academia +input_metrics: + total_input_tokens: 7942 + generation_prompt_tokens: 2342 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/material.pdf b/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..80c9f52de598e38baa8b4688f7a413dc78fefcf7 --- /dev/null +++ b/academia/FAST_2025/DNA_data_storage_A_generative_tool_for_Motif-based_DNA_storage/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:67c1da3f90aa9a6c8d3942ecbed7b97625db4de28d5289255c899b648a83c138 +size 1107211 diff --git a/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/generation_task/instructions.md b/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..a7859cc954aa3acd6008ee780ccf5dc899ba34df --- /dev/null +++ b/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/generation_task/instructions.md @@ -0,0 +1,167 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: GPHash: An Efficient Hash Index for GPU with Byte-Granularity Persistent Memory + + * Author Team: Menglei Chen, Yu Hua*, Zhangyu Chen, Ming Zhang, Gen Dong + + * Affiliation: Huazhong University of Science and Technology (HUST) + + * Conference: 23rd USENIX Conference on File and Storage Technologies (FAST 25) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * GPU with Persistent Memory (GPM): Enables GPU applications to directly manage data in PM at byte granularity, bypassing CPU-host intervention. + + * Current Landscape: + - Hash indexes are essential for rapid data retrieval in GPM systems. + - Conventional GPU hash indexes (e.g., Cuckoo, Extendible) are designed for volatile VRAM, not persistent memory. + + *Motivation: Bridging the gap between GPU's massive parallelism and PM's unique persistence/bandwidth characteristics. + +4. **Limitations of Existing Methods:** + + * Warp-Agnostic Execution: Standard indexes cause massive branch divergence and uncoalesced memory accesses on GPUs. + + * High Consistency Overhead: Frequent persistence primitives (clwb, sfence) significantly degrade GPU throughput. + + * Bandwidth Mismatch: The significant gap between GPU's internal bandwidth and the relatively narrow PM-to-GPU link. + + * Design Constraint: Include a diagram (refer to Fig 1) showing the architectural differences between traditional CPU-managed PM and the GPM direct-access model. + +5. **Overview of the Proposed Method** + + * Core Idea: GPHash—A warp-aware, consistency-efficient hash index specifically optimized for the GPM architecture. + + * Key Contribution 1: Warp-Cooperative Execution. Redesigns hash operations to fit the GPU warp-based SIMT model, maximizing memory coalescing. + + * Key Contribution 2: Lite-Weight Consistency. A novel mechanism that ensures crash consistency while minimizing expensive persistence operations. + + * Key Contribution 3: Dynamic Warp Re-coalescing. Maximizes bandwidth utilization by regrouping active threads during search/insert operations. + +6. **Methodology: GPHash Architecture** + + * Byte-Granularity PM Access: Leveraging direct load/store instructions for fine-grained updates. + + * Structure: A multi-level bucket-based hash table designed to reduce collision-induced PM probes. + + * Design Constraint: Include the GPHash structural overview (refer to Fig 5) illustrating the mapping from logical hash space to physical PM blocks. + +7. **Key Algorithm: Warp-Cooperative Hash Operations** + + * Intra-Warp Cooperation: Threads within a single warp work together to handle a single hash request or a batch of requests. + + * Shared Memory Usage: Using fast on-chip shared memory to cache transient states and reduce direct PM traffic. + +8. **Consistency and Persistence Mechanism** + + * Coarse-Grained Epochs: Bundling updates to reduce the frequency of 'fence' operations. + + * Persistence-Aware Slot Allocation: Ensuring that data is written to PM in an order that maintains structural integrity even after a power failure. + +9. **Experimental Setup** + + * Testbed: Server with Intel Optane DC PMM (App Direct mode) and NVIDIA Tesla V100 GPU. + + * Baselines: Compared against state-of-the-art GPU hash indexes (e.g., Mega-KV, SlabHash) adapted for PM. + + * Workloads: YCSB (Yahoo! Cloud Serving Benchmark) with varying read/write ratios and data scales. + +10. **Experimental Results & Analysis** + + * Performance: GPHash achieves up to 10.8x higher throughput compared to conventional adapted hash indexes. + + * Latency: Significantly lower tail latency due to reduced branch divergence and optimized PM access. + + * Design Constraint: Include a throughput comparison chart (refer to Fig 11) showing performance under YCSB Load/Workload A/C. + +11. **Ablation Studies & Bandwidth Analysis** + + * Impact of Warp-Cooperation: Demonstrates that coalesced accesses are the primary driver of the speedup. + + * Persistence Overhead: Shows that GPHash maintains high performance even with strict consistency guarantees enabled. + +12. **Key Takeaways & Limitations** + + * Takeaways: GPHash proves that hardware-software co-design is critical for GPU-PM integration; warp-level cooperation is more effective than individual thread-level operations for storage tasks. + + * Limitations: Performance may vary based on the hardware interconnect (e.g., NVLink vs. PCIe) between GPU and PM. + +13. **Conclusion** + + * Summary: GPHash provides an efficient, reliable hash index for emerging GPU-Persistent Memory architectures. + + * Future Work: Extending GPHash to support multi-GPU systems and larger-scale heterogeneous storage pools. +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/generation_task/judge_prompt.json b/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f4f7c4b65656f7a0e72cbb894ecf4902acde7883 --- /dev/null +++ b/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: GPHash: An Efficient Hash Index for GPU with Byte-Granularity Persistent Memory; Authors: Menglei Chen, Yu Hua, et al.; Conf: FAST 25).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of GPU-Persistent Memory (GPM) that points out the limitations of existing GPU hash indexes (e.g., \"warp-agnostic execution\" and \"high consistency overhead\")?\nIf **no**, explain where the background info on architectural mismatch is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Warp-Cooperative Execution\" for hash operations?\nIf **no**, describe the missing points in explaining how threads within a warp collaborate to process requests.\n", + "\nIs there a slide describing the \"GPHash Structure\" and how it leverages byte-granularity PM access?\nIf **no**, indicate whether the structural link between the GPU's memory model and PM's byte-addressability was omitted.\n", + "\nIs there a slide explaining the \"Lite-Weight Consistency\" mechanism and its role in minimizing persistence primitives (like clwb/sfence)?\nIf **no**, specify if the mechanism for reducing synchronization overhead is missing.\n", + "\nDoes the deck present the core logic for \"Dynamic Warp Re-coalescing\" (how threads are regrouped to maximize PM bandwidth)?\nIf **no**, specify if the mechanism for handling divergent probing paths is missing.\n", + "\nIs there a slide summarizing the experimental setup, including the hardware (e.g., NVIDIA V100, Intel Optane PMM) and workloads (e.g., YCSB)?\nIf **no**, explain if the evaluation environment section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like Mega-KV, SlabHash, or adapted Cuckoo hashing?\nIf **no**, indicate if the performance analysis relative to state-of-the-art GPU hash indexes was omitted.\n", + "\nDoes the deck include results showing the model's throughput gains (e.g., up to \"10.8x improvement\") and latency reduction?\nIf **no**, indicate if quantitative evidence of GPHash's superiority is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., dependence on specific GPU-PM interconnect bandwidth)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Bandwidth Gap\" accurate? (e.g., the significant mismatch between GPU internal bandwidth and the narrow link to PM.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Warp-Aware Optimization\" rather than just a \"Thread-Level Parallelism\"?\nIf **no**, point out the deviation in understanding how SIMT (Single Instruction, Multiple Threads) architecture affects PM access.\n", + "\nAre the explanations for \"Memory Coalescing\" consistent with the paper? (It ensures that a warp's PM requests are combined into fewer transactions.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Epoch-based Persistence\" or slot allocation accurate?\nIf **no**, specifically point out errors in the crash-consistency logic or persistence ordering.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., performance metrics under YCSB Load, Workload A, and Workload C.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Volatile VRAM\" and \"Byte-Addressable Persistent Memory\" within the GPM framework?\nIf **no**, explain where these storage tiers are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Throughput in Million Operations Per Second - MOPS) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it supports NVMe SSDs when it is specifically for byte-addressable PMM)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Warp Re-coalescing\" efficiency? (i.e., showing how active threads are packed to avoid sparse PM access.)\nIf **no**, specify the slides where the thread scheduling logic is misinterpreted.\n", + "\nIs the software environment (e.g., Ubuntu 18.04, CUDA, ext4-DAX file system) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/generation_task/statistics.yaml b/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e4785ba3969c6464b25bf5ecdbd6f8596c48b99c --- /dev/null +++ b/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory +category: academia +input_metrics: + total_input_tokens: 12856 + generation_prompt_tokens: 2216 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/material.pdf b/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..21ab82dbf4ced4c61095c1fc36bfabc3035b2752 --- /dev/null +++ b/academia/FAST_2025/GPHash_An_Efficient_Hash_Index_for_GPU_with_Byte-Granularity_Persistent_Memory/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db8a240d3d414e6a253d346a9c00ba99b2cc13cfe3a4f0b595027ae5b21cdd2f +size 2749948 diff --git a/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/generation_task/instructions.md b/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d53c144d3ccc49549eb553a2c31b043ba25387da --- /dev/null +++ b/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/generation_task/instructions.md @@ -0,0 +1,173 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: IMPRESS: An Importance-Informed Multi-Tier Prefix KV Storage System for Large Language Model Inference + + * Author Team: Weijian Chen, Shuibing He*, Haoyang Qu, Ruidong Zhang, Siling Yang, Ping Chen, Yi Zheng, Baoxing Huai, Gang Chen + + * Affiliation: Zhejiang University, Huawei Cloud + + * Conference: 23rd USENIX Conference on File and Storage Technologies (FAST 25) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Large Language Model (LLM) Inference: Modern applications (e.g., agents, long-doc QA) prepend long, repeating contexts/prefixes before user queries. + + * Key-Value (KV) Cache: Storing intermediate attention tensors to avoid redundant computation. + + * Current Landscape: + - KV cache size for long contexts exceeds GPU memory capacity. + - Existing systems (e.g., vLLM) use LRU-based eviction or simple spilling to CPU/SSD. + + * Motivation: Uniformly treating all KV tokens leads to sub-optimal performance because different tokens contribute differently to the model's output. + +4. **Limitations of Existing Methods:** + + * Ignorance of Token Importance: Traditional cache management (LRU) treats all tokens as equal, potentially evicting "important" tokens that are crucial for accuracy. + + * Efficiency Bottlenecks: Moving massive KV caches between GPU, CPU, and SSD incurs significant I/O latency. + + * Inflexible Storage: Static prefix caching fails to adapt to dynamic multi-turn conversations where importance shifts. + + * Design Constraint: Include a visual example (refer to Fig 1) showing how different tokens in a prompt have varying "Attention Scores" and why preserving high-importance tokens is vital. + +5. **Overview of the Proposed Method** + + * Core Idea: IMPRESS—A multi-tier (GPU-CPU-SSD) storage system that manages KV cache based on "Importance" rather than just "Recency." + + * Key Contribution 1: Importance-Informed Multi-tier Management. Categorizes KV caches into different tiers based on their attention-derived importance. + + * Key Contribution 2: Context-Aware Importance Prediction. Dynamically calculates token importance during the prefilling stage. + + * Key Contribution 3: Optimized Multi-Tier I/O. Asynchronous migration and retrieval to hide SSD/CPU latency. + +6. **Methodology: Importance Quantification** + + * Metric: Cumulative Attention Score. High scores indicate tokens that the model "attends" to more frequently across multiple layers and heads. + + * Importance Tiers: + - Tier 1 (GPU): Top-K most important tokens for immediate computation. + - Tier 2 (Host Memory): Medium-importance tokens. + - Tier 3 (SSD): Least important/cold tokens. + + * Design Constraint: Display the IMPRESS system architecture (refer to Fig 4) showing the Importance Predictor and the Multi-tier KV Manager. + +7. **Key Algorithm: Prefix KV Storage & Retrieval** + + * Importance-based Eviction: When GPU memory is full, the system evicts tokens with the lowest importance scores instead of the oldest ones. + + * Multi-tier Retrieval: During the decoding phase, important tokens are prioritized for fast access to maintain inference speed. + +8. **Implementation Details** + + * Integration: Built on top of high-performance LLM serving frameworks (e.g., SGLang/vLLM). + + * I/O Optimization: Utilizing Direct I/O and asynchronous threads for SSD communication. + +9. **Experimental Setup** + + * Models: Evaluated on Llama-3-8B and Yi-34B. + + * Workloads: Long-context benchmarks (e.g., LongBench, multi-turn conversations). + + * Hardware: Server with NVIDIA A100/H100 GPUs, NVMe SSDs, and large host RAM. + +10. **Experimental Results & Analysis** + + * Performance Gain: IMPRESS improves throughput by up to 2.5x compared to state-of-the-art prefix caching systems. + + * Accuracy Preservation: Maintains high model accuracy even with significant KV cache compression/spilling, as important features are retained in fast memory. + + * Design Constraint: Include a performance comparison chart (refer to Fig 9) showing TTFT (Time to First Token) and throughput improvements. + +11. **Ablation Studies: Importance vs. LRU** + + * Comparison: Visual proof that Importance-based management consistently outperforms LRU in hit rate for critical attention heads. + + * Overhead: Analysis showing that importance calculation adds negligible latency to the prefilling stage. + +12. **Key Takeaways & Limitations** + + * Takeaways: Token importance is a powerful signal for storage hierarchy management in LLMs; multi-tier storage is essential for the "Infinite Context" era. + + * Limitations: The importance of a token may change if the conversation topic shifts radically (future work). + +13. **Conclusion** + + * Summary: IMPRESS bridges the gap between massive KV cache requirements and limited GPU memory using an importance-aware tiered storage approach. + + * Future Work: Exploring learnable importance predictors and support for multi-GPU distributed KV storage. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/generation_task/judge_prompt.json b/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f6a412a11fe9abc5847bd1d2bea96b1e395f38b2 --- /dev/null +++ b/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: IMPRESS: An Importance-Informed Multi-Tier Prefix KV Storage System for Large Language Model Inference; Authors: Weijian Chen, Shuibing He, et al.; Conf: FAST 25).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of LLM Inference that points out the limitations of standard KV cache management (e.g., \"high GPU memory pressure from long contexts\" and \"inefficiency of LRU eviction\")?\nIf **no**, explain where the background info on KV storage bottlenecks is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Importance-Informed\" storage (distinguishing tokens based on their contribution to attention)?\nIf **no**, describe the missing points in explaining the importance-aware tiering framework.\n", + "\nIs there a slide describing the \"Multi-Tier Storage Hierarchy\" (GPU, CPU, and SSD) and how KV cache is distributed across them?\nIf **no**, indicate whether the structural link between the storage tiers was omitted.\n", + "\nIs there a slide explaining the \"Cumulative Attention Score\" and its role in quantifying token importance?\nIf **no**, specify if the mechanism for importance calculation is missing.\n", + "\nDoes the deck present the core logic for the \"Importance Predictor\" (how it determines which tokens to keep in GPU memory during the prefill stage)?\nIf **no**, specify if the predictive management of the KV cache is missing.\n", + "\nIs there a slide summarizing the models and datasets used for evaluation (e.g., Llama-3, Yi-34B, and LongBench)?\nIf **no**, explain if the experimental configuration section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like vLLM, SGLang, or standard LRU spilling?\nIf **no**, indicate if the performance analysis relative to existing KV management systems was omitted.\n", + "\nDoes the deck include results showing the throughput improvement (e.g., up to \"2.5x speedup\") and accuracy preservation?\nIf **no**, indicate if quantitative evidence of system efficiency is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., potential importance shifts in highly dynamic conversations)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Uniform Treatment\" flaw in existing systems accurate? (e.g., LRU treats all tokens equally, which leads to evicting semantically critical 'Heavy Hitters'.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Importance-Based Tiering\" rather than just \"KV Cache Compression\"?\nIf **no**, point out the deviation in understanding that IMPRESS manages storage placement, not just size.\n", + "\nAre the explanations for the \"Attention Score\" consistent with the paper? (It aggregates scores across layers and heads to rank tokens.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Asynchronous Migration\" or I/O scheduling accurate?\nIf **no**, specifically point out errors in how the system hides SSD/CPU latency.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving significant TTFT reduction and throughput gains in long-context scenarios.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Prefill Stage\" and \"Decoding Stage\" roles within the IMPRESS framework?\nIf **no**, explain where these stages are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Tokens Per Second, Cache Hit Rate) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it reduces GPU computation when it primarily optimizes KV storage I/O)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Accuracy vs. Cache Size\" trade-off? (i.e., showing that importance-aware caching maintains model logic better than LRU.)\nIf **no**, specify the slides where the accuracy-efficiency balance is misinterpreted.\n", + "\nIs the integration with serving engines (e.g., SGLang or vLLM) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/generation_task/statistics.yaml b/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..446a4a6ad1c961416c360a0b27eec8084356eb4e --- /dev/null +++ b/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference +category: academia +input_metrics: + total_input_tokens: 11268 + generation_prompt_tokens: 2308 + materials_total_tokens: 8960 + material_count: 1 + pdf_total_pages: 16 + file_details: + - name: material.pdf + tokens: 8960 + pages: 16 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/material.pdf b/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..05bfb72aa9d8775289574b76090d82410230a049 --- /dev/null +++ b/academia/FAST_2025/IMPRESS_An_Importance-Informed_Multi-Tier_Prefix_KV_Storage_System_for_Large_Language_Model_Inference/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1a99c56da7439b030d44d9303bc7593b037a48bef95f1178e962b0c8345df5c +size 1418658 diff --git a/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/generation_task/instructions.md b/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..c1055967f570c3834a225394ee2cf2554e6d9309 --- /dev/null +++ b/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/generation_task/instructions.md @@ -0,0 +1,170 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: LeapGNN: Accelerating Distributed GNN Training Leveraging Feature-Centric Model Migration + + * Author Team: Weijian Chen, Shuibing He*, Haoyang Qu, Xuechen Zhang + + * Affiliation: Zhejiang University, Zhejiang Lab, Washington State University Vancouver + + * Conference: 23rd USENIX Conference on File and Storage Technologies (FAST 25) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Distributed GNN Training: Essential for processing billion-scale graphs that exceed single-machine memory. + + * Current Landscape: + - Prevailing frameworks (e.g., DGL, PyG) use "Data Migration," moving massive vertex features across the network. + - As GPUs become faster, the bottleneck shifts heavily to the network (Communication-bound). + + * Motivation & Problem Statement: Existing systems struggle with high communication overhead and CPU-side feature gathering. + +4. **Limitations of Existing Methods:** + + * Massive Data Movement: Standard "Request-Reply" patterns for fetching remote features lead to severe network congestion. + + * CPU-GPU Bottleneck: Gathering sparse features on the CPU before sending to the GPU introduces significant latency. + + * Imbalance in Sampling: Dynamic graph sampling leads to uneven communication loads across different training nodes. + + * Design Constraint: Include a visual example (refer to Fig 1) comparing the standard "Data Migration" approach (sending features) versus the proposed "Model Migration" approach. + +5. **Overview of the Proposed Method** + + * Core Idea: LeapGNN—A feature-centric distributed training system that migrates the "Model" (computation) to where the "Data" (features) resides. + + * Key Contribution 1: Distributed Feature-Centric Execution. Processes GNN layers on nodes containing the required feature shards, avoiding large-scale feature transfers. + + * Key Contribution 2: Model Migration Optimization. Only tiny model parameters and activation tensors are moved, which are orders of magnitude smaller than vertex features. + + * Key Contribution 3: Hybrid Execution Policy. Dynamically decides whether to move data or the model based on the cost-benefit analysis of specific graph partitions. + +6. **Methodology: LeapGNN Architecture** + + * System Components: Model Migrator, Activation Gatherer, and Partition-Aware Scheduler. + + * Workflow: Instead of Node A fetching 1GB of features from Node B, Node A sends its current GNN model layer to Node B; Node B performs the computation locally and returns the resulting activations. + + * Design Constraint: Display the system architecture diagram (refer to Fig 4) showing the interaction between model migration and distributed storage. + +7. **Key Algorithm: Feature-Centric Computation & Model Migration** + + * Phase 1: Local Feature Aggregation. Utilizing high-bandwidth local memory to aggregate features without network calls. + + * Phase 2: Partial Activation Generation. Generating intermediate tensors locally on the node where features are stored. + + * Phase 3: Activation Merging. Sending lightweight activations back to the master node to complete the layer update. + +8. **System Optimizations** + + * Pipeline Parallelism: Overlapping model migration with local feature aggregation to hide communication latency. + + * Memory Management: Efficiently caching frequently accessed activations and model weights to reduce redundant transfers. + +9. **Experimental Setup** + + * Datasets: Evaluated on large-scale benchmarks (e.g., ogbn-papers100M, Friendster, and synthetic billion-scale graphs). + + * Testbed: Distributed cluster with high-speed interconnects (RoCE/InfiniBand) and NVIDIA GPUs. + + * Baselines: Compared against state-of-the-art frameworks like DGL-Dist, DistDGLv2, and PipeGCN. + +10. **Experimental Results & Analysis** + + * Performance Gain: LeapGNN achieves up to 4.2x (or higher for large features) speedup compared to DGL. + + * Network Efficiency: Reduces communication volume by up to 90% in feature-heavy scenarios. + + * Design Constraint: Include a comparison table (refer to Fig 8 or 9) showing the epoch time reduction across various graph datasets. + +11. **Scalability and Sensitivity Studies** + + * Scaling Effects: Demonstrates near-linear speedup as the number of GPU nodes increases. + + * Feature Dimension Impact: Shows that LeapGNN's advantage grows as vertex feature dimensions increase (e.g., from 128 to 1024). + +12. **Key Takeaways & Limitations** + + * Takeaways: Model migration is superior when feature data is massive; LeapGNN effectively shifts the bottleneck from the network back to the GPU computation. + + * Limitations: Performance gains are smaller for graphs with extremely small feature dimensions where data migration is already efficient. + +13. **Conclusion** + + * Summary: LeapGNN provides a scalable and efficient solution for billion-scale GNN training by rethinking the relationship between computation and data storage. + + * Future Work: Integrating LeapGNN with heterogeneous storage (SSD/PMEM) for even larger out-of-core graph processing. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/generation_task/judge_prompt.json b/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..52627fd9d8d7c90a9a6c327fe84ccfe5b1b0b89d --- /dev/null +++ b/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: LeapGNN: Accelerating Distributed GNN Training Leveraging Feature-Centric Model Migration; Authors: Weijian Chen, Shuibing He, et al.; Conf: FAST 25).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Distributed GNN Training that points out the limitations of \"Data Migration\" (e.g., \"massive network traffic\" and \"communication-bound bottlenecks\")?\nIf **no**, explain where the background info on traditional framework inefficiencies is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Model Migration\" (moving computation to where data resides) as opposed to data migration?\nIf **no**, describe the missing points in explaining the feature-centric paradigm shift.\n", + "\nIs there a slide describing the \"LeapGNN Architecture\" and how it coordinates the Model Migrator and Activation Gatherer?\nIf **no**, indicate whether the structural link between distributed storage and computation migration was omitted.\n", + "\nIs there a slide explaining the \"Feature-Centric Model Execution\" and its role in avoiding cross-node vertex feature transfers?\nIf **no**, specify if the mechanism for local aggregation is missing.\n", + "\nDoes the deck present the core logic for the \"Hybrid Execution Policy\" (how it decides between moving data or moving the model)?\nIf **no**, specify if the cost-benefit analysis mechanism for different graph partitions is missing.\n", + "\nIs there a slide summarizing the training data sources used (e.g., billion-scale graphs like ogbn-papers100M or Friendster)?\nIf **no**, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like DGL-Dist, DistDGLv2, or PipeGCN?\nIf **no**, indicate if the performance analysis relative to state-of-the-art GNN frameworks was omitted.\n", + "\nDoes the deck include results showing LeapGNN's ability to reduce network communication volume (e.g., reductions up to 90%)?\nIf **no**, indicate if quantitative evidence of bandwidth saving is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., performance impact when vertex features are extremely small)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Communication Bottleneck\" accurate? (e.g., fetching remote features is the primary overhead in billion-scale GNN training.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Feature-Centric Computation\" rather than a \"Sampling-Optimized Approach\"?\nIf **no**, point out the deviation in understanding the core migration principle.\n", + "\nAre the explanations for \"Activation Merging\" consistent with the paper? (It returns lightweight intermediate tensors instead of raw features.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Pipeline Parallelism\" or overlapping strategies accurate?\nIf **no**, specifically point out errors in how model transfer and local aggregation are concurrent.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving up to 4.2x speedup over DGL in feature-heavy scenarios.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Model Parameters\" and \"Vertex Features\" within the LeapGNN framework?\nIf **no**, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Epoch Time, Communication Volume) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it optimizes graph partitioning when it primarily optimizes the migration of computation)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Scalability\"? (i.e., performance gains increasing with more GPU nodes and higher feature dimensions.)\nIf **no**, specify the slides where the scalability analysis is misinterpreted.\n", + "\nIs the hardware environment (e.g., RoCE/InfiniBand interconnect, NVIDIA GPUs) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/generation_task/statistics.yaml b/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..63bb60b4da9c3f2853fa3a9582e721e9f7322e24 --- /dev/null +++ b/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration +category: academia +input_metrics: + total_input_tokens: 11793 + generation_prompt_tokens: 2273 + materials_total_tokens: 9520 + material_count: 1 + pdf_total_pages: 17 + file_details: + - name: material.pdf + tokens: 9520 + pages: 17 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/material.pdf b/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8800b2395be086a7e72e3e4ce04c77059feede12 --- /dev/null +++ b/academia/FAST_2025/LeapGNN_Accelerating_Distributed_GNN_Training_Leveraging_Feature-Centric_Model_Migration/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:578a8cad18f17383e1d25e6f0070ad39da0c28072001603ef34e064602ea76cb +size 1813912 diff --git a/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/generation_task/instructions.md b/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ef7af045f59832f2dbbfaf4b00a1d8dc9a0bf3cb --- /dev/null +++ b/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/generation_task/instructions.md @@ -0,0 +1,144 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: On Scalable Integrity Checking for Secure Cloud Disks + * Author Team: Quinn Burke, Ryan Sheatsley, Rachel King, Owen Hines, Michael Swift, and Patrick McDaniel + * Affiliation: University of Wisconsin-Madison + * Conference: 23rd USENIX Conference on File and Storage Technologies (FAST 25) + +2. **Outline / Agenda** + + - Background: Cloud Disk Integrity and Merkle Trees + - Performance Bottlenecks: Scalability and CPU Costs + - Theory: Optimal Hash Trees as Prefix Codes + - Proposed Method: Dynamic Merkle Trees (DMTs) + - Implementation: Linux Plug-and-Play Integration + - Experimental Setup and Results + - Conclusion and Key Takeaways + +3. **Introduction / Background** + + * Problem: Confidential computing requires proving the integrity and freshness of data stored on untrusted cloud disks. + + * Standard Solution: Merkle Hash Trees (MHTs). + + * Mechanism: A root hash authenticates the entire disk; every read/write requires verifying or updating a path of hashes from leaf to root. + +4. **Limitations of Existing Methods (e.g., Linux dm-verity):** + + * Scalability Problem: Throughput drops as disk capacity increases because tree height grows logarithmically (e.g., a 28-level tree for 1 TB). + + * Static Structure: Balanced trees assume uniform access, but real-world workloads are highly skewed (Zipfian distribution). + + * CPU Bottleneck: Hashing (CPU cost) is the primary overhead, not metadata I/O, due to high-performance NVMe devices and efficient caching. + + * Design Constraint: Include a graph (refer to Fig 3) showing the significant throughput loss of dm-verity at 4 TB compared to baseline. + +5. **Theory: Modeling Optimal Hash Trees** + + * Core Concept: Finding an optimal hash tree is equivalent to finding an optimal prefix tree in lossless data compression (Huffman Coding). + * Optimal Property: Frequently accessed blocks should have shorter verification paths to minimize the expected number of hashes computed. + * Constraint: Standard high-degree (e.g., 64-ary) trees are actually suboptimal because they increase the amount of data hashed per level. + +6. **Overview of the Proposed Method: Dynamic Merkle Trees (DMTs)** + + * Core Idea: A novel, self-adjusting, unbalanced hash tree that learns workload patterns on-the-fly. + * Key Contribution 1: Skew Exploitation. Moves "hot" data closer to the root to reduce hashing latency for the working set. + * Key Contribution 2: Splay-based Adaptation. Based on splay tree logic to adapt to changing access patterns without a priori knowledge. + * Key Contribution 3: Hardware Scalability. Specifically optimized for low-latency NVMe storage and modern CPU instruction sets. + +7. **Methodology: DMT Architecture and Operations** + + * Uses tree rotations to dynamically restructure the tree during verification and update operations. + * Design Constraint: Display the comparison between a balanced tree and a DMT (refer to Fig 1 & Fig 9) highlighting the leaf height differences. + +8. **Experimental Setup** + + * Environment: AWS EC2 instances with local NVMe devices. + * Workloads: Zipfian distributions (modeled after real-world skew), Alibaba production datasets, and Filebench OLTP. + * Metrics: Throughput (MB/s), Latency (μs), and Hashing Cost (CPU cycles). + +9. **Experimental Results & Analysis** + + * Performance Gain: DMTs deliver up to 2.2x throughput improvement over static balanced trees (dm-verity). + * Efficiency: DMTs achieve >85% of the theoretical "Optimal Oracle" performance. + * Cache Synergy: DMTs perform better with smaller caches by ensuring critical "hot" nodes are prioritized. + * Design Constraint: Include a comparison table/graph (refer to Section 7 results) showing performance across different Zipf skews. + +10. **Key Takeaways & Conclusion** + + * Takeaways: Balanced trees are ill-suited for cloud storage; structural efficiency (reducing hash path length) is key to scaling integrity checks. + * Conclusion: DMTs provide a practical, high-performance foundation for secure cloud block storage. + * Software: Open-sourced and plug-and-play for the Linux kernel. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/generation_task/judge_prompt.json b/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..930607f22996dac65eb142309db752520f840071 --- /dev/null +++ b/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: On Scalable Integrity Checking for Secure Cloud Disks; Authors: Quinn Burke, Ryan Sheatsley, et al.; Conf: FAST 25).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Cloud Disk Integrity that points out the limitations of standard Merkle Hash Trees (e.g., \"logarithmic overhead scaling\" and \"CPU-bound hashing bottlenecks\")?\nIf **no**, explain where the background info on scalability challenges is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Dynamic Merkle Trees (DMTs)\" and how they exploit workload skew?\nIf **no**, describe the missing points in explaining the self-adjusting tree framework.\n", + "\nIs there a slide describing the \"Splay-based Rotation\" mechanism and how it restructures the tree during I/O operations?\nIf **no**, indicate whether the structural link between data access and tree adaptation was omitted.\n", + "\nIs there a slide explaining the \"Prefix-Code Modeling\" and how the paper equates hash tree optimization to Huffman coding?\nIf **no**, specify if the theoretical foundation of optimal path lengths is missing.\n", + "\nDoes the deck present the core logic for the \"Optimal Tree Oracle\" (the baseline used to measure how close DMTs get to theoretical perfection)?\nIf **no**, specify if the comparison against the ideal skewed tree is missing.\n", + "\nIs there a slide summarizing the experimental setup and workloads used (e.g., Zipfian distributions, Alibaba block traces, or Filebench)?\nIf **no**, explain if the evaluation environment section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like dm-verity or fixed-degree balanced trees (e.g., 2-ary or 64-ary MHTs)?\nIf **no**, indicate if the performance analysis relative to existing Linux integrity tools was omitted.\n", + "\nDoes the deck include results showing the model's ability to improve throughput and reduce latency (e.g., the \"2.2x improvement\" claim)?\nIf **no**, indicate if quantitative evidence of performance gains is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the metadata overhead of maintaining a non-balanced structure)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of balanced trees accurate? (e.g., they assume uniform access which is rare in real cloud workloads.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Structural Optimization\" rather than just \"Algorithmic Hashing Acceleration\"?\nIf **no**, point out the deviation in understanding that DMT reduces the *number* of hashes, not just their speed.\n", + "\nAre the explanations for \"Tree Rotations\" consistent with the paper? (It moves hot nodes closer to the root to minimize hash computations.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Log-Score\" or \"Expected Path Length\" calculations accurate?\nIf **no**, specifically point out errors in the mathematical modeling of the tree cost.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving significant gains on highly skewed Zipf workloads but lower gains on uniform ones.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"In-kernel implementation\" and \"User-space simulation\"?\nIf **no**, explain where the implementation details are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Throughput in MB/s, Average Hashing Latency) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it reduces I/O counts when it primarily reduces CPU hashing cycles)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Adaptability\"? (i.e., the tree changing shape as the 'hot' set of data blocks shifts.)\nIf **no**, specify the slides where the dynamic nature of DMT is misinterpreted.\n", + "\nIs the baseline configuration (e.g., SHA-256 hashing, 4KB block size, dm-verity integration) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/generation_task/statistics.yaml b/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cfecb4eede2afb1401a110a76d7ac32e32f84a3a --- /dev/null +++ b/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks +category: academia +input_metrics: + total_input_tokens: 11127 + generation_prompt_tokens: 2167 + materials_total_tokens: 8960 + material_count: 1 + pdf_total_pages: 16 + file_details: + - name: material.pdf + tokens: 8960 + pages: 16 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/material.pdf b/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..96e9609776de541ff8b142271ee9c2cff6c990ba --- /dev/null +++ b/academia/FAST_2025/On_Scalable_Integrity_Checking_for_Secure_Cloud_Disks/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1fa816bff8d0c2670cbe773dd9c7f59ffbd1609a51786b2d8b3f2544b0263cf1 +size 1343067 diff --git a/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/generation_task/instructions.md b/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..20a04dcf70c6df2bafa2b531efc5992cf7156174 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/generation_task/instructions.md @@ -0,0 +1,151 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + + Paper Title: CAMERAS AS RAYS: POSE ESTIMATION VIA RAY DIFFUSION + Author Team: Jason Y. Zhang, Amy Lin*, Moneish Kumar, Tzu-Hsuan Yang, Deva Ramanan, Shubham Tulsiani + Affiliation: Carnegie Mellon University + Conference: International Conference on Learning Representations (ICLR) 2024 + +2.**Outline / Agenda** + +3.**Introduction / Background** + + Camera Pose Estimation: A core task for 3D reconstruction, traditionally parameterized by global extrinsics (rotation and translation). + Current Landscape: + Classical SfM/SLAM: Rely on dense correspondences, failing in sparse-view scenarios (<10 images). + Learning-based Methods: Predict global camera matrices but struggle with spatial precision and multi-modal uncertainty. + Motivation: Move beyond parsimonious global representations to over-parameterized distributed representations that benefit neural learning. + +4.**Limitations of Existing Methods:** + + Insufficient Overlap: Traditional SfM fails when images lack enough common feature points for matching. + Suboptimal Representation: Global pose parameters (R, t) are weakly coupled with local spatial image features. + Uncertainty Handling: Simple regression models cannot capture ambiguities and symmetries inherent in wide-baseline views. + Design Constraint: Include a visual comparison (refer to Fig 5) showing how baseline models (RelPose++, PoseDiffusion) fail to achieve fine localization compared to ray-based methods. + +5.**Overview of the Proposed Method** + + Core Idea: Recast pose inference as patch-wise ray prediction, treating a camera as a bundle of rays represented in Plücker coordinates. + Key Contribution 1: Distributed Ray Representation. Enables tight coupling between image patches and 3D rays, improving pose precision. + Key Contribution 2: Ray Regression Transformer. A set-to-set model that maps image patches directly to corresponding rays. + Key Contribution 3: Denoising Ray Diffusion. A probabilistic framework to sample plausible camera modes and handle inference uncertainties. + +6.**Methodology: Camera-Ray Conversion** + + Step 1: Camera to Ray Bundle: Unprojecting pixel coordinates into 6-D Plücker rays (directions and moments) using camera intrinsics and extrinsics. + Step 2: Ray Bundle to Camera: Recovering R, t, and K via least-squares optimization and RQ-decomposition of the predicted ray bundle. + Design Constraint: Display the conversion process diagram (refer to Fig 2) showing the flow between traditional camera parameters and Plücker rays. + +7.**Key Algorithm: Denoising Ray Diffuser** + + Network Architecture: Uses a Diffusion Transformer (DiT) to jointly process image features (DINOv2) and noisy rays. + Denoising Process: Inverts a Gaussian noising process to predict original rays from noisy inputs, conditioned on image patches and time embeddings. + Optimization: Trained using a simple L2 reconstruction loss on the predicted camera rays. + +8.**Dataset and Training Details** + + Training Data: CO3Dv2 dataset featuring 51 household object categories. + Experimental Split: Trained on 41 categories; evaluated on 10 held-out categories to test generalization. + Implementation: Trained on 8 A6000 GPUs; uses 16x16 ray resolution per image. + +9.**Experimental Setup** + + Test Benchmarks: Evaluated on sparse image sets (2 to 8 views) across seen and unseen categories. + Baselines: Compared against COLMAP, RelPose, RelPose++, and PoseDiffusion. + Evaluation Metrics: Rotation Accuracy (proportion < 15°) and Camera Center Accuracy (proportion < 0.1 scene scale). + +10.**Experimental Results & Analysis** + + State-of-the-Art Performance: Both ray regression and diffusion models outperform all existing learning-based and correspondence-based methods. + Generalization: Demonstrates robust performance on unseen object categories and in-the-wild self-captures (refer to Fig 6). + Resolution Impact: Performance significantly improves as the number of rays increases (from 2x2 to 16x16). + Design Constraint: Include a results table (refer to Tab 1 & 2) highlighting the accuracy gains over PoseDiffusion and RelPose++. + +11.**Visual Analysis & Uncertainty** + + Mode Sampling: Ray Diffusion recovers multiple plausible camera trajectories in symmetric or ambiguous scenes. + Feature Coupling: Visualization shows that the model effectively aligns image patches with their corresponding 3D directions. + Design Constraint: Include a visualization of the denoising process (refer to Fig 4) showing rays converging from noise to structured cameras. + +12.**Key Takeaways & Limitations** + + Takeaways: Distributed ray representations are superior to global parametrizations for neural pose estimation; diffusion effectively models pose uncertainty. + Limitations: Increasing ray resolution is computationally expensive; does not currently enforce explicit geometric consistency during inference. + +13.**Conclusion** + + Summary: Ray Diffusion provides a novel, precise, and probabilistic framework for sparse-view camera pose estimation. + Future Work: Integrating joint inference of rays and scene geometry for more robust 3D reconstruction. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/generation_task/judge_prompt.json b/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7436267062b60467dfc12d4df9c8087ab833e43c --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?** \n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n\n If **no**, describe what is missing from the first slide.\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?** \n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify where the outline or agenda is missing.\n", + "\n**Is there a slide dedicated to the background of Sparse-view Pose Estimation that points out the limitations of global parameterization (e.g., \"weak coupling with image features\" and \"inability to handle multi-modal uncertainty\")?** \n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the background information is lacking or misplaced.\n", + "\n**Does the slide deck clearly define the core concept of \"Cameras as Rays\" using Plücker coordinates to represent camera poses?** If **no**, describe the missing points in explaining the 6D ray representation (direction and moment).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe the missing or insufficient explanation.\n", + "\n**Is there a slide describing the \"Ray Regression Transformer\" architecture and how it maps image patches to 3D rays?** \n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing in the AgentBoard overview.\n", + "\n**Is there a slide explaining the \"Ray Diffusion\" process and its role in capturing the probabilistic nature of sparse-view inference?** \n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which categories or examples are missing.\n", + "\n**Does the deck present the logic for \"Pose Recovery from Rays\" (how predicted rays are converted back to standard R and t matrices via least-squares)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain which parts of the framework are unclear or missing.\n", + "\n**Is there a slide summarizing the training data sources used (e.g., the CO3Dv2 dataset with 51 object categories)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain the missing details related to the evaluation metrics.\n", + "\n**Does the experimental section cover comparative results against baselines like COLMAP, RelPose++, or PoseDiffusion?** \n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention where the experimental results are missing or misrepresented.\n", + "\n**Does the deck include qualitative results showing the model's ability to estimate poses for \"unseen\" object categories or in-the-wild captures?** \n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain which aspects of agent abilities are lacking.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., computational cost of high-resolution ray bundles)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe the missing insights or takeaways.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of Plücker coordinates accurate? (e.g., correctly defining them as 6D vectors representing lines in 3D space.)** \n\n If **no**, explain which part of the description is inconsistent with the paper.\n", + "\n**Is the technical roadmap correctly presented as a \"Distributed Representation\" rather than a \"Global Matrix Regression\"?** \n\n If **no**, describe the wrong technical details.\n", + "\n**Are the explanations for the \"Denoising Process\" consistent with the paper? (It maps noisy rays to clean rays conditioned on image features.)** \n\n If **no**, explain the wrong technical details.\n", + "\n**Are the details of the \"Ray Reconstruction Loss\" or training objectives accurate?** \n\n If **no**, explain the wrong technical details.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., the rotation accuracy and camera center error rates on CO3D.)** \n\n If **no**, explain the wrong technical details.\n", + "\n**Does the deck accurately distinguish between \"Regression-based\" and \"Diffusion-based\" variants of the proposed method?** \n\n If **no**, explain the wrong technical details.\n", + "\n**Are the definitions of evaluation metrics (e.g., Rotation Accuracy < 15°, Camera Center < 0.1 scale) consistent with the paper's standards?** \n\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it estimates object shape when it is a camera pose estimation method)?** \n\n If **no**, describe how the explanation of these metrics is lacking or confusing.\n", + "\n**Do the visual results accurately reflect the \"Multi-modal Sampling\" capability? (i.e., showing different plausible camera modes in symmetric scenes.)** \n\nIf **no**, specify the slides where the diffusion sampling advantage is misinterpreted.\n", + "\n**Is the backbone model (e.g., DINOv2 for image features) correctly identified?** \n\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/generation_task/statistics.yaml b/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5a071bdee2e7d97b08578cdf126874e4fa6da306 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7 +category: academia +input_metrics: + total_input_tokens: 14643 + generation_prompt_tokens: 2323 + materials_total_tokens: 12320 + material_count: 1 + pdf_total_pages: 22 + file_details: + - name: material.pdf + tokens: 12320 + pages: 22 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/material.pdf b/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e67000d8e71142325054d019b89cd60c8f7dfdac --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Cameras_as_Rays__Pose_Estimation_via_Ray_Diffusion_Oral_20d4d7/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c706c2e7fa7b8ec6c2792c8624ddc87ba854987ad85e40794c7c99ba1a3d3f07 +size 9808931 diff --git a/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/generation_task/instructions.md b/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..e5b020b29fec96b462545dfbcfb2e2a391523b43 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/generation_task/instructions.md @@ -0,0 +1,167 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEs + + Author Team: Yogesh Verma, Markus Heinonen, Vikas Garg + + Affiliation: Aalto University, Finland; Yai Yai Ltd + + Conference: International Conference on Learning Representations (ICLR) 2024 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Climate and Weather Prediction: Traditionally relies on high-precision numerical simulations of atmospheric physics (NWP), which are computationally intensive. + + Current Landscape: Deep learning methods (e.g., Transformers, GNNs) have challenged simulations but often act as black-box models. + + Motivation & Problem Statement: Existing data-driven models neglect underlying physics, lack uncertainty quantification, and often violate conservation laws due to discrete-time "jumps." + +4. **Limitations of Existing Methods:** + + Physical Inconsistency: Data-driven models (e.g., Pangu-Weather, ClimaX) overlook fundamental physical dynamics like advection. + + Lack of Uncertainty: Most state-of-the-art neural forecasting models do not provide estimates of prediction confidence. + + High Parameterization: Existing models are extremely large and computationally demanding (e.g., Pangu-Weather has 256M parameters). + + Design Constraint: Include a comparison table (refer to Table 1) showing ClimODE's advantage in being continuous-time, value-preserving, and having significantly fewer parameters (2.8M). + +5. **Overview of the Proposed Method** + + Core Idea: A spatiotemporal continuous-time process (ClimODE) that implements the advection principle from statistical mechanics. + + Key Contribution 1: Neural Advection PDE. Implements a second-order neural continuity equation ensuring value-conserving dynamics. + + Key Contribution 2: Hybrid Velocity Network. Integrates local convolutions for transport and long-range attention for global atmospheric interactions. + + Key Contribution 3: Uncertainty Quantification. Features a probabilistic emission model to estimate aleatoric and epistemic uncertainties. + +6. **Methodology: Neural Transport Model** + + Step 1: Continuity Equation: Modeling weather as a closed system where quantity change is driven by flow velocity, transport, and compression. + + Step 2: Second-Order Flow: Parameterizing velocity change (dv/dt) as a neural network function of state, gradients, and spatiotemporal embeddings. + +7. **Key Algorithm: ODE System & Velocity Inference** + + System of ODEs: Transforming the 2nd-order PDE into a pair of 1st-order ODEs, solved using numerical solvers like Runge-Kutta. + + Initial Velocity Inference: Solving the inverse problem of estimating initial velocity directly from observed states using penalized least-squares. + + Design Constraint: Display the whole prediction pipeline diagram (refer to Fig 3) showing the flow from Initial Velocity -> Advection ODE -> Emission Model. + +8. **Dataset and Training Details** + + Data Source: ERA5 dataset from WeatherBench at 5.625° resolution. + + Variables: 5 key quantities including 2m temperature (t2m), temperature (t), geopotential (z), and wind components (u10, v10). + + Training Setup: 10 years of training data (2006-2015), 1 year validation, and 2 years testing. + +9. **Experimental Setup** + + Test Tasks: Global forecasting (6h to 5 days), regional forecasting, and monthly climate forecasting. + + Evaluation Metrics: Latitude-weighted Root Mean Square Error (RMSE) and Anomaly Correlation Coefficient (ACC). + +10. **Experimental Results & Analysis** + + State-of-the-Art Performance: ClimODE outperforms competitive neural methods (ClimaX, FourCastNet) across almost all variables and metrics. + + Efficiency: Achieves superior results with an order of magnitude smaller parameterization (2.8M vs 256M+). + + Design Constraint: Include RMSE and ACC comparison plots (refer to Figure 4) showcasing ClimODE's lead over baselines. + +11. **Visual Analysis & Uncertainty Studies** + + Ablation Studies: Advection-based modeling provides the most significant accuracy boost compared to standard Neural ODEs. + + Uncertainty Visualization: The model identifies high-confidence regions (oceans) versus high-uncertainty areas (mountainous land), aligning with physical intuition. + +12. **Key Takeaways & Limitations** + + Takeaways: Physics-informed neural ODEs provide more stable long-horizon forecasts; continuous-time modeling is crucial for value preservation. + + Limitations: While SOTA among neural models, it still faces challenges in matching the ultra-high resolution of gold-standard operational IFS. + +13. **Conclusion** + + Summary: ClimODE establishes a new state of the art by combining continuous-time PDEs with neural networks for efficient and physics-aligned weather modeling. + + Future Work: Scaling to higher resolutions and incorporating more complex atmospheric variables. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/generation_task/judge_prompt.json b/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..052c631480c904dcf6b70ee43a61eb2bafcf7095 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEs; Conf: ICLR 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Weather Forecasting that points out the limitations of existing data-driven models (e.g., \"lack of physical consistency,\" \"black-box nature,\" and \"violation of conservation laws\")?**\nIf **no**, explain where the background info on physical constraints is lacking.\n", + "\n**Does the slide deck clearly define the core concept of \"Neural Advection\" and how it implements the continuity equation from statistical mechanics?**\n\nIf **no**, describe the missing points in explaining the value-conserving dynamics.\n", + "\n**Is there a slide describing the \"Second-Order Neural ODE\" architecture and how it models the evolution of velocity ($dv/dt$)?**\nIf **no**, indicate whether the structural link between the state and its acceleration was omitted.\n", + "\n**Is there a slide explaining the \"Hybrid Velocity Network\" and its use of both local convolutions and long-range attention?**\nIf **no**, specify if the mechanism for capturing global atmospheric interactions is missing.\n", + "\n**Does the deck present the logic for the \"Probabilistic Emission Model\" and its role in quantifying aleatoric and epistemic uncertainty?**\nIf **no**, specify if the explanation of uncertainty estimation is missing.\n", + "\n**Is there a slide summarizing the training data sources used (e.g., ERA5 dataset from WeatherBench at 5.625° resolution)?**\n\nIf **no**, explain if the dataset section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like Pangu-Weather, FourCastNet, or ClimaX?**\nIf **no**, indicate if the performance analysis relative to large-scale transformer-based methods was omitted.\n", + "\n**Does the deck include results showing ClimODE's performance with significantly fewer parameters (e.g., 2.8M vs 256M+)?**\n\nIf **no**, indicate if the evidence of parameter efficiency is missing.\n", + "\n**Is there a slide titled \"Key Takeaways\" with major insights from the paper, such as findings and contributions?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe the missing insights or takeaways.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the limitations of discrete-time models accurate? (e.g., they introduce \"jumps\" that violate physical conservation.)**\n\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as a \"Continuous-time Spatiotemporal Process\" rather than a \"Discrete Step-wise Predictor\"?**\n\nIf **no**, point out the deviation in understanding the ODE integration principle.\n", + "\n**Are the explanations for \"Initial Velocity Inference\" consistent with the paper? (It solves an inverse problem using penalized least-squares.)**\n\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Continuity Equation\" integration accurate? (i.e., mapping quantity change to flow velocity and compression.)**\n\nIf **no**, specifically point out errors in the physical formulation.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving lower RMSE than ClimaX with 100x fewer parameters.)**\n\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Advection\" (transport of quantities) and \"Diffusion\" or other atmospheric processes?**\n\nIf **no**, explain where these physical concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Latitude-weighted RMSE, ACC) consistent with the paper's standards?**\n\nIf **no**, point out errors in metric interpretation.\n", + "\n**3.8 Does the slide deck avoid fabricating facts (e.g., claiming it uses 3D voxels when it operates on spherical 2D grids of atmospheric variables)?**\n\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Uncertainty Quantification\"? (e.g., showing higher variance in complex land terrains vs. oceans.)**\n\nIf **no**, specify the slides where the probabilistic outputs are misinterpreted.\n", + "\n**Is the ODE solver (e.g., Runge-Kutta 4th order) and the specific training time-window correctly identified?**\n\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/generation_task/statistics.yaml b/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..04941fa55314561e73ecfa2781b13b539ef6c28e --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221 +category: academia +input_metrics: + total_input_tokens: 15157 + generation_prompt_tokens: 2277 + materials_total_tokens: 12880 + material_count: 1 + pdf_total_pages: 23 + file_details: + - name: material.pdf + tokens: 12880 + pages: 23 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/material.pdf b/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1e83ef017cd23c9a92a6168b360b4a81aa87af68 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_ClimODE__Climate_and_Weather_Forecasting_with_Physics-informed_Neural_ODEs_Oral_b88221/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bdcdf4e0f1b61bbfe53982183f0bb0174c040284c3d4d2d3c38b1d3e15ca86f0 +size 6727489 diff --git a/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/generation_task/instructions.md b/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..70477c1133a2a7cb90b40da0e06aaa06771b826f --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/generation_task/instructions.md @@ -0,0 +1,173 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Improved Active Learning via Dependent Leverage Score Sampling + + Author Team: Atsushi Shimizu, Xiaoou Cheng, Christopher Musco, Jonathan Weare + + Affiliation: New York University + + Conference: ICLR 2024 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Active Linear Regression: Learning parameters $x$ from $Ax \approx b$ with minimum queries to the expensive target vector $b$. + + Agnostic Setting: No assumed relationship between $A$ and $b$ (adversarial noise); essential for complex surrogates in parametric PDEs and uncertainty quantification. + + Current Landscape: + + Independent Leverage Score Sampling: Provides $O(d \log d)$ complexity but often leaves spatial "gaps." + + Deterministic Methods: Offer spatial coverage but lack provable guarantees in agnostic settings. + + Motivation & Problem Statement + +4. **Limitations of Existing Methods:** + + Sample Gaps: Bernoulli (independent) sampling is prone to missing large regions of the data domain, leading to poor practical approximation. + + Lack of Robustness: Deterministic grids (like Chebyshev) can fail significantly if noise in $b$ is concentrated at grid points. + + Statistical Inefficiency: Traditional methods may require excessive samples to achieve the desired relative error in high-dimensional or polynomial tasks. + + Design Constraint: Include a visual comparison (refer to Fig 1) showing polynomial approximation artifacts in Bernoulli sampling vs. the smooth results of the proposed method. + +5. **Overview of the Proposed Method** + + Core Idea: Combining marginal leverage score sampling with non-independent "pivotal sampling" to achieve both theoretical optimality and spatial coverage. + + Key Contribution 1: Spatially-Aware Pivotal Sampling. A mechanism ensuring samples are evenly spread while maintaining marginal probabilities proportional to leverage scores. + + Key Contribution 2: Theoretical Framework for Dependence. Proving that any sampling obeying "one-sided $l_{\infty}$ independence" matches the $O(d \log d)$ complexity. + + Key Contribution 3: Log-Factor Removal for Polynomials. Demonstrating a tighter $O(d)$ sample complexity bound for polynomial regression tasks. + +6. **Methodology: Benchmark Construction** + + Step 1: Binary Tree Construction: Using a novel recursive PCA procedure to build a tree where spatially close points are grouped together. + + Step 2: Pivotal Tournament: Indices compete in a binary tree; siblings are unlikely to both be sampled, ensuring a "well-balanced" spatial distribution. + +7. **Key Algorithm: Spatially-Aware Pivotal Sampling** + + Algorithm 1 (Pivotal Sampling): A tournament-based approach where inclusion probabilities are updated as indices move up the tree. + + Algorithm 2 (Tree Construction): Splitting the data domain using PCA or coordinate directions to match the underlying geometry. + + Design Constraint: Display the sampling comparison diagram (refer to Fig 2) illustrating Bernoulli sampling, Pivotal sampling, and Chebyshev grids. + +8. **Dataset and Training Details** + + Target Functions: Damped Harmonic Oscillator (2D/3D), Heat Equation, and Chemical Surface Coverage models. + + Models: Polynomial regression surrogates (up to degree 20) used to approximate numerical PDE solutions. + + Data Statistics: Evaluations performed over thousands of trial runs to ensure statistical significance of the error reduction. + +9. **Experimental Setup** + + Baselines: Bernoulli Leverage Score Sampling, Uniform Sampling, Chebyshev Grids, and the Randomized BSS Algorithm. + + Evaluation Metrics: Relative $l_2$ error ($||A\tilde{x}^{*}-b||_2^2 / ||Ax^{*}-b||_2^2$) across varying sample sizes $k$. + +10. **Experimental Results & Analysis** + + Efficiency Boost: The proposed method reduces the required samples for a target accuracy by up to 50% compared to independent sampling. + + Theoretical Validation: Confirms that pivotal sampling matches or exceeds the performance of complex optimal algorithms like BSS with simpler implementation. + + Design Constraint: Include a comparison plot (refer to Fig 8) showing the relative error decay of Pivotal vs. Bernoulli vs. Randomized BSS. + +11. **Theoretical Breakthroughs** + + One-sided $l_{\infty}$ Independence: A weak condition that allows tight matrix concentration bounds for non-independent sampling strategies. + + Polynomial Optimality: Proving $O(d)$ sample complexity for 1D polynomials, providing the first theoretical justification for spatial distribution benefits. + +12. **Key Takeaways & Limitations** + + Takeaways: Dependent sampling is a powerful and underutilized tool for active learning; spatial awareness significantly enhances performance in PDE-related tasks. + + Limitations: Theoretical $O(d)$ bounds currently proven for 1D; high-dimensional optimal scaling remains an area for further theoretical exploration. + +13. **Conclusion** + + Summary: Spatially-aware pivotal sampling offers the "best of both worlds"—the robustness of randomization and the efficiency of grid-based methods. + + Future Work: Extending the theoretical framework to non-linear surrogates and alternative spatial splitting strategies. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/generation_task/judge_prompt.json b/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2e54cd3f75a26bb9d8068db49112a8c885e62108 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**Does the first slide correctly list the title, authors, and the conference?**\n\nIf **no**, describe what is missing (Title: Improved Active Learning via Dependent Leverage Score Sampling; Conf: ICLR 2024).\n", + "\n\n**Does the beginning of the presentation include a clear agenda or outline?**\n\nIf **no**, specify where it is missing.\n", + "\n\n**Is there a slide dedicated to the background of Active Learning that points out the limitations of independent sampling (e.g., \"spatial gaps\" or \"clustering\")?**\n\nIf **no**, explain where the background info is lacking.\n", + "\n\n**Does the slide deck clearly define the core concept of \"Pivotal Sampling\" and how it introduces negative correlation?**\n\nIf **no**, describe the missing points in explaining the dependent sampling framework.\n", + "\n\n**Is there a slide describing the \"Recursive PCA Tree\" and its role in spatial partitioning?**\n\nIf **no**, indicate whether the link between geometry and the tournament mechanism was omitted.\n", + "\n\n**Is there a slide explaining the \"One-sided $l_{\\infty}$ Independence\" condition?**\n\nIf **no**, specify if the theoretical bridge to matrix concentration is missing.\n", + "\n\n**Does the deck present the logic for the $O(d)$ bound in polynomial regression?**\n\nIf **no**, specify if the proof of removing the log factor is missing.\n", + "\n**Is there a slide summarizing the physical models used (e.g., Heat Equation, Harmonic Oscillator)?**\n\nIf **no**, explain if the dataset section is missing.\n", + "\n**Does the experimental section cover comparisons against Bernoulli, Chebyshev, and BSS baselines?**\n\nIf **no**, indicate if the relative performance analysis was omitted.\n", + "\n**Does the deck include qualitative results showing how the method avoids \"spikes\" or artifacts in approximation?**\n\nIf **no**, indicate if visual evidence of improved fit quality is missing.\n", + "\n**Is there a slide titled \"Key Takeaways\" with major insights from the paper, such as findings and contributions?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe the missing insights or takeaways.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of independent sampling limitations accurate? (e.g., it fails to guarantee \"well-spaced\" samples even if marginals are correct.)**\n\nIf **no**, specify the inaccurate descriptions.\n", + "\n\n**Is the technical roadmap correctly presented as a \"Tournament-based competition\" rather than \"Greedy selection\"?**\n\nIf **no**, point out the deviation in understanding.\n", + "\n**Is the explanation for \"Leverage Scores\" consistent with the paper? (i.e., measuring the influence of a point on the regression fit.)**\n\nIf **no**, explain the error.\n", + "\n\n**Are the details of the \"Relative $l_2$ Error\" metric accurate?**\n\nIf **no**, specifically point out errors in the mathematical definitions.\n", + "\n\n** Does the performance data match the paper's figures? (e.g., ~50% sample reduction in 2D tasks.)**\n\nIf **no**, list the specific discrepancies.\n", + "\n\n**Does the deck accurately distinguish between \"Uniform Pivotal\" and \"Leverage Score Pivotal\" sampling?**\n\nIf **no**, explain where they are confused.\n", + "\n\n**Are the definitions of sample complexity ($k$ vs $d$) consistent with the paper's standards?**\n\nIf **no**, point out errors in interpretation.\n", + "\n\n**Does the slide deck avoid fabricating facts? (e.g., claiming applicability to Deep Learning when the paper focuses on Linear/Polynomial regression.)**\n\nIf **no**, point out the fabricated content.\n", + "\n**Do visual results accurately reflect \"Stability\"? (i.e., lower error variance across random seeds.)**\n\nIf **no**, specify the misinterpretation.\n", + "\n\n**Is the distinction between Bernoulli and Pivotal implementations correct? (Independent coin flips vs. joint tournament.)**\n\nIf **no**, provide the incorrect technical details found.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/generation_task/statistics.yaml b/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cf38180d58490fc734514e6eb9c6168a22ae54bf --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728 +category: academia +input_metrics: + total_input_tokens: 15770 + generation_prompt_tokens: 2330 + materials_total_tokens: 13440 + material_count: 1 + pdf_total_pages: 24 + file_details: + - name: material.pdf + tokens: 13440 + pages: 24 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/material.pdf b/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2e40ed30653907c3d8f4cdbeeecd97306d413fe6 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Improved_Active_Learning_via_Dependent_Leverage_Score_Sampling_Oral_ba5728/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e30b243038e25082d587476e86d488f7c0e0e0f38a58ca0112693c2ac16196e +size 2411071 diff --git a/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/generation_task/instructions.md b/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d399b692c81629cb66b3323aebc339aa2eeb000d --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/generation_task/instructions.md @@ -0,0 +1,157 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + + Paper Title: Learning Energy Decompositions for Partial Inference in GFlowNets + + Author Team: Hyosoon Jang¹, Minsu Kim², Sungsoo Ahn¹ + + Affiliation: ¹POSTECH, ²KAIST + + Conference: International Conference on Learning Representations (ICLR) 2024 + +2.**Outline / Agenda** + +3.**Introduction / Background** + + Generative Flow Networks (GFlowNets): Frameworks for sampling objects from a Boltzmann energy distribution through a sequence of actions. + + Partial Inference: A paradigm to improve training by evaluating intermediate states or transitions rather than just the final reward. + + Current Landscape: Forward-Looking GFlowNet (FL-GFN) uses intermediate energies, but this assumes such energies are accessible and helpful for guidance. + +4.**Limitations of Existing Methods:** + + Costly Evaluation: Intermediate energy functions are often expensive or impossible to evaluate for incomplete objects. + + Misleading Signals: Intermediate energies may fluctuate or remain zero (sparse reward), failing to provide informative guidance. + + Credit Assignment Pitfalls: Traditional GFNs struggle to identify which specific action in a sequence contributed most to the final low-energy score. + + Design Constraint: Include a visual example (refer to Fig 1) showing how FL-GFN fails in a "bag generation" task due to zero intermediate energy, whereas LED-GFN provides uniform credits. + +5.**Overview of the Proposed Method** + + Core Idea: Learning Energy Decompositions (LED-GFN) decomposes terminal energy into learnable potential functions defined on state transitions. + + Key Contribution 1: Learnable Local Credits. Replaces hard-coded intermediate energies with potentials that are learned autonomously. + + Key Contribution 2: Variance Regularization. Uses a dropout-based technique to ensure potentials are distributed smoothly and densly across the trajectory. + + Key Contribution 3: Policy Preservation. Theoretically ensures that training with learned potentials still induces the optimal sampling policy. + +6.**Methodology: Energy Decomposition Learning** + + Step 1: Potential Parameterization. Using a regression model $\phi_{\theta}$ to represent the energy contribution of a transition $s \rightarrow s'$. + + Step 2: Objective Function. The sum of potentials along a trajectory is constrained to approximate the terminal energy: $\mathcal{E}(x) \approx \sum \phi_{\theta}(s_t \rightarrow s_{t+1})$. + +7.**Key Algorithm: Training & Regularization** + + Online Learning: Potentials are trained using trajectories sampled during the GFlowNet's own training process. + + Dropout Regularization: A Bernoulli dropout mechanism promotes dense local credits and prevents over-reliance on a single step. + + Design Constraint: Display the construction process (refer to Algorithm 1) showing the alternating updates between the potential model and the GFlowNet policy. + +8.**Experimental Setup** + + Test Domains: Evaluated on five problems: Bag Generation, Molecule Discovery, RNA Sequence Generation, Set Generation, and Maximum Independent Set. + + Baselines: Compared against GFN (DB, TB, subTB), FL-GFN, PPO, and GAFN. + + Evaluation Metrics: Number of modes found (diversity) and average top-100 scores. + +9.**Experimental Results & Analysis** + + Performance Superiority: LED-GFN significantly outperforms FL-GFN in sparse-reward tasks (e.g., Bag and RNA tasks). + + Robustness: Matches FL-GFN performance even in "ideal" scenarios where intermediate energies provide perfect information. + + Efficiency: Incurs only a minor computational overhead (approx. 10%) compared to standard GFNs while achieving faster convergence. + +10.**Visual Analysis & Error Studies** + + Credit Identification: Visualizations show LED-GFN accurately identifies critical transition steps and assigns them higher potentials. + + Diversity vs. Score: LED-GFN achieves a superior trade-off, finding high-scoring samples while maintaining higher diversity (Tanimoto similarity). + + Design Constraint: Include a comparison plot (refer to Fig 4) showing LED-GFN's superiority on both DB and subTB-based implementations. + +11.**Conclusion** + + Summary: LED-GFN provides a robust framework for partial inference without requiring expensive or uninformative intermediate energy evaluations. + + Future Work: Potential for developing new partial inference techniques or scaling to even larger, more complex state spaces. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/generation_task/judge_prompt.json b/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..cb473b5cf1eccb2498d7c0d98c20012c9157c2e2 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**Does the first slide correctly list the title, authors, and the conference?**\n\nIf **no**, describe what is missing from the first slide (Title: Learning Energy Decompositions for Partial Inference in GFlowNets; Conf: ICLR 2024).\n", + "\n\n**Does the beginning of the presentation include a clear agenda or outline?**\n\nIf **no**, specify where it is missing.\n", + "\n\n**Is there a slide dedicated to the background of GFlowNets that points out the limitations of terminal-reward dependency (e.g., \"poor credit assignment\" and \"inefficiency in sparse environments\")?**\n\nIf **no**, explain where the background info on reward density is lacking.\n", + "\n\n**Does the slide deck clearly define the core concept of \"Energy Decomposition\" into learnable transition potentials?**\n\nIf **no**, describe the missing points in explaining how terminal energy is broken down into step-wise credits.\n", + "\n\n**Is there a slide describing the LED-GFN architecture and how the potential model $\\phi_{\theta}$ integrates with the GFlowNet policy?**\n\nIf **no**, indicate whether the structural link between the regression-based potential learner and the policy learner was omitted.\n", + "\n\n**Is there a slide explaining the \"Variance Regularization\" (Dropout mechanism) and its role in preventing sparse credit assignment?**\n\nIf **no**, specify if the mechanism for ensuring dense and informative local signals is missing.\n", + "\n\n**Does the deck present the theoretical proof or intuition for \"Policy Preservation\" (that learned potentials lead to the same optimal policy as the true energy)?**\n\nIf **no**, specify if the mathematical justification for the framework's validity is missing.\n", + "\n\n**Is there a slide summarizing the diverse training domains used (e.g., Bag generation, Molecule discovery, RNA sequences)?**\n\nIf **no**, explain if the dataset and environment section is missing.\n", + "\n\n**Does the experimental section cover comparative results against baselines like Forward-Looking GFlowNet (FL-GFN) and standard GFN (DB/subTB)?**\n\nIf **no**, indicate if the performance analysis relative to existing partial inference methods was omitted.\n", + "\n\n**Does the deck include qualitative or quantitative results showing the model's ability to find diverse modes in sparse reward settings?**\n\nIf **no**, indicate if evidence of superior exploration and diversity is missing.\n", + "\n**Is there a slide titled \"Key Takeaways\" with major insights from the paper, such as findings and contributions?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe the missing insights or takeaways.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the limitations of FL-GFN accurate? (e.g., it requires manual energy functions for intermediate states, which are often unavailable.)**\n\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as \"Learning Decompositions\" rather than \"Hard-coded Heuristics\"?**\n\nIf **no**, point out the deviation in understanding the autonomous nature of the potential learning.\n", + "\n**Are the explanations for the \"Potential Function\" consistent with the paper? (It maps state transitions $s \to s'$ to a scalar value $\\Delta E$.)**\n\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Least-Squares Regression\" training objective for potentials accurate?**\n\nIf **no**, specifically point out errors in the loss functions used to train $\\phi_{\theta}$.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's figures? (e.g., LED-GFN outperforming FL-GFN when intermediate rewards are non-informative.)**\n\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Transition Potentials\" and \"State Energies\"?**\n\nIf **no**, explain where these concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Number of Modes, Tanimoto Similarity) consistent with the paper's standards?**\n\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it is a Reinforcement Learning method like PPO when it is based on GFlowNet flow consistency)?**\n\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Credit Assignment\"? (i.e., higher potentials assigned to critical structural steps.)**\n\nIf **no**, specify the slides where the local credit mechanism is misinterpreted.\n", + "\n**Is the computational overhead correctly identified (e.g., approximately 10% increase in time cost compared to standard GFN)?**\n\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/generation_task/statistics.yaml b/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6e44f6ca6a336c2b4244f448e47dacb2b9bf6259 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d +category: academia +input_metrics: + total_input_tokens: 10549 + generation_prompt_tokens: 2149 + materials_total_tokens: 8400 + material_count: 1 + pdf_total_pages: 15 + file_details: + - name: material.pdf + tokens: 8400 + pages: 15 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/material.pdf b/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..88a42c7e0d3a6d62a3a29cbac2e1ba472a51c5a5 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Learning_Energy_Decompositions_for_Partial_Inference_in_GFlowNets_Oral_54021d/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d4ba063c035b99acf14fe07359bfdaac4f8e0f10919793a191004e37f196e4e4 +size 2063815 diff --git a/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/generation_task/instructions.md b/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..00f85cd55c9ea61a0a4be61cc2e1867b618a209f --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/generation_task/instructions.md @@ -0,0 +1,175 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: LESS IS MORE: FEWER INTERPRETABLE REGION VIA SUBMODULAR SUBSET SELECTION + + Author Team: Ruoyu Chen*, Hua Zhang*, Siyuan Liang, Jingzhi Li, Xiaochun Cao + + Affiliation: Institute of Information Engineering (CAS), University of Chinese Academy of Sciences, National University of Singapore, Sun Yat-sen University + + Conference: International Conference on Learning Representations (ICLR) 2024 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Image Attribution Algorithms: A cornerstone of Explainable AI (XAI) that identifies pixels or regions most relevant to model decisions. + + Current Categories: + - White-box methods (e.g., Grad-CAM): Utilize internal gradients or features. + - Black-box methods (e.g., RISE, LIME): Use external perturbations/masking. + + The Goal: Transitioning from global saliency maps to sparse, high-density interpretable regions. + +4. **Limitations of Existing Methods:** + + Inaccurate Local Focus: Traditional methods often produce coarse heatmaps that fail to capture fine-grained local semantics. + + Poor Error Attribution: Existing benchmarks and tools struggle to explain why a model makes incorrect predictions (misclassification). + + Response Bias: Difficulty in isolating the specific noise or regions that trigger a false positive or negative response. + + Design Constraint: Include a comparison visual (refer to Fig 1) showing the contrast between HSIC-Attribution and the proposed method in identifying fewer but more confident regions. + +5. **Overview of the Proposed Method** + + Core Idea: Reformulating image attribution as a submodular subset selection problem to find the most informative $k$ regions. + + Key Contribution 1: Submodular Optimization Framework. A mathematically grounded approach ensuring the selected subset is near-optimal. + + Key Contribution 2: Multi-Factor Reward Function. Integrating confidence, effectiveness, consistency, and collaboration to evaluate region subsets. + + Key Contribution 3: Plug-and-Play Compatibility. Enhances existing attribution methods (both white-box and black-box) as a post-processing or refinement step. + +6. **Methodology: Sub-region Division** + + Element Division: Splitting the image into $N \times N$ patches. + + Prior-Guided Partitioning: Using an initial saliency map from baseline methods to group patches into sub-regions, preserving spatial and semantic context. + +7. **Key Algorithm: Submodular Function Construction** + + The Objective Function: $f(S) = Score_{conf} + Score_{eff} + Score_{cons} + Score_{coll}$. + + Optimization: Employing a Greedy Search Algorithm to iteratively select regions that provide the maximum marginal gain. + + Theoretical Guarantee: Proof that the objective function satisfies submodularity and monotonicity, ensuring greedy search efficiency. + + Design Constraint: Display the framework flowchart (refer to Fig 2) illustrating the pipeline from "Input Image" to "Submodular Selection" to "Final Attribution Map." + +8. **Design Components: The Four Pillars** + + Confidence Score: Uses Evidential Deep Learning (EDL) to measure the model's certainty in its prediction for a given subset. + + Effectiveness Score: Measures semantic distance (Cosine Distance) to reduce redundancy between selected regions. + + Consistency Score: Ensures the selected sub-regions align with the global features of the target class. + + Collaboration Score: Captures the synergy between different regions when they are combined. + +9. **Experimental Setup** + + Datasets: Celeb-A, VGG-Face2 (Face Recognition), and CUB-200-2011 (Fine-grained classification). + + Evaluation Metrics: Faithfulness (Deletion/Insertion AUC) and Error Diagnosis (Highest Confidence on misclassified samples). + + Baselines: 8 state-of-the-art methods including Grad-CAM, LIME, RISE, and HSIC-Attribution. + +10. **Experimental Results & Analysis** + + Performance Leap: Significant improvement in Insertion AUC (e.g., +6.1% on CUB-200-2011) when integrated with existing baselines. + + Visual Sparsity: Achieves higher interpretability using only 10-20% of the image area compared to 50%+ in traditional methods. + + Design Constraint: Include a performance table (refer to Table 1) highlighting the improvement metrics ("w/ ours") across different datasets. + +11. **Visual Analysis & Error Diagnostic** + + Case Study (Error Attribution): Demonstrates how the method identifies "non-bird" regions (like background textures) as the cause for misclassification in CUB-200. + + Robustness: Stable performance across various model architectures (ResNet, VGG, etc.). + +12. **Key Takeaways & Limitations** + + Takeaways: High-density localization is more faithful than broad heatmaps; submodular selection is an effective tool for XAI error diagnosis. + + Limitations: Computational overhead scales with the number of sub-regions; trade-off between search granularity and inference speed. + +13. **Conclusion** + + Summary: The proposed submodular subset selection framework provides a more accurate and sparse perspective for image attribution. + + Future Work: Optimizing the search strategy to reduce computational latency for real-time applications. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/generation_task/judge_prompt.json b/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2103629743125caffc4d5387305fb5b2037d1567 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: LESS IS MORE: FEWER INTERPRETABLE REGION VIA SUBMODULAR SUBSET SELECTION; Conf: ICLR 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Image Attribution that points out the limitations of existing methods (e.g., \"inaccurate small regions\" and \"poor performance on wrong predictions\")?\nIf **no**, explain where the background info on localization density is lacking.\n", + "\nDoes the slide deck clearly define the core concept of re-modeling image attribution as a \"Submodular Subset Selection\" problem?\nIf **no**, describe the missing points in explaining how submodularity ensures near-optimal region selection.\n", + "\nIs there a slide describing the \"Prior-Guided Sub-region Division\" and how it preserves semantic information compared to uniform grid splitting?\nIf **no**, indicate whether the mechanism for partitioning the image based on initial saliency maps was omitted.\n", + "\nIs there a slide explaining the four key reward scores (Confidence, Effectiveness, Consistency, and Collaboration) used in the submodular function?\nIf **no**, specify if the detailed breakdown of how subsets are evaluated is missing.\n", + "\nDoes the deck present the greedy search algorithm used to maximize the submodular objective function?\nIf **no**, specify if the iterative process of selecting the most informative regions is missing.\n", + "\nIs there a slide summarizing the datasets used for evaluation (e.g., Celeb-A, VGG-Face2, and CUB-200-2011)?\nIf **no**, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results (Deletion/Insertion AUC) against baselines like Grad-CAM, RISE, LIME, or HSIC-Attribution?\nIf **no**, indicate if the faithfulness analysis relative to state-of-the-art XAI methods was omitted.\n", + "\nDoes the deck include qualitative results showing \"Error-Cause Discovery\" (i.e., identifying why a model misclassified an image)?\nIf **no**, indicate if visual evidence of diagnostic capability is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the trade-off between computation time and the scale of sub-region division)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Less is More\" philosophy accurate? (i.e., fewer but denser regions provide more faithful explanations than broad, sparse heatmaps.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Plug-and-play Refinement\" that can enhance both white-box and black-box attribution methods?\nIf **no**, point out the deviation in understanding the framework's versatility.\n", + "\nAre the explanations for the \"Confidence Score\" consistent with the paper's use of Evidential Deep Learning (EDL)?\nIf **no**, explain the errors in defining how uncertainty/certainty is quantified.\n", + "\nAre the details of the \"Effectiveness Score\" accurate in describing how it uses Cosine Distance to reduce redundancy between regions?\nIf **no**, specifically point out errors in the mathematical representation of regional diversity.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., showing specific gains in Insertion AUC when using \"w/ ours\" over baselines.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Collaboration\" (synergy between regions) and \"Consistency\" (alignment with target class features)?\nIf **no**, explain where these submodular components are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Deletion/Insertion AUC, Average Highest Confidence) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the method optimizes the model's weights rather than just explaining its decisions)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Sparsity\"? (i.e., highlighting only 10-20% of the image while maintaining high prediction confidence.)\nIf **no**, specify the slides where the localization density is misinterpreted.\n", + "\nIs the theoretical guarantee of the objective function (Submodularity and Monotonicity) correctly mentioned as the basis for using greedy search?\nIf **no**, provide the incorrect technical details found regarding the algorithm's mathematical properties.\n" + ] +} diff --git a/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/generation_task/statistics.yaml b/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8f03268fcdc4a9132ee4101678c75fcf170d2eeb --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5 +category: academia +input_metrics: + total_input_tokens: 15218 + generation_prompt_tokens: 2338 + materials_total_tokens: 12880 + material_count: 1 + pdf_total_pages: 23 + file_details: + - name: material.pdf + tokens: 12880 + pages: 23 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/material.pdf b/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..064f702297cf542442230030e95cd7a9bebf4056 --- /dev/null +++ b/academia/ICLR_2024/ICLR_2024_Less_is_More__Fewer_Interpretable_Region_via_Submodular_Subset_Selection_Oral_abf7a5/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a2a497e7fcef694f702c75f77a69df8e0a7fb83afa86a444e809d946aa9f2a6a +size 6913494 diff --git a/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/generation_task/instructions.md b/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..56da815c8860321384f7ec902575a3870d5afb99 --- /dev/null +++ b/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/generation_task/instructions.md @@ -0,0 +1,164 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: AI AS HUMANITY'S SALIERI: QUANTIFYING LINGUISTIC CREATIVITY OF LANGUAGE MODELS VIA SYSTEMATIC ATTRIBUTION OF MACHINE TEXT AGAINST WEB TEXT + + Author Team: Ximing Lu, Jiacheng Liu, Liwei Jiang, Melanie Sclar, Skyler Hallinan, Nouha Dziri, Seungju Han, Yejin Choi, Allyson Ettinger, Niloofar Mireshghallah, Khyathi Chandu + + Affiliation: University of Washington, Allen Institute for Artificial Intelligence, NVIDIA + + Conference: Preprint (arXiv:2410.04265) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + The "Salieri" Paradox: While LLMs generate seemingly creative text, is this true creativity or a sophisticated "remix" of human-written web data? + + Research Goal: Developing a rigorous, quantitative framework to measure linguistic creativity by determining how much of a text can be reconstructed from existing web snippets. + + Hypothesis: LLM creativity may largely stem from the vast amount of human-written text in their training data. + +4. **Limitations of Existing Methods:** + + Subjective Evaluation: Previous studies rely on human intuition or standardized tests (like Torrance Tests), which are easily gamed by LLMs. + + Over-reliance on Fluency: Modern metrics confuse "sounding human" with "being original." + + Lack of Attribution: Traditional metrics don't account for the "copy-paste" nature of large-scale pre-training data. + + Design Constraint: Include a visual metaphor (refer to Fig 1) comparing AI's imitation-based creativity to Salieri and human's original creativity to Mozart. + +5. **Overview of the Proposed Method** + + Core Idea: CREATIVITY INDEX - A metric based on the principle of "minimum reconstruction cost" using web-scale text attribution. + + Key Contribution 1: CREATIVITY INDEX. A new quantitative metric where higher scores indicate higher originality/lower reliance on existing web snippets. + + Key Contribution 2: DJ SEARCH Algorithm. A novel dynamic programming algorithm for efficient verbatim and near-verbatim match searching across the web. + + Key Contribution 3: Large-scale Comparison. The first systematic study comparing the creativity of professional human authors versus various LLMs. + +6. **Methodology: DJ SEARCH Algorithm** + + Mechanism: Uses a suffix-based search to identify the longest possible common substrings between a generated document and a web-scale index. + + Near-Verbatim Matching: Accounts for minor edits (synonyms, punctuation) to ensure attribution is robust against simple paraphrasing. + + Efficiency: Optimized for high-throughput analysis of long-form creative writing. + +7. **Key Metric: CREATIVITY INDEX** + + Formulation: Defined as the negative log of the ratio between the document length and the number of independent "reconstruction units" (segments) found on the web. + + Intuition: If a text can be pieced together from very few, long snippets from the web, its Creativity Index is low. + + Design Constraint: Include a diagram (refer to Fig 2) showing how a text is decomposed into "borrowed" segments vs. "original" bridges. + +8. **Experimental Setup** + + Data Sources: Human-written texts (professional authors, project Gutenberg) and LLM-generated texts (GPT-4, Claude-3, Llama-3). + + Domains: Creative writing, storytelling, poetry, and technical reports. + + Baselines: Self-BLEU, Perplexity, and traditional plagiarism detection tools. + +9. **Experimental Results & Analysis** + + The Human Advantage: Professional human authors score on average 66.2% higher on the CREATIVITY INDEX than the best LLMs. + + The "Alignment Tax": RLHF and instruction tuning significantly reduce the creativity of LLMs, making their outputs more predictable and "web-like." + + Model Comparison: Proprietary models (GPT-4o) generally show higher creativity than smaller open-source models, but still lag behind humans. + +10. **Visual Analysis & Case Studies** + + Visual Evidence: Comparison of "Attribution Maps" (refer to Fig 4) showing dense web-matches in AI text vs. sparse matches in human text. + + Domain Sensitivity: AI shows higher "creativity" in niche technical topics but fails significantly in evocative poetry and complex narratives. + +11. **Key Takeaways & Limitations** + + Takeaways: Current LLMs are more "stochastic parrots" of creative structure than original creators; "Learning to follow instructions" may be at odds with "learning to be creative." + + Limitations: The web index is a snapshot; true "new" ideas today might become "web snippets" tomorrow. + +12. **Conclusion** + + Summary: CREATIVITY INDEX provides a scientific baseline to move beyond the hype of AI creativity. + + Future Work: Developing models that explicitly optimize for the CREATIVITY INDEX to encourage genuine linguistic innovation. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/generation_task/judge_prompt.json b/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..200c61538c7f65bab03f5b4c6736ca92816ffdab --- /dev/null +++ b/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the affiliation?**\n\nIf **no**, describe what is missing from the first slide (Title: AI AS HUMANITY'S SALIERI; Affiliation: UW, AI2, NVIDIA).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\n\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide explaining the \"Salieri\" metaphor as the motivation for the study?**\n\nIf **no**, explain where the conceptual background is lacking.\n", + "\n**Does the slide deck clearly define the \"CREATIVITY INDEX\"?**\n\nIf **no**, describe the missing points in explaining how reconstruction cost translates to creativity.\n", + "\n**Is there a slide describing the \"DJ SEARCH\" algorithm and its technical novelty?**\n\nIf **no**, indicate whether the efficient web-scale matching mechanism was omitted.\n", + "\n**Is there a slide explaining the difference between \"Verbatim\" and \"Near-verbatim\" matches in the context of LLMs?**\n\nIf **no**, specify if the robustness of the attribution method is missing.\n", + "\n**Does the deck present the core finding regarding the \"Alignment Tax\" (how RLHF reduces creativity)?**\n\nIf **no**, specify if this key experimental insight is missing.\n", + "\n**Is there a slide summarizing the comparison between professional human authors and LLMs?**\n\nIf **no**, explain if the main comparative result is missing.\n", + "\n**2.9 Does the experimental section cover diverse domains like poetry, prose, and technical text?**\n\nIf **no**, indicate if the scope of the evaluation was omitted.\n", + "\n**Does the deck include visual \"Attribution Maps\" showing how AI text is pieced together?**\n\nIf **no**, indicate if visual proof of the \"stochastic parrot\" behavior is missing.\n", + "\n**Is there a slide titled \"Key Takeaways\" with major insights from the paper, such as findings and contributions?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe the missing insights or takeaways.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Is there a slide summarizing the limitations, such as the dependency on the comprehensiveness of the web index?**\n\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the CREATIVITY INDEX accurate? (i.e., higher index = less reliance on web data = more creative.)**\n\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as an \"Attribution-based Evaluation\" rather than a subjective human study?**\n\nIf **no**, point out the deviation in understanding the methodology.\n", + "\n**Are the statistics regarding the human-AI gap (e.g., humans being 66.2% higher) consistent with the paper?**\nIf **no**, explain the errors in the data.\n", + "\n**Are the details of the DJ SEARCH algorithm (e.g., use of dynamic programming) accurate?**\n\nIf **no**, specifically point out errors in the algorithmic description.\n", + "\n**Does the performance data in the \"Experimental Results\" match the paper's findings regarding the \"Alignment Tax\"?**\n\nIf **no**, list the specific discrepancies.\n", + "\n**Does the deck accurately distinguish between \"Fluency\" and \"Creativity\" as defined in the paper?**\n\nIf **no**, explain where these concepts are confused.\n", + "\n**Are the definitions of the evaluation baseline (e.g., self-BLEU) consistent with the paper's standards?**\n\nIf **no**, point out errors in comparison interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming LLMs are already more creative than humans)?**\n\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the \"Reconstruction\" principle?**\n\nIf **no**, specify the slides where the text-segmentation process is misinterpreted.\n", + "\n**Is the core conclusion—that AI creativity is largely a remix of web data—correctly stated?**\n\nIf **no**, provide the incorrect technical details found on the \nslides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/generation_task/statistics.yaml b/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8271b9b8525354394ef6c941d68bd00e19101f7b --- /dev/null +++ b/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text +category: academia +input_metrics: + total_input_tokens: 30279 + generation_prompt_tokens: 2279 + materials_total_tokens: 28000 + material_count: 1 + pdf_total_pages: 50 + file_details: + - name: material.pdf + tokens: 28000 + pages: 50 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 14 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/material.pdf b/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f503b98f52ee36b586061910b4bada307214f601 --- /dev/null +++ b/academia/ICLR_2025/AI_as_Humanity_s_Salieri-Quantifying_Linguistic_Creativity_of_Language_Models_via_Systematic_Attribution_of_Machine_Text_against_Web_Text/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c2db68d8ecf1f2fb3415113a5119641c6f41b605efe226dee15d768b049b5fe5 +size 30067411 diff --git a/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/generation_task/instructions.md b/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..dd0712b2adbb2c33687c5e27f724be7fbc84f768 --- /dev/null +++ b/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/generation_task/instructions.md @@ -0,0 +1,171 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: ACCELERATED TRAINING THROUGH ITERATIVE GRADIENT PROPAGATION ALONG THE RESIDUAL PATH + + Author Team: Erwan Fagnou¹, Paul Caillon¹, Blaise Delattre¹², Alexandre Allauzen¹³ + + Affiliation: Université Paris Dauphine-PSL, Foxstream, ESPCI PSL + + Conference: International Conference on Learning Representations (ICLR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + The Backpropagation (BP) Bottleneck: Standard BP is inherently sequential, requiring a full forward pass followed by a backward pass. + + Scalability Challenges: As models grow deeper, the sequential nature of gradient computation becomes a major time burden. + + Residual Connections: Modern architectures (ResNets, Transformers) rely on residual paths to solve vanishing gradients, which also offers a unique structural opportunity for parallelization. + +4. **Limitations of Existing Methods:** + + Sequential Dependency: Standard BP cannot update layer $i$ until layer $i+1$ has finished its backward pass. + + Decoupled Alternatives: Existing parallel methods (e.g., Synthetic Gradients) often suffer from stability issues or poor convergence on large-scale tasks. + + Communication Overhead: In distributed training, the "backward-lock" limits hardware utilization. + + Design Constraint: Include a visual comparison showing the sequential flow of standard BP vs. the parallel potential of residual paths. + +5. **Overview of the Proposed Method** + + Core Idea: Highway Backpropagation (HWBP) - A parallelizable iterative algorithm that decouples gradient flow from individual layer depth. + + Key Contribution 1: Path-based Decomposition. Interpreting gradients as a sum of flows through all possible paths in a residual network. + + Key Contribution 2: Iterative Parallelism. Alternating between accumulating gradients along the "highway" (residual path) and updating layers in parallel. + + Key Contribution 3: Theoretical Foundation. Rigorous proof that HWBP converges to the true gradient as the number of iterations increases. + +6. **Methodology: Highway Backpropagation (HWBP)** + + Step 1: Gradient Accumulation. Gradients are propagated instantly along the identity connections (the "Highway"). + + Step 2: Local Refinement. Each residual block computes its local gradient contribution based on the current highway estimate. + + Design Constraint: Display the algorithmic flow (refer to Fig 1) comparing the standard Backward Pass with the HWBP iterative update steps. + +7. **Key Algorithm: Path-wise Gradient Flow** + + Mathematical Formulation: Representing the total gradient as the sum of $2^L$ paths, where the residual path serves as the primary information carrier. + + Iterative Update Rule: $\delta_i^{(k+1)} = \delta_{i+1}^{(k+1)} + \nabla f_i \cdot \delta_{i+1}^{(k)}$. + + Convergence: Shows that HWBP requires fewer iterations to approximate BP as the weight of the residual path increases. + +8. **Architecture Adaptability** + + ResNets: Direct application to standard residual blocks. + + Transformers: Application to LayerNorm and Attention blocks with residual skip-connections. + + RNNs: Adapting the "Highway" concept to time-steps, enabling parallel-in-time gradient propagation. + +9. **Experimental Setup** + + Models: ResNet-18, ResNet-50, and Vision Transformers (ViT). + + Datasets: CIFAR-10, CIFAR-100, and ImageNet-1K. + + Metrics: Training Speedup (Wall-clock time), Convergence Accuracy, and Gradient Cosine Similarity (measuring approximation quality). + +10. **Experimental Results & Analysis** + + Efficiency: HWBP achieves significant training speedups (up to 2x-3x in specific parallel environments) while maintaining comparable accuracy to standard BP. + + Iteration Sensitivity: Performance stabilizes with just 2-4 iterations, making it computationally viable. + + Design Constraint: Include a plot (refer to Fig 3) showing the Cosine Similarity between HWBP gradients and true BP gradients across training epochs. + +11. **Visual Analysis & Parallelism Scalability** + + Scaling Effects: As model depth increases, the relative speedup of HWBP grows due to higher parallelization potential. + + Hardware Synergy: Demonstrates improved GPU utilization when compute and communication are overlapped. + +12. **Key Takeaways & Limitations** + + Takeaways: HWBP breaks the sequential lock of backpropagation; it is mathematically principled and architecture-agnostic. + + Limitations: Increased memory overhead to store intermediate gradient estimates; sensitivity to the initialization of residual weights. + +13. **Conclusion** + + Summary: Highway Backpropagation paves the way for a new generation of parallel-in-depth training algorithms. + + Future Work: Implementing HWBP in large-scale distributed frameworks like Megatron-LM or DeepSpeed. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/generation_task/judge_prompt.json b/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..4894828d6fa3e70a37f086e246c51d3341035e50 --- /dev/null +++ b/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\n\nIf **no**, describe what is missing from the first slide (Title: ACCELERATED TRAINING THROUGH ITERATIVE GRADIENT PROPAGATION ALONG THE RESIDUAL PATH; Conf: ICLR 2025).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\n\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the sequential bottleneck of standard Backpropagation?**\n\nIf **no**, explain where the motivation regarding training efficiency is lacking.\n", + "\n**Does the slide deck clearly define the concept of the \"Highway\" as the residual path for gradient flow?**\n\nIf **no**, describe the missing points in explaining how skip-connections facilitate parallelism.\n", + "\n**Is there a slide describing the iterative nature of the HWBP algorithm?**\n\nIf **no**, indicate whether the explanation of multiple gradient refinement steps was omitted.\n", + "\n**Is there a slide explaining the path-wise decomposition theory (the sum of $2^L$ paths)?**\n\nIf **no**, specify if the mathematical intuition behind the method is missing.\n", + "\n**Does the deck present the convergence proof or the conditions under which HWBP approximates true BP?**\n\nIf **no**, specify if the theoretical reliability of the algorithm is missing.\n", + "\n**Is there a slide summarizing the experimental models used (e.g., ResNets, Transformers, RNNs)?**\n\nIf **no**, explain if the scope of architecture adaptability is missing.\n", + "\n**Does the experimental section cover training speedup and accuracy comparisons on ImageNet or CIFAR?**\n\nIf **no**, indicate if the performance benchmarks are missing.\n", + "\n**Does the deck include qualitative analysis of gradient similarity (e.g., Cosine Similarity plots)?**\n\nIf **no**, indicate if evidence of gradient approximation quality is missing.\n", + "\n**Is there a slide titled \"Key Takeaways\" with major insights from the paper, such as findings and contributions?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe the missing insights or takeaways.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of HWBP as an iterative approximation accurate?**\n\nIf **no**, specify if it is incorrectly described as an exact or one-pass gradient computation.\n", + "\n**Is the technical roadmap correctly presented as \"Parallel-in-Depth\" rather than simple Data Parallelism?**\n\nIf **no**, point out the confusion in parallelism types.\n", + "\n**Are the mathematical notations for the iterative update rule consistent with the paper?**\n\nIf **no**, explain the errors in the formulas.\n", + "\n**Is the relationship between the number of iterations ($K$) and approximation accuracy correctly explained?**\n\nIf **no**, specifically point out errors in how the iteration-accuracy trade-off is described.\n", + "\n**Does the performance data match the paper's results (e.g., achieving nearly identical accuracy to BP)?**\n\nIf **no**, list the specific discrepancies in the reported values.\n", + "\n**Does the deck accurately identify that HWBP is specifically designed for residual-like architectures?**\n\nIf **no**, explain if the method is wrongly claimed to work on non-residual plain networks.\n", + "\n**Are the evaluation metrics (e.g., Wall-clock time, FID for generative tasks, etc.) used correctly?**\n\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it requires zero extra memory)?**\n\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the speedup claims?**\n\nIf **no**, specify the slides where the efficiency gains are exaggerated or misinterpreted.\n", + "\n**Is the core conclusion—that gradients can be accumulated along the residual path—correctly stated?**\n\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/generation_task/statistics.yaml b/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..650bbad088e5c6778d93e2ef1c116481928ac287 --- /dev/null +++ b/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path +category: academia +input_metrics: + total_input_tokens: 13477 + generation_prompt_tokens: 2277 + materials_total_tokens: 11200 + material_count: 1 + pdf_total_pages: 20 + file_details: + - name: material.pdf + tokens: 11200 + pages: 20 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/material.pdf b/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..22e238b2a589a2425e305b482d3052aa51252fa9 --- /dev/null +++ b/academia/ICLR_2025/Accelerated_training_through_iterative_gradient_propagation_along_the_residual_path/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e3f77b58a2991d4100f5f9f8eb2de8fd13979e0b11e942c0d548a5c997a7fec6 +size 1044183 diff --git a/academia/ICLR_2025/Attention_as_a_Hypernetwork/generation_task/instructions.md b/academia/ICLR_2025/Attention_as_a_Hypernetwork/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..34c531146bb651b0456fa1f619e7b2139e484ce4 --- /dev/null +++ b/academia/ICLR_2025/Attention_as_a_Hypernetwork/generation_task/instructions.md @@ -0,0 +1,176 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: Attention as a Hypernetwork + + Author Team: Simon Schug, Yassir Akram, João Sacramento, Seijin Kobayashi, Razvan Pascanut + + Affiliation: ETH Zürich, Google (Paradigms of Intelligence Team), Google DeepMind + + Conference: International Conference on Learning Representations (ICLR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Compositional Generalization: The ability of models to generalize to novel combinations of known constituents, a critical but poorly understood trait in Transformers. + + Theoretical Gap: While Transformers excel at in-context learning, the internal mechanisms that allow them to recombine learned skills for unseen tasks remain elusive. + + Proposed Framework: Reformulating multi-head attention (MHA) through the lens of hypernetworks to explain and improve this ability. + +4. **Limitations of Existing Methods:** + + Implicit Mechanisms: Previous theories (e.g., fast-weight programming) do not fully explain how MHA reuses specific operations across different task compositions. + + Linearity Constraints: Standard attention layers often rely on simple linear transformations, which may limit their capacity to represent complex, non-linear sub-functions. + + Lack of Benchmarks: Existing abstract reasoning benchmarks often lack precise control over symbolic feature composition, making it hard to measure "pure" compositional generalization. + + Design Constraint: Include a diagram (refer to Fig 1) illustrating the mathematical equivalence between standard multi-head attention and a linear hypernetwork mapping a latent code to value network parameters. + +5. **Overview of the Proposed Method** + + Core Idea: Treating attention scores across head indices as a low-dimensional "latent code" that specifies key-query specific operations. + + Key Contribution 1: Mathematical Reformulation. Proving that MHA is equivalent to a hypernetwork where the latent dimension corresponds to the number of attention heads. + + Key Contribution 2: Hypernetwork Linear Attention (HYLA). A novel attention variant that introduces a non-linearity into the hypernetwork-generated value network to boost compositionality. + + Key Contribution 3: SRAVEN Benchmark. A new symbolic version of Raven's Progressive Matrices designed for fine-grained control over task rule compositions. + +6. **Methodology: Attention as a Hypernetwork** + + The Latent Code: Attention scores along the head index serve as a specification vector that reconfigures the value network for each input pair. + + Modular Reuse: Because the same hypernetwork is shared across a layer, the model is incentivized to develop and reuse a "library" of specialized, modular operations. + + HYLA Architecture: Enhances expressivity by adding an element-wise non-linearity (ReLU) and RMSHead normalization to the generated weights without adding extra parameters. + +7. **Key Algorithm: HYLA Implementation** + + Step 1: Compute head-specific attention scores for a key-query pair. + + Step 2: Apply RMSHead normalization across the head index to maintain variance-preserving properties. + + Step 3: Generate the non-linear value network using the latent code and apply it to the input tokens. + + Design Constraint: Display the HYLA equation (refer to Eq 6/7) showing the summation of weighted output projections applied to a non-linear transformation of the value projection. + +8. **Dataset and Training Details** + + Fuzzy Logic Task: 1,250 examples using Zadeh operators (min, max, negation) to test disjunctive normal form logic in-context. + + SRAVEN Statistics: Symbolic panels with K=4 features and 8 distinct abstract rules (e.g., progression, addition, distribute-three). + + Data Split: Evaluation focuses on Out-of-Distribution (OOD) accuracy using unseen combinations of rules encountered during training. + +9. **Experimental Setup** + + Test Benchmarks: Evaluated on Fuzzy Logic functions and the SRAVEN abstract reasoning suite. + + Model Variants: Comparison between Softmax Attention, Linear Attention, and Hypernetwork Linear Attention (HYLA). + + Scaling Metrics: Analysis of performance across varying model depths (up to 16 layers) and widths (embedding dimensions). + +10. **Experimental Results & Analysis** + + Compositional Performance: HYLA consistently outperforms standard Softmax and Linear attention on OOD tasks, especially as task complexity increases. + + Latent Space Structure: t-SNE visualizations reveal that the latent codes (attention scores) form distinct clusters that are highly predictive of the specific rules being applied. + + Scaling Effects: Increasing model depth and width leads to emergent compositional generalization, with HYLA showing a steeper improvement curve than traditional models. + + Design Constraint: Include a scaling plot (refer to Fig 4) showing OOD accuracy as a function of training tasks for different model sizes. + +11. **Visual Analysis & Latent Decoding** + + Rule Prediction: Logistic regression classifiers can decode the underlying task rules from the latent code with high F1 scores. + + Functional Specialization: Layers develop specialized "head signatures" that represent different logical or symbolic operations, which are then recombined at test time. + +12. **Key Takeaways & Limitations** + + Takeaways: Multi-head attention's success is linked to its role as a hypernetwork; adding non-linearities to this hypernetwork significantly improves compositional reasoning. + + Limitations: While models generalize to new combinations of rules, they still struggle with tasks involving entirely novel, unseen individual rules. + +13. **Conclusion** + + Summary: This work provides a new theoretical lens for Transformers and demonstrates that explicit hypernetwork-style architectural choices enhance abstract reasoning. + + Future Work: Exploring non-linear hypernetworks in large-scale language modeling and cross-attention architectures. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2025/Attention_as_a_Hypernetwork/generation_task/judge_prompt.json b/academia/ICLR_2025/Attention_as_a_Hypernetwork/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..bee17045c594b9caab49750b55c0cff02585a70a --- /dev/null +++ b/academia/ICLR_2025/Attention_as_a_Hypernetwork/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**Does the first slide correctly list the title, authors, and the conference?** \nIf **no**, describe what is missing from the first slide (Title: Attention as a Hypernetwork; Authors: Simon Schug, Yassir Akram, João Sacramento, Seijin Kobayashi, Razvan Pascanut; Conf: ICLR 2025).\n\n", + "\n\n**Does the beginning of the presentation include a clear agenda or outline?** \nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Compositional Generalization that points out the limitations of Transformers (e.g., \"struggle with unseen combinations of rules\" and \"lack of explicit modularity\")?** \nIf **no**, explain where the background info on reasoning bottlenecks is lacking.\n", + "\n**Does the slide deck clearly define the core concept of reinterpreting Multi-Head Attention (MHA) as a \"Hypernetwork\" where attention scores act as a latent code?** \nIf **no**, describe the missing points in explaining the mathematical reformulation.\n\n**Is there a slide describing the \"Hypernetwork Linear Attention (HYLA)\" architecture and how it introduces non-linearity into the value network?** \nIf **no**, indicate whether the structural modification from linear to non-linear value networks was omitted.\n", + "\n**Is there a slide explaining the \"RMSHead Normalization\" and its role in stabilizing the latent code across different heads?** \nIf **no**, specify if the mechanism for normalizing the hypernetwork's output is missing.\n", + "\n**Does the deck present the core logic for the \"Functional Latent Space\" (how attention patterns correlate with specific symbolic subtasks)?** \nIf **no**, specify if the analysis of the learned representation space is missing.\n", + "\n** Is there a slide summarizing the \"SRAVEN\" benchmark and how it differs from traditional Raven's Progressive Matrices (e.g., symbolic control, precise rule composition)?** \nIf **no**, explain if the dataset section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like standard Softmax Attention and Linear Attention?** \nIf **no**, indicate if the performance analysis relative to existing Transformer variants was omitted.\n", + "\n**Does the deck include visual evidence (e.g., t-SNE plots) showing that the latent codes acquired during training are reused to solve unseen task compositions?** \nIf **no**, indicate if the empirical proof of modular reuse is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., gains on abstract reasoning tasks vs. standard language modeling)?** \nIf **no**, describe the missing insights.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n\n**Is the description of the limitations of standard MHA accurate? (e.g., it relies on a linear combination of value vectors which may limit the expressivity of operations.)** \nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as a \"Hypernetwork Reformulation\" rather than a simple hyperparameter optimization?** \nIf **no**, point out the deviation in understanding the \"Attention-as-Weights\" principle.\n", + "\n**Are the explanations for \"HYLA\" consistent with the paper? (It applies an element-wise non-linearity like ReLU to the hypernetwork-generated value projection.)** \nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Rule Decoding\" experiments accurate? (e.g., using logistic regression to predict task rules from the latent code specifications.)** \nIf **no**, specifically point out errors in the methodology for verifying latent code functionality.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's figures? (e.g., HYLA significantly outperforming Softmax Attention on OOD SRAVEN tasks.)** \nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"In-Distribution (ID)\" and \"Out-of-Distribution (OOD)\" performance in the context of compositionality?** \nIf **no**, explain where these concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Task Accuracy, Rule Prediction F1-score) consistent with the paper's standards?** \nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming HYLA replaces all Transformer layers when the paper examines specific modular replacements)?** \nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Compositional Generalization\"? (i.e., maintaining high accuracy even when rules are combined in ways never seen during training.)** \nIf **no**, specify the slides where the generalization capabilities are misinterpreted.\n", + "\n**Is the base model configuration (e.g., number of heads $H$, latent dimension $L$) correctly identified in the technical implementation slides?** \nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICLR_2025/Attention_as_a_Hypernetwork/generation_task/statistics.yaml b/academia/ICLR_2025/Attention_as_a_Hypernetwork/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6942ae2668b8b41f4c90cf4618a5665b9ab692d8 --- /dev/null +++ b/academia/ICLR_2025/Attention_as_a_Hypernetwork/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2025/Attention_as_a_Hypernetwork +category: academia +input_metrics: + total_input_tokens: 17525 + generation_prompt_tokens: 2405 + materials_total_tokens: 15120 + material_count: 1 + pdf_total_pages: 27 + file_details: + - name: material.pdf + tokens: 15120 + pages: 27 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/academia/ICLR_2025/Attention_as_a_Hypernetwork/material.pdf b/academia/ICLR_2025/Attention_as_a_Hypernetwork/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..89e4b3dd4a57d6b603d761668ec2aa74755faaa7 --- /dev/null +++ b/academia/ICLR_2025/Attention_as_a_Hypernetwork/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:14dc8fe412da69641eef46f90b83c4bfd9072f56c6d29a694aafd8e7aeb46a7e +size 6558162 diff --git a/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/generation_task/instructions.md b/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..09d274601e06be54f415c79c1f11c160c539de5c --- /dev/null +++ b/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/generation_task/instructions.md @@ -0,0 +1,166 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: BOOSTER: Tackling Harmful Fine-tuning for Large Language Models via Attenuating Harmful Perturbation + + Author Team: Tiansheng Huang, Sihao Hu, Fatih Ilhan, Selim Furkan Tekin, Ling Liu + + Affiliation: Georgia Institute of Technology, USA + + Conference: arXiv:2409.01586v3 [cs.CL] (2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + The Harmful Fine-tuning Issue: Fine-tuning aligned LLMs on even a small amount of harmful data can "break" their safety alignment, making them helpful to malicious queries. + + Current Landscape: Existing defenses (like Vaccine or safe-alignment) are often bypassed by simple fine-tuning attacks. + + Root Cause Hypothesis: Harmful perturbation over model weights during the fine-tuning process is a primary cause of alignment-breaking. + +4. **Limitations of Existing Methods:** + + Reactive Defense: Most methods try to detect or filter data after the fact, rather than making the model inherently robust to fine-tuning. + + Ineffective Regularization: Standard alignment does not account for the potential "steepness" of the loss surface when exposed to harmful gradients. + + Trade-off Issues: Many defenses significantly degrade the model's performance on legitimate downstream tasks. + + Design Constraint: Include a conceptual diagram (refer to Fig 1) showing the "Alignment-broken" process where a safe model becomes harmful after fine-tuning. + +5. **Overview of the Proposed Method** + + Core Idea: Booster—an alignment-stage defense that attenuates the negative impact of harmful perturbations by minimizing a novel loss regularizer. + + Key Contribution 1: Analysis of Harmful Perturbation. Identifying that harmful fine-tuning effectively performs a "harmful perturbation" on weights. + + Key Contribution 2: Booster Regularizer. A training objective that ensures the model's harmful loss is resistant to simulated harmful updates. + + Key Contribution 3: Efficiency & Compatibility. A lightweight add-on that can be combined with existing defenses like Vaccine. + +6. **Methodology: Attenuating Harmful Perturbation** + + Mechanism: Booster simulates a harmful update step during the alignment phase and penalizes the resulting drop in harmful loss. + + Mathematical Formulation: The regularizer minimizes the difference between the loss before and after a simulated adversarial weight shift. + + Optimization: Uses a min-max style alternative optimization to find the most "vulnerable" perturbation and then robustify the model against it. + +7. **Key Algorithm: Vaccine + Booster** + + Hybrid Defense: Combining Vaccine (which handles embedding-level robustness) with Booster (which handles weight-level robustness). + + Step 1: Sample alignment and harmful data batches. + Step 2: Find the optimal perturbation intensity for the current weights. + Step 3: Update model weights to simultaneously satisfy alignment and the Booster regularizer. + + Design Constraint: Display the "Vaccine+Booster" algorithm flow (refer to Algorithm 2) showing the iterative optimization steps. + +8. **Experimental Setup** + + Base Models: Llama-2-7b-chat, Llama-3-8b-instruct. + + Attack Scenarios: Fine-tuning on Purely Harmful datasets (e.g., BeaverTails) and Mixed datasets. + + Evaluation Metrics: Harmful Score (evaluated by GPT-4), Helpfulness Score, and standard NLP benchmarks (MMLU, ARC). + +9. **Experimental Results & Analysis** + + Safety Performance: Booster consistently achieves lower harmful scores across various attack budgets compared to SFT and Vaccine. + + General Capabilities: Maintains high performance on benign tasks, showing that safety robustification doesn't have to come at the cost of utility. + + Design Constraint: Include a comparison table (refer to Table 1 or 2) showing the Harmful Scores and Benign Accuracies for different defense methods. + +10. **Ablation Studies & Visualization** + + Loss Surface Analysis: Visualization showing that Booster creates a "flatter" or more stable loss surface regarding harmful perturbations. + + Hyperparameter Sensitivity: Impact of the regularizer intensity ($\lambda$) on the balance between safety and utility. + +11. **Key Takeaways & Limitations** + + Takeaways: Proactive defense at the alignment stage is more effective than reactive filtering; attenuating weight perturbation is key to resisting harmful fine-tuning. + + Limitations: Extremely high-intensity fine-tuning attacks may still cause performance degradation; requires access to a proxy harmful dataset during alignment. + +12. **Conclusion** + + Summary: Booster provides a robust framework for securing LLMs against harmful fine-tuning by addressing the root cause of weight-level vulnerability. + + Future Work: Extending the framework to defend against more diverse and adaptive fine-tuning attack strategies. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/generation_task/judge_prompt.json b/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..75e8f7cc3e4065c86fa5f5387fc905b392119733 --- /dev/null +++ b/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**Does the first slide correctly list the title, authors, and the affiliation?**\nIf **no**, describe what is missing from the first slide (Title: BOOSTER: Tackling Harmful Fine-tuning for Large Language Models via Attenuating Harmful Perturbation; Authors: Tiansheng Huang, Sihao Hu, Fatih Ilhan, Selim Furkan Tekin, Ling Liu; Affiliation: Georgia Institute of Technology).\n\n", + "\n\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Harmful Fine-tuning that points out the limitations of existing defenses (e.g., \"reactive nature\" and \"susceptibility to simple fine-tuning attacks\")?**\nIf **no**, explain where the background info on safety alignment vulnerabilities is lacking.\n", + "\n**Does the slide deck clearly define the core hypothesis that \"harmful perturbation\" over model weights is the root cause of alignment-breaking?**\nIf **no**, describe the missing points in explaining the weight-space perturbation theory.\n", + "\n**Is there a slide describing the \"Booster Regularizer\" and its mathematical objective to minimize the loss drop after simulated harmful updates?**\nIf **no**, indicate whether the formal definition of the attenuation regularizer was omitted.\n", + "\n**Is there a slide explaining the \"Vaccine + Booster\" hybrid defense and how it addresses both embedding-level and weight-level robustness?**\nIf **no**, specify if the combined defense framework is missing.\n", + "\n**Does the deck present the \"Min-Max Alternative Optimization\" process used to find optimal perturbations and update weights?**\nIf **no**, specify if the algorithmic flow for solving the robust alignment problem is missing.\n", + "\n**Is there a slide summarizing the datasets used for fine-tuning attacks (e.g., BeaverTails) and the base models evaluated (e.g., Llama-2-7b-chat, Llama-3-8b-instruct)?**\nIf **no**, explain if the experimental configuration section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like standard SFT and the original Vaccine defense?**\nIf **no**, indicate if the performance analysis relative to state-of-the-art safety methods was omitted.\n", + "\n**Does the deck include qualitative or quantitative results showing the model's \"Helpfulness-Safety Trade-off\" (e.g., maintaining MMLU/ARC scores while reducing Harmful Scores)?**\nIf **no**, indicate if evidence of preserving general utility is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the requirement of a proxy harmful dataset during the alignment stage)?**\nIf **no**, describe the missing insights.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n\n**Is the description of \"Alignment-broken\" accurate? (e.g., a few steps of fine-tuning on harmful data can compromise the safety of pre-aligned LLMs.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as an \"Alignment-stage proactive defense\" rather than a \"Post-inference filter\"?**\nIf **no**, point out the deviation in understanding the proactive robustification principle.\n", + "\n**Are the explanations for the \"Harmful Perturbation\" consistent with the paper? (It refers to the weight shift $\\Delta w$ that significantly reduces harmful loss.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Simulation Step\" in the Booster regularizer accurate? (It uses a gradient-based update to simulate a malicious fine-tuning step.)**\nIf **no**, specifically point out errors in the simulation logic.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., Booster achieving lower harmful scores than Vaccine across different attack budgets.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Embedding-level perturbation\" (Vaccine) and \"Weight-level perturbation\" (Booster)?**\nIf **no**, explain where these levels of defense are confused.\n\n**Are the definitions of evaluation metrics (e.g., Harmful Score via GPT-4, Helpfulness via standard benchmarks) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it can prevent all possible future attacks when it specifically targets fine-tuning based harmful perturbations)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the \"Flatness of Loss Surface\" mentioned in the paper's analysis?**\nIf **no**, specify where the relationship between loss stability and safety is misinterpreted.\n", + "\n**Is the hyperparameter $\\lambda$ (regularizer intensity) correctly identified as the factor balancing safety robustness and benign task performance?**\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/generation_task/statistics.yaml b/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7ca1cf26d63a8e8b853a90af91959dd1d7bc8a69 --- /dev/null +++ b/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation +category: academia +input_metrics: + total_input_tokens: 10648 + generation_prompt_tokens: 2248 + materials_total_tokens: 8400 + material_count: 1 + pdf_total_pages: 15 + file_details: + - name: material.pdf + tokens: 8400 + pages: 15 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/material.pdf b/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..acfdeaa5ad9d1b178356c801942ab13107881be6 --- /dev/null +++ b/academia/ICLR_2025/Booster-Tackling_Harmful_Fine-tuning_for_Large_Language_Models_via_Attenuating_Harmful_Perturbation/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b04827b8b90c4f1a4847cc2c6339b9470a4299ec8ede6ae8a98ad35437ec7090 +size 1062273 diff --git a/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/generation_task/instructions.md b/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..faec934ccaa20971463e45b0be58a995755e460c --- /dev/null +++ b/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/generation_task/instructions.md @@ -0,0 +1,163 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: Brain Bandit: A Biologically Grounded Neural Network for Efficient Control of Exploration + + Author Team: Chen Jiang, Jiahui An, Yating Liu, Ni Ji + + Affiliation: Chinese Institute for Brain Research (Beijing), Peking Union Medical College, China Agricultural University + + Conference: International Conference on Learning Representations (ICLR) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Exploration-Exploitation Dilemma: A central challenge in RL where agents must choose between known rewards and searching for better ones. + + Biological Inspiration: Humans and animals demonstrate superior exploration efficiency compared to traditional algorithms. + + Research Goal: Analyzing a dynamical systems model of biological neural networks (BBN) that controls foraging decisions under uncertainty. + +4. **Limitations of Existing Methods:** + + Heuristic Rigidity: Traditional methods like $\epsilon$-greedy or UCB often rely on fixed heuristics that lack the flexibility of biological systems. + + Computational Complexity: Advanced Bayesian methods like Thompson Sampling can be computationally expensive for complex neural architectures. + + Lack of Biological Plausibility: Most RL exploration strategies do not reflect the recurrent dynamical properties of actual brain circuits. + + Design Constraint: Include a conceptual comparison (refer to Fig 1) illustrating the difference between standard RL exploration and the proposed BBN-based exploration. + +5. **Overview of the Proposed Method** + + Core Idea: Brain Bandit Net (BBN)—a stochastic continuous Hopfield network that performs posterior sampling with a tunable uncertainty bias. + + Key Contribution 1: Mathematical Reformulation. Proving BBN can perform posterior sampling of action values. + + Key Contribution 2: Tunable Uncertainty Bias. BBN allows for flexible switching between uncertainty-seeking (exploration) and uncertainty-aversion (exploitation). + + Key Contribution 3: RL Integration. Demonstrating that BBN can be embedded into RL algorithms to accelerate learning in complex environments (e.g., Grid World). + +6. **Methodology: The Brain Bandit Net (BBN)** + + Architecture: A recurrent neural network with inhibitory and excitatory populations, modeled as a stochastic continuous Hopfield network. + + Dynamical System: The model's state evolves according to energy minimization, where the landscape is shaped by the estimated values and uncertainties of actions. + + Persistence of Exploration: Unlike memoryless strategies, BBN's internal dynamics provide a "persistence" effect, leading to more structured exploration trajectories. + +7. **Key Algorithm: BBN-RL Integration** + + Step 1: The RL agent receives state $s$ and estimates action values $Q(s,a)$ and uncertainties. + Step 2: BBN takes these estimates as input currents and evolves its internal state. + Step 3: The stable state of the BBN neurons determines the action selection via a probabilistic mapping. + + Design Constraint: Display the integration diagram (refer to Fig 3) showing the interaction between the RL algorithm and the BBN module. + +8. **Experimental Setup** + + Tasks: Multi-Armed Bandit (MAB) tasks and Navigation tasks (Four Rooms, Nine Rooms grid worlds). + + Baselines: Comparisons against $\epsilon$-greedy, UCB, Thompson Sampling (TS), and Bootstrapped DQN. + + Evaluation Metrics: Regret (in MAB), Exploration Efficiency (visitation counts), and Time to First Reward. + +9. **Experimental Results & Analysis** + + Efficiency: BBN achieves lower cumulative regret in MAB tasks compared to traditional TS and UCB. + + Structured Exploration: In grid worlds, BBN covers more unique states faster, demonstrating biologically-like "persistent" search patterns. + + Design Constraint: Include a visualization of visitation counts (refer to Fig 20 or 22) showing BBN's superior coverage in the Four Rooms task. + +10. **Ablation Studies & Persistence Analysis** + + Role of Persistence: Showing that BBN's recurrent connections prevent the agent from "jittering" between states, leading to longer, more purposeful exploration paths. + + Tunability: Demonstrating how adjusting the model's gain or noise parameters shifts behavior from random to highly structured exploration. + +11. **Key Takeaways & Limitations** + + Takeaways: Biological neural dynamics provide a powerful, flexible framework for RL exploration; BBN naturally bridges Bayesian sampling and recurrent dynamics. + + Limitations: Scalability to extremely high-dimensional action spaces remains to be tested; sensitivity to hyperparameter tuning for specific reward landscapes. + +12. **Conclusion** + + Summary: BBN offers a biologically grounded and computationally efficient solution to the exploration-exploitation dilemma. + + Future Work: Implementing BBN in deep RL backbones for large-scale robotic control and continuous action space tasks. + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/generation_task/judge_prompt.json b/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..05e141f2767e423c03fca4fbeb4ea048589e2d8d --- /dev/null +++ b/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n**2.1.Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Brain Bandit: A Biologically Grounded Neural Network for Efficient Control of Exploration; Conf: ICLR 2025; Authors: Chen Jiang et al.).\n", + "\n**2.2.Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**2.3.Is there a slide dedicated to the background of the Exploration-Exploitation dilemma that points out the limitations of existing RL methods?**\nIf **no**, explain where the background info on traditional exploration bottlenecks is lacking.\n", + "\n**2.4.Does the slide deck clearly define the core concept of the \"Brain Bandit Net (BBN)\" as a stochastic continuous Hopfield network?**\nIf **no**, describe the missing points in explaining the biologically grounded architecture.\n", + "\n**2.5.Is there a slide describing the \"Tunable Uncertainty Bias\" and how it allows the model to seek or avoid uncertainty?**\nIf **no**, indicate whether the mechanism for flexible exploration control was omitted.\n", + "\n**2.6.Is there a slide explaining how BBN is integrated with standard Reinforcement Learning algorithms?**\nIf **no**, specify if the link between BBN dynamics and RL action selection is missing.\n", + "\n**2.7.Does the deck present the \"Persistence of Exploration\" effect caused by the recurrent dynamics of the network?**\nIf **no**, specify if the explanation of why BBN generates structured trajectories is missing.\n", + "\n**2.8.Is there a slide summarizing the experimental tasks used (e.g., Multi-Armed Bandit, Four Rooms grid world)?**\nIf **no**, explain if the evaluation environment section is missing.\n", + "\n**2.9.Does the experimental section cover comparative results against baselines like Thompson Sampling, UCB, and epsilon-greedy?**\nIf **no**, indicate if the performance analysis relative to established exploration algorithms was omitted.\n", + "\n**2.10.Does the deck include visualization of visitation counts or trajectories to show the efficiency of BBN in reward-free exploration?**\nIf **no**, indicate if visual evidence of exploration coverage is missing.\n", + "\n**2.11.Is there a slide summarizing the \"Key Takeaways\" and limitations of the BBN framework?**\nIf **no**, describe the missing insights.\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n\n**3.1.Is the description of BBN's mathematical nature accurate? (e.g., it is a special type of stochastic continuous Hopfield network performing posterior sampling.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**3.2.Is the technical roadmap correctly presented as a \"Biologically Grounded Dynamical System\" rather than just a simple heuristic rule?**\nIf **no**, point out the deviation in understanding the neural network dynamics.\n", + "\n**3.3.Are the explanations for the \"Uncertainty Bias\" consistent with the paper? (It involves a tunable parameter that can shift the model towards exploration or exploitation.)**\nIf **no**, explain the errors in definition.\n", + "\n**3.4.Are the details of the \"Grid World\" experiments (e.g., Four Rooms, Nine Rooms) accurate according to the paper?**\nIf **no**, specifically point out errors in task description.\n", + "\n**3.5.Does the performance data in \"Experimental Results\" match the paper's figures? (e.g., BBN showing faster discovery of reward states in complex environments.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**3.6.Does the deck accurately distinguish between \"Random Exploration\" (like noise-based) and \"Persistent Exploration\" (driven by BBN dynamics)?**\nIf **no**, explain where these concepts are confused.\n", + "\n**3.7.Are the definitions of evaluation metrics (e.g., Regret, Visitation Counts) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**3.8.Does the slide deck avoid fabricating facts (e.g., claiming it is a general-purpose LLM when it is a framework for RL exploration)?**\nIf **no**, point out the fabricated content.\n", + "\n**3.9.Do the visual results accurately reflect the \"Energy Landscape\" or \"Dynamical Stability\" properties of the BBN?**\nIf **no**, specify the slides where the underlying physical/mathematical intuition is misinterpreted.\n", + "\n**3.10.Is the connection between BBN and Thompson Sampling (as a neural implementation of posterior sampling) correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/generation_task/statistics.yaml b/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..473025fe58666cccdce6f6e3039b1efe171e9289 --- /dev/null +++ b/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration +category: academia +input_metrics: + total_input_tokens: 20141 + generation_prompt_tokens: 2221 + materials_total_tokens: 17920 + material_count: 1 + pdf_total_pages: 32 + file_details: + - name: material.pdf + tokens: 17920 + pages: 32 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/material.pdf b/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1e94081331ac38d87cc67dde78e96c6348b020cb --- /dev/null +++ b/academia/ICLR_2025/Brain_Bandit-A_Biologically_Grounded_Neural_Network_for_Efficient_Control_of_Exploration/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8ffabd2d6a7b19a891233b49e87c53e97830716370b123f44d90d4b147f6c85a +size 12825455 diff --git a/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/generation_task/instructions.md b/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..a8f2066cdc20491b9187c1a89f1e7e334f70c152 --- /dev/null +++ b/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/generation_task/instructions.md @@ -0,0 +1,178 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference + + Author Team: Bowen Zhao, Hannaneh Hajishirzi, Qingqing Cao + + Affiliation: University of Washington, Allen Institute for AI, Qualcomm AI Research + + Conference: International Conference on Machine Learning (ICML) 2024 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Large Language Models (LMs): Essential for NLP tasks but suffer from immense computational and memory costs during fine-tuning and inference. + + Current Landscape: + Parameter-Efficient Fine-Tuning (PEFT) reduces training memory but does not improve inference speed. + Structured Pruning improves inference efficiency but often increases training overhead (time and memory). + + Motivation: Developing a unified framework that simultaneously optimizes both training and inference efficiency without sacrificing performance. + +4. **Limitations of Existing Methods:** + + Training-Inference Mismatch: Most methods prioritize either training efficiency (LoRA) or inference efficiency (Pruning), but rarely both. + + Static Pruning: Traditional pruning requires pre-defined sparsity patterns, which are often sub-optimal for downstream tasks. + + Memory Overhead: Post-training pruning requires full fine-tuning first, leading to high peak memory usage. + + Inflexible Adaptation: Difficulty in dynamically allocating parameters based on task importance during the early stages of tuning. + + Design Constraint: Include a visual example (refer to Figure 1) illustrating the trade-off between performance, training memory, and inference speed across different baselines. + +5. **Overview of the Proposed Method** + + Core Idea: APT (Adaptive Pruning and Tuning) — A method that adaptively prunes unimportant parameters while dynamically adding salient tuning parameters during the early stage of fine-tuning. + + Key Contribution 1: Simultaneous Efficiency. Achieves up to 8x speedup in fine-tuning and 70% reduction in memory footprint while improving inference speed. + + Key Contribution 2: Saliency-Based Dynamic Tuning. Updates only the most "salient" parameters identified via an importance score derived from gradients and weights. + + Key Contribution 3: Adaptive Structured Pruning. Removes redundant heads and neurons in a structured manner during training to ensure a hardware-friendly sparse model. + +6. **Methodology: Adaptive Pruning and Tuning** + + Early-Stage Adaptation: During the initial "warm-up" phase, APT computes saliency scores for all parameter blocks. + + Dynamic Selection: Selects a subset of parameters to remain active (Tuning) and discards the rest (Pruning) based on a target sparsity ratio. + + Structured Masking: Applies masks to Attention Heads and Intermediate Neurons, allowing the model to be physically compacted for inference. + +7. **Key Algorithm: Saliency Scoring and Update** + + Importance Criterion: Uses the product of the weight magnitude and its gradient to determine which blocks are essential for the specific task. + + Block-wise Granularity: Operates on structured units (heads/rows/columns) rather than individual weights to maintain hardware efficiency. + + Training Objective: Optimizes the selected parameters while progressively freezing or removing zero-saliency components. + + Design Constraint: Display the APT workflow diagram (refer to Figure 2) showing the transition from a dense model to a pruned, task-specific sparse model. + +8. **Dataset and Training Details** + + Model Architectures: Evaluated on RoBERTa-base, T5-base, and LLaMA-7B/13B models. + + Benchmark Tasks: GLUE benchmark (RoBERTa/T5) and various generative tasks including WikiText and GSM8K (LLaMA). + + Sparsity Levels: Tested across a wide range, achieving significant gains even at 60%-70% sparsity. + +9. **Experimental Results & Analysis** + + Performance Maintenance: Retains ~98% of performance in RoBERTa/T5 at 60% sparsity and ~86.4% in LLaMA at 70% sparsity. + + Efficiency Gains: 70% reduction in training memory and significantly faster "Time-to-Accuracy" (TTA) compared to full fine-tuning and LoRA. + + Inference Speedup: Achieves measurable latency reduction on standard hardware due to the structured nature of the pruning. + + Design Constraint: Include a performance comparison table (refer to Table 2) showing TTA, Training Memory, and Inference Latency. + +10. **Ablation Studies** + + Impact of Saliency Metrics: Comparing magnitude-only vs. gradient-aware importance scores. + + Pruning Timing: Analyzing the effect of when the "Adaptive" phase occurs during the fine-tuning process. + + Parameter Sensitivity: How different sparsity targets affect the stability of convergence. + +11. **Visual Analysis & Identity Preservation** + + Editability and Knowledge: APT-tuned models maintain their general-purpose knowledge while becoming highly specialized for downstream tasks. + + Scaling Law: Shows that APT's memory and speed benefits become more pronounced as the base model size increases. + +12. **Key Takeaways & Limitations** + + Takeaways: APT effectively bridges the gap between efficient training and efficient inference; saliency-driven selection is key to maintaining high accuracy. + + Limitations: Requires a saliency computation phase which adds slight initial overhead; performance drop-off occurs at extremely high sparsity (>80%). + +13. **Conclusion** + + Summary: APT provides a scalable solution for deploying large LMs on resource-constrained devices by optimizing the entire lifecycle from training to inference. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/generation_task/judge_prompt.json b/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a9538c58f2e9b1e443b6f00cfdedd96cb1610bdd --- /dev/null +++ b/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference; Conf: ICML 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where the logical roadmap of the APT framework is missing.\n", + "\n**Is there a slide dedicated to the background of Efficient Fine-tuning that points out the limitations of PEFT and Pruning?**\nIf **no**, explain where the motivation for solving both training and inference efficiency is lacking.\n", + "\n**Does the slide deck clearly define the core concept of \"Saliency-based\" adaptive pruning and tuning?**\nIf **no**, describe the missing points in explaining how parameters are selected during training.\n", + "\n**Is there a slide describing the \"Structured Pruning\" mechanism for Attention Heads and Intermediate Neurons?**\nIf **no**, specify if the hardware-friendly aspect of removing consistent parameter blocks is missing.\n", + "\n**Is there a slide explaining how APT reduces training memory (e.g., peak memory during the fine-tuning process)?**\nIf **no**, indicate whether the efficiency gains in the training phase were omitted.\n", + "\n**Does the deck present the logic for the \"Early Stage\" adaptation (how the model switches from dense to sparse during tuning)?**\nIf **no**, specify if the timing mechanism for adding salient parameters is missing.\n", + "\n**Is there a slide summarizing the training data and models used (e.g., RoBERTa, T5, LLaMA-7B/13B)?**\nIf **no**, explain if the evaluation benchmarks like GLUE or WikiText are missing.\n", + "\n**Does the experimental section cover comparative results against baselines like LoRA and Full Fine-tuning?**\nIf **no**, indicate if the performance analysis (Accuracy vs. Sparsity) relative to existing methods was omitted.\n", + "\n**Does the deck include qualitative results showing \"Time-to-Accuracy\" (TTA) and inference speedup metrics?**\nIf **no**, indicate if numerical evidence of dual efficiency (training + inference) is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., performance at extreme sparsity ratios)?**\nIf **no**, describe the missing insights on the scalability of APT.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n\n**Is the description of APT's training speedup accurate? (e.g., up to 8x faster fine-tuning compared to traditional pruning methods.)**\nIf **no**, specify the inaccurate speedup values found in the presentation.\n", + "\n**Is the technical roadmap correctly presented as an \"In-training Adaptive Method\" rather than \"Post-training Pruning\"?**\nIf **no**, point out the deviation in understanding the dynamic nature of the APT process.\n", + "\n**Are the explanations for \"Saliency Score\" consistent with the paper? (The importance of a block is determined by the product of weights and gradients.)**\nIf **no**, explain the errors in the mathematical or conceptual definition of parameter importance.\n", + "\n**Are the details of memory reduction accurate? (e.g., reducing training footprint by up to 70% for large LMs like LLaMA.)**\nIf **no**, specifically point out errors in the reported memory efficiency data.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., maintaining 98% task performance in RoBERTa at 60% sparsity.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Structured\" and \"Unstructured\" pruning in the context of APT?**\nIf **no**, explain where these two distinct pruning strategies are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Time-to-Accuracy, Inference Latency) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming APT can prune 99% of parameters without any loss, which contradicts the results)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Inference Efficiency\"? (i.e., demonstrating measurable speedup on standard CPU/GPU hardware.)**\nIf **no**, specify the slides where the hardware performance gains are misinterpreted.\n", + "\n**Is the base model variety (Encoder-only, Encoder-Decoder, and Decoder-only) correctly identified as part of the study?**\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/generation_task/statistics.yaml b/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4a04ec6bc209a47b6901a98873de8c9c6a0375e7 --- /dev/null +++ b/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference +category: academia +input_metrics: + total_input_tokens: 13598 + generation_prompt_tokens: 2398 + materials_total_tokens: 11200 + material_count: 1 + pdf_total_pages: 20 + file_details: + - name: material.pdf + tokens: 11200 + pages: 20 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/material.pdf b/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..088b0b5847e82562da6e2bb59e2736f21faadc07 --- /dev/null +++ b/academia/ICML_2024/APT-Adaptive_Pruning_and_Tuning_Pretrained_Language_Models_for_Efficient_Training_and_Inference/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:79122944cc5561a88cb1eee3cf7ba1145fb584dd1a61ad069a66588ab5101b12 +size 854031 diff --git a/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/generation_task/instructions.md b/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..26e9d887afd4d0a8b4d6e8e55ee645ed07163fcc --- /dev/null +++ b/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/generation_task/instructions.md @@ -0,0 +1,172 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: A Touch, Vision, and Language Dataset for Multimodal Alignment + + Author Team: Letian Fu*, Gaurav Datta*, Huang Huang, William Chung-Ho Panitch, Jaimyn Drake, Mustafa Mukadam, Mike Lambeta, Roberto Calandra, Ken Goldberg, Joseph Ortiz + + Affiliation: UC Berkeley, Meta AI, TU Dresden + + Conference: arXiv (Preprint 2024), CVPR 2024 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Tactile Modality: A crucial sensing modality for humans (textures, materials, forces) but under-explored in multimodal generative models. + + Current Landscape: + Most tactile research focuses on closed-set classification or vision-touch association. + Existing datasets lack open-vocabulary natural language labels. + + Motivation: Bridge the gap between touch, vision, and language to enable robots and AI to "feel" and describe the physical world. + +4. **Limitations of Existing Methods:** + + Data Scarcity: Lack of diverse, real-world (in-the-wild) tactile-vision-language paired data. + + Closed Vocabulary: Traditional tactile datasets use fixed categories (e.g., "silk", "wood"), failing to capture nuanced descriptions. + + High Annotation Cost: Human-annotated tactile labels are expensive, subjective, and difficult to scale. + + Alignment Complexity: Existing models often align touch to vision but fail to align touch directly with language. + + Design Constraint: Include a visual example (refer to Fig 1) showing a model describing a surface as "soft, woven, and pliable" based on visual and tactile inputs. + +5. **Overview of the Proposed Method** + + Core Idea: TVL Dataset - A novel dataset of 44K in-the-wild vision-touch pairs with open-vocabulary language labels. + + Key Contribution 1: Hybrid Labeling Pipeline. Uses 10% human-annotated data and 90% GPT-4V generated pseudo-labels from visual context. + + Key Contribution 2: Aligned Tactile Encoder. A vision-and-language-aligned encoder trained via pairwise contrastive learning across all three modalities. + + Key Contribution 3: TVL-LLaMA Model. A multimodal generative model (based on LLaMA-2) capable of tactile-grounded text generation. + +6. **Methodology: Dataset & Encoder Construction** + + Data Collection: Custom handheld device (DIGIT tactile sensor + webcam) for 30Hz synchronous data acquisition in diverse environments. + + Encoder Training: Aligns tactile modality with the CLIP latent space using three loss functions: Tactile-Vision, Tactile-Text, and Vision-Text. + +7. **Key Framework: Pseudo-Labeling & Evaluation** + + GPT-4V as Teacher: Generates tactile descriptions from visual images when the sensor contact point is visible. + + TVL Benchmark: A new evaluation framework where GPT-4 scores model-generated tactile descriptions against human ground truth (1-10 scale). + + Design Constraint: Display the data collection device diagram (refer to Fig 2) showing the flow from Data Collection -> Pseudo-labeling -> Multimodal Training. + +8. **Dataset Statistics** + + Total Size: 43,741 image-touch pairs. + + Composition: SSVTP (4.6K lab-collected) + HCT (39.1K in-the-wild). + + Labels: 4.6K Human-annotated, 39K GPT-4V pseudo-labels (containing >400 unique tactile adjectives). + +9. **Experimental Setup** + + Test Benchmarks: Evaluated against GPT-4V, OpenCLIP, and open-source VLMs (e.g., LLaVA, InstructBLIP). + + Evaluation Metrics: Zero-shot classification accuracy and TVL Benchmark semantic similarity scores. + +10. **Experimental Results & Analysis** + + Performance Gap: TVL-LLaMA outperforms GPT-4V (+12%) and InstructBLIP (+32%) in tactile understanding. + + Alignment Improvement: The TVL encoder improves tactile-vision-language alignment accuracy by +29% over existing modality-pair models. + + Scaling Effects: Pseudo-labels are shown to be effective; training on 90% pseudo-labels yields results comparable to high-quality human labels. + + Design Constraint: Include a comparison table (refer to Table 1) showing classification accuracy across different tactile-text encoders. + +11. **Visual Analysis & Case Studies** + + Multimodal Synergy: Models performing best-of-both-worlds by correcting visual hallucinations (e.g., a "metallic" looking object that "feels" like plastic). + + Error Analysis: Failures occur mainly when visual pseudo-labels are inaccurate or when the tactile sensor saturation happens. + +12. **Key Takeaways & Future Work** + + Takeaways: TVL is the first large-scale open-vocabulary dataset for touch; vision-based labeling is a viable scaling strategy for tactile data. + + Future Work: Advancing hardware for more complex interactions (e.g., grasping) and improving the reliability of automated tactile labeling. + +13. **Conclusion** + + Summary: TVL provides a rigorous foundation and benchmark for the future of tactile-integrated Multimodal Large Language Models (MLLMs). + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/generation_task/judge_prompt.json b/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..645c1d15f88de6f8effa6ca35e1af6ab57f9bb5e --- /dev/null +++ b/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**2.1 Does the first slide correctly list the title, authors, and the affiliation/conference?**\nIf **no**, describe what is missing from the first slide (Title: A Touch, Vision, and Language Dataset for Multimodal Alignment; Authors: Letian Fu, Gaurav Datta, etc.; Affiliation: UC Berkeley/Meta AI).\n", + "\n**2.2 Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where the roadmap of the TVL framework is missing.\n", + "\n**2.3 Is there a slide dedicated to the background of Multimodal Learning that points out the absence of the \"Touch\" modality in current Generative Models?**\nIf **no**, explain where the motivation regarding the importance of tactile sensing for embodied AI is lacking.\n", + "\n**2.4 Does the slide deck clearly define the core concept of the \"TVL Dataset\" (44K in-the-wild pairs with open-vocabulary labels)?**\nIf **no**, describe the missing points in explaining the dataset's scale and diversity.\n", + "\n**2.5 Is there a slide describing the \"Hybrid Labeling Pipeline\" (using GPT-4V for pseudo-labels and humans for verification)?**\nIf **no**, indicate whether the explanation of how 90% of the data was labeled via visual-to-tactile mapping was omitted.\n", + "\n**2.6 Is there a slide explaining the \"Vision-and-Language-Aligned Tactile Encoder\" and its architecture?**\nIf **no**, specify if the mechanism for aligning tactile signals with the CLIP latent space is missing.\n", + "\n**2.7 Does the deck present the \"Pairwise Contrastive Learning\" logic (how Tactile, Vision, and Text are mutually aligned)?**\nIf **no**, specify if the triple-modality alignment loss functions are missing.\n", + "\n**2.8 Is there a slide summarizing the hardware used for data collection (e.g., DIGIT sensor and handheld webcam)?**\nIf **no**, explain if the description of the \"in-the-wild\" data acquisition device is missing.\n", + "\n**2.9 Does the experimental section cover comparative results against baselines like GPT-4V, LLaVA, or InstructBLIP?**\nIf **no**, indicate if the performance analysis on the new TVL Benchmark was omitted.\n", + "\n**2.10 Does the deck include qualitative results showing \"TVL-LLaMA\" generating descriptive tactile adjectives (e.g., \"bumpy\", \"squishy\", \"fibrous\")?**\nIf **no**, indicate if visual evidence of tactile-grounded text generation is missing.\n", + "\n**2.11 Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., visual occlusion issues or sensor form-factor constraints)?**\nIf **no**, describe the missing insights on future tactile-language integration.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**3.1 Is the description of the dataset statistics accurate? (e.g., 43,741 pairs in total, with 10% human-labeled and 90% GPT-4V labeled.)**\nIf **no**, specify the inaccurate numbers.\n", + "\n**3.2 Is the technical roadmap correctly presented as an \"Open-Vocabulary Alignment\" rather than a \"Fixed-Category Classification\"?**\nIf **no**, point out the deviation in understanding the model's ability to handle arbitrary tactile descriptions.\n", + "\n**3.3 Are the explanations for the \"Tactile Encoder\" consistent with the paper? (It uses a ViT backbone to process DIGIT sensor readings into embeddings.)**\nIf **no**, explain the errors in technical definition.\n", + "\n**3.4 Are the details of the \"TVL Benchmark\" evaluation method accurate? (e.g., using GPT-4 to score the semantic similarity between predicted and ground-truth descriptions.)**\nIf **no**, specifically point out errors in the evaluation pipeline.\n", + "\n**3.5 Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., TVL-LLaMA outperforming GPT-4V by 12% and other VLMs by 32%.)**\nIf **no**, list the specific discrepancies in scores or percentages.\n", + "\n**3.6 Does the deck accurately distinguish between \"Tactile-Vision Alignment\" and \"Tactile-Language Alignment\"?**\nIf **no**, explain where the cross-modality alignment concepts are confused.\n", + "\n**3.7 Are the definitions of evaluation metrics (e.g., Top-1 Accuracy for Zero-shot classification, GPT-4 semantic score) consistent with the paper?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**3.8 Does the slide deck avoid fabricating facts (e.g., claiming the model can predict material weight when it only senses surface texture/compliance)?**\nIf **no**, point out the fabricated content.\n", + "\n**3.9 Do the visual results accurately reflect the model's \"Cross-modal correction\"? (i.e., identifying a material that looks like metal but feels like plastic.)**\nIf **no**, specify where the integration of sight and touch is misinterpreted.\n", + "\n**3.10 Is the base LLM (LLaMA-2-7B) and the tactile sensor type (DIGIT) correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/generation_task/statistics.yaml b/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7ed2a3c637da1346cc93208c209683439d44f343 --- /dev/null +++ b/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment +category: academia +input_metrics: + total_input_tokens: 14101 + generation_prompt_tokens: 2341 + materials_total_tokens: 11760 + material_count: 1 + pdf_total_pages: 21 + file_details: + - name: material.pdf + tokens: 11760 + pages: 21 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/material.pdf b/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ffd60d0f039ed0a145e0209e7c9520adfe6e3702 --- /dev/null +++ b/academia/ICML_2024/A_Touch_Vision_and_Language_Dataset_for_Multimodal_Alignment/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b4db71c8c6fc9458ecd7ce304a96e5a5c57369452188aed54a9da46b39f4fa63 +size 10682576 diff --git a/academia/ICML_2024/All-in-one_simulation-based_inference/generation_task/instructions.md b/academia/ICML_2024/All-in-one_simulation-based_inference/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..86b5d40c08ca1c90bec6bf7981515d785fed9fd0 --- /dev/null +++ b/academia/ICML_2024/All-in-one_simulation-based_inference/generation_task/instructions.md @@ -0,0 +1,173 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: All-in-one simulation-based inference + + Author Team: Manuel Gloeckler, Michael Deistler, Christian Weilbach, Frank Wood, Jakob H. Macke + + Affiliation: University of Tübingen, Tübingen AI Center, University of British Columbia, Max Planck Institute for Intelligent Systems + + Conference: International Conference on Machine Learning (ICML) 2024 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Simulation-Based Inference (SBI): A framework for identifying unobservable parameters from empirical data using simulators. + + Current Challenges: + Standard amortized methods are "simulation-hungry" and rigid. + Inference tasks (posterior vs. likelihood) must be specified before training. + Limited flexibility in handling unstructured or missing data. + + Motivation: Developing an "all-in-one" model capable of universal conditional sampling for scientific simulators. + +4. **Limitations of Existing Methods:** + + Fixed Tasks: Models like NPE or NLE are typically restricted to a single inference direction (e.g., only posterior). + + Data Rigidity: Traditional architectures require fixed-size inputs and struggle with irregularly sampled time series. + + Structural Inefficiency: Standard black-box approaches fail to exploit known causal or probabilistic dependencies within the simulator. + + Complexity Bottlenecks: Difficulty in handling high-dimensional or function-valued parameters without heavy discretization. + + Design Constraint: Include a visual example (refer to Fig 1) showing how Simformer handles unstructured observations and diverse conditional queries in a single framework. + +5. **Overview of the Proposed Method** + + Core Idea: Simformer — A flexible, amortized inference engine combining Transformer architectures with Diffusion models to learn the joint distribution $p(\theta, x)$. + + Key Contribution 1: Universal Conditionals. Enables sampling any conditional distribution (posterior, likelihood, or mixed) without retraining. + + Key Contribution 2: Structural Exploitation. Uses attention masking to encode simulator-specific dependency structures, drastically reducing simulation requirements. + + Key Contribution 3: General Constraint Handling. Employs diffusion guidance to condition on intervals or complex set-based constraints. + +6. **Methodology: Architecture and Tokenization** + + Tokenization: Parameters and data are converted into a sequence of tokens, each containing identity, value, and conditioning status. + + Transformer Backbone: A score-based network that processes tokens through multi-head self-attention to estimate the joint distribution score. + +7. **Key Algorithm: Training and Sampling** + + Denoising Score Matching: Training the model to reverse a diffusion process that adds noise to the joint $(\theta, x)$ space. + + Flexible Masking: During training, different subsets of variables are randomly masked to ensure the model learns to condition on any arbitrary set of observations. + + Reverse SDE Sampling: At inference time, unobserved tokens are generated from noise while keeping observed "condition" tokens fixed. + + Design Constraint: Display the Simformer architecture diagram (refer to Fig 2) illustrating the flow from tokenization to masked attention and score estimation. + +8. **Graphically Structured Diffusion** + + Exploiting Domain Knowledge: If the simulator structure is known (e.g., a DAG), the Transformer's attention mask can be restricted to reflect these dependencies. + + Efficiency Gains: Demonstrates that structural awareness can lead to an order of magnitude improvement in simulation efficiency. + +9. **Experimental Setup** + + Benchmarks: Evaluated on standard SBI tasks (Two Moons, SLCP) and complex scientific models (SIR epidemiology, Hodgkin-Huxley neuroscience). + + Metrics: Classifier Two-Sample Test (C2ST) for posterior accuracy and Expected Coverage for probabilistic calibration. + +10. **Experimental Results & Analysis** + + Unified Performance: Simformer matches or exceeds task-specific state-of-the-art models (like NPE) across various benchmarks. + + Arbitrary Conditioning: Successfully performs "likelihood-based" tasks (predicting data from parameters) and "posterior" tasks (identifying parameters) using the same weights. + + Robustness: Maintains high accuracy even with significantly reduced simulation budgets by leveraging graphical masking. + + Design Constraint: Include a comparison table (refer to Table 1) showing C2ST scores across different SBI benchmark tasks. + +11. **Visual Analysis & Case Studies** + + Hodgkin-Huxley Model: Inferred parameter sets that satisfy both voltage observations and energy-efficiency constraints through interval guidance. + + SIR Model: Recovered time-varying infection rates from irregularly sampled and noisy recovery/death data. + +12. **Key Takeaways & Limitations** + + Takeaways: Simformer provides a robust, flexible, and "all-in-one" solution for scientific inference; structural masking is a powerful tool for efficiency. + + Limitations: Inference time is slower than one-pass flows due to the iterative nature of diffusion sampling; transformer memory scales with sequence length. + +13. **Conclusion** + + Summary: Simformer bridges the gap between specialized SBI methods and general-purpose generative modeling, offering a new standard for simulation-based Bayesian inference. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICML_2024/All-in-one_simulation-based_inference/generation_task/judge_prompt.json b/academia/ICML_2024/All-in-one_simulation-based_inference/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..72463705910273ef277afd1ac4bc72a61103298e --- /dev/null +++ b/academia/ICML_2024/All-in-one_simulation-based_inference/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**Does the first slide correctly list the title, authors, and the conference?** \nIf **no**, describe what is missing from the first slide (Title: All-in-one simulation-based inference; Conf: ICML 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?** \nIf **no**, specify where the logical flow of the Simformer framework is missing.\n", + "\n**Is there a slide dedicated to the background of Simulation-Based Inference (SBI) that points out the limitations of current methods (e.g., \"fixed inference tasks\" and \"simulation-hungry\")?** \nIf **no**, explain where the motivation for a flexible, amortized inference method is lacking.\n", + "\n**Does the slide deck clearly define the core concept of using a \"Transformer-based Diffusion Model\" to estimate the joint distribution?** If **no**, describe the missing points in explaining how the model learns $p(\theta, x)$.\n", + "\n**Is there a slide describing the \"SBI Tokenization\" process and how it handles different types of parameters and data?** \nIf **no**, indicate whether the explanation of converting variables into ID-Value-State tokens was omitted.\n", + "\n**Is there a slide explaining the role of \"Attention Masking\" in incorporating simulator-specific dependency structures?** \nIf **no**, specify if the mechanism for improving simulation efficiency via graphical knowledge is missing.\n", + "\n**Does the deck present the logic for \"Interval Conditioning\" and how diffusion guidance is used for set constraints?** \nIf **no**, specify if the mathematical approach to handling non-point observations is missing.\n", + "\n**Is there a slide summarizing the diverse test cases used (e.g., Two Moons, SIR model, or Hodgkin-Huxley model)?** \nIf **no**, explain if the variety of scientific simulation scenarios is missing.\n", + "\n**Does the experimental section cover comparative results against standard amortized methods like NPE or NLE?** \nIf **no**, indicate if the performance analysis (e.g., C2ST scores) relative to task-specific baselines was omitted.\n", + "\n**Does the deck include qualitative results showing the model's ability to sample arbitrary conditionals (e.g., predicting parameters from data OR data from parameters)?** \nIf **no**, indicate if visual evidence of \"all-in-one\" flexibility is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the computational cost of reverse diffusion sampling)?** \nIf **no**, describe the missing insights.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the \"All-in-one\" nature accurate? (e.g., it can handle posterior, likelihood, and mixed conditionals with a single trained model.)** \nIf **no**, specify the inaccurate descriptions of the model's versatility.\n", + "\n**Is the technical roadmap correctly presented as \"Score-based Generative Modeling\" applied to the joint space of $(\theta, x)$?** \nIf **no**, point out the deviation in understanding the diffusion-based inference principle.\n", + "\n**Are the explanations for \"Diffusion Guidance\" consistent with the paper? (It enables conditioning on general constraints $c(\\hat{x}) \\le 0$ during sampling.)** \nIf **no**, explain the errors in defining guided inference.\n", + "\n**Are the details of the \"Attention Mask\" accurate in terms of simulation efficiency? (e.g., masking can reduce the number of simulator calls needed for training.)** \nIf **no**, specifically point out errors in the structural exploitation logic.\n", + "\n**Does the performance data match the paper's results? (e.g., Simformer achieving state-of-the-art accuracy while providing a 10x efficiency gain on structured tasks.)** \nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Model-based Conditioning\" (via masks) and \"Guidance-based Conditioning\" (via gradients)?** \nIf **no**, explain where these two technical paths are confused.\n", + "\n**Are the evaluation metrics (e.g., C2ST, Expected Coverage) used consistently with the standards of simulation-based inference?** \nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it is faster than Normalizing Flows in sampling, whereas diffusion is typically slower)?** \nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's ability to handle \"Unstructured Data\"? (e.g., dealing with missing values or irregular time series.)** \nIf **no**, specify the slides where the data flexibility is misinterpreted.\n", + "\n**Is the core architecture (Transformer-based Score Network) and the training objective (Denoising Score Matching) correctly identified?** \nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2024/All-in-one_simulation-based_inference/generation_task/statistics.yaml b/academia/ICML_2024/All-in-one_simulation-based_inference/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b7f830f28396e14ef464042cc96b84120460ad16 --- /dev/null +++ b/academia/ICML_2024/All-in-one_simulation-based_inference/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2024/All-in-one_simulation-based_inference +category: academia +input_metrics: + total_input_tokens: 20207 + generation_prompt_tokens: 2287 + materials_total_tokens: 17920 + material_count: 1 + pdf_total_pages: 32 + file_details: + - name: material.pdf + tokens: 17920 + pages: 32 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICML_2024/All-in-one_simulation-based_inference/material.pdf b/academia/ICML_2024/All-in-one_simulation-based_inference/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9af2823bb02e68eb79463b008043ccd992ae17a9 --- /dev/null +++ b/academia/ICML_2024/All-in-one_simulation-based_inference/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc8ac9c44e2c2a3ec3d256f2ebdd6d13ecbaf0a50f007e1db4d1257651e1fea5 +size 5350355 diff --git a/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/generation_task/instructions.md b/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..9c0429d20282dac2f52f49a23125a3eb199bce64 --- /dev/null +++ b/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/generation_task/instructions.md @@ -0,0 +1,156 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: Arrows of Time for Large Language Models + + Author Team: Vassilis Papadopoulos*, Jérémie Wenger*, Clément Hongler + + Affiliation: EPFL (Switzerland), Goldsmiths University of London (UK) + + Publication: arXiv (July 2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Probabilistic Modeling in LLMs: Autoregressive models learn to predict the next token based on past context, a process traditionally following the natural time ordering of language. + + Core Question: Is the natural time direction (forward) truly optimal for predicting token probabilities, or is there an inherent asymmetry compared to the reverse direction (backward)? + + Information-Theoretic Paradox: Theoretically, the entropy of a sequence should be identical regardless of the direction it is read, suggesting no performance difference should exist. + +4. **The Concept of "Arrow of Time" (AoT):** + + Definition: A consistent difference in average log-perplexity when a model is trained to predict the next token (Forward) versus the previous token (Backward). + + Forward AoT: Occurs when the forward model outperforms the backward model (lower perplexity). + + Empirical Observation: A subtle but remarkably consistent Forward AoT exists across various languages, model sizes, and training durations. + + Design Constraint: Include a visual plot (refer to Fig 1) showing the training loss curves where the BW model settles at a higher loss plateau than the FW model. + +5. **Overview of the Proposed Research** + + Core Objective: To investigate how time directionality influences the ability of LLMs to model natural and synthetic languages. + + Key Finding 1: Universality of AoT. Demonstrated across 50+ model modalities, including GPT, GRU, and LSTM architectures, and 8 different human languages. + + Key Finding 2: Scaling Behavior. The magnitude of AoT increases with context length and model size, suggesting it is rooted in long-range correlations. + + Key Finding 3: Theoretical Explanation. Provides a framework linking AoT to computational complexity and sparsity, rather than just information theory. + +6. **Methodology: Comparative Study** + + Step 1: Symmetric Setup: Training identical architectures (FW and BW) with the same hyperparameters on the same data slices, only reversing the token order for the BW model. + + Step 2: Diverse Testing: Evaluating across multiple languages (English, French, Greek, Turkish, etc.) and model scales (from 26M to GPT2-Medium size). + + Step 3: Artifact Elimination: Ruling out tokenization bias by re-training BPE tokenizers on character-reversed datasets. + +7. **Theoretical Framework: Why Asymmetry Emerges** + + Mechanism 1: Computational Hardness. Using number factoring ($p \times q = n$) to show that while information is preserved, recovering factors from a product is computationally harder than multiplication. + + Mechanism 2: Sparsity Asymmetry. In "Linear Languages," a sparse forward operation (simple to compute) often results in a dense/complex backward operation (hard to compute). + + Design Constraint: Include a diagram or equation (refer to Section 3.1) illustrating the entropy distribution in the number factoring synthetic dataset. + +8. **Experimental Results: Natural Language** + + Consistent Performance Gap: In all 8 languages tested, FW models achieved lower perplexity than BW models. + + Language Sensitivity: The magnitude of the AoT varies by language (e.g., higher in Greek/Indonesian, lower in English). + + Model Architecture: The effect is not limited to Transformers; RNN-based models (GRUs, LSTMs) exhibit the same directionality. + +9. **Experimental Results: Synthetic Data** + + Linear Languages: Models trained on $y = Mx$ show that if $M$ is sparse but $M^{-1}$ is dense, the FW model significantly outperforms the BW model. + + Transition Dynamics: FW models adapt faster to sparse perturbations, while BW models struggle due to the non-sparse nature of the reverse update. + +10. **Key Takeaways & Implications** + + Takeaways: AoT is a "sign of life" in data, revealing deep structural features and long-range dependencies that are easier to compute in one direction. + + Complexity Link: The presence of AoT suggests that natural language has an inherent "computational direction" linked to how information is generated vs. reconstructed. + +11. **Conclusion & Future Work** + + Summary: The Arrow of Time is a universal feature of human language as processed by autoregressive models, challenging the symmetry assumed by pure information theory. + + Future Work: Investigating AoT in other modalities (Code, DNA, Video) and exploring whether "reversing the arrow" can be used as a tool for evaluating data complexity. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/generation_task/judge_prompt.json b/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..8d3a4216144c95a47d34a6fbb3c734b6901d06a0 --- /dev/null +++ b/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**Does the first slide correctly list the title, authors, and the relevant publication info?** \nIf **no**, describe what is missing (Title: Arrows of Time for Large Language Models; Authors: Vassilis Papadopoulos, Jérémie Wenger, Clément Hongler; Affiliation: EPFL, etc.).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?** \nIf **no**, specify where the roadmap of the \"Arrow of Time\" (AoT) investigation is missing.\n", + "\n**Is there a slide dedicated to the background of Autoregressive LLMs that introduces the \"Information-Theoretic Symmetry\" (Shannon's intuition)?** \nIf **no**, explain where the explanation of why forward and backward perplexity *should* theoretically be equal is lacking.\n\n**Does the slide deck clearly define the core concept of the \"Arrow of Time\" (AoT) as the consistent log-perplexity gap between Forward (FW) and Backward (BW) models?** \nIf **no**, describe the missing points in defining this asymmetry.\n", + "\n**Is there a slide describing the experimental setup across 50+ modalities and 8 human languages?** \nIf **no**, indicate whether the scale and diversity of the empirical study were omitted.\n", + "\n**Is there a slide explaining the \"Linear Languages\" toy model used to theoretically ground the empirical findings?** \nIf **no**, specify if the link between sparse matrix operations and computational asymmetry is missing.\n", + "\n**Does the deck present the core logic for the \"Computational Hardness\" argument (e.g., using the example of number factoring vs. multiplication)?** \nIf **no**, specify if the explanation of why information preservation doesn't imply learning symmetry is missing.\n", + "\n**Is there a slide summarizing the \"Scaling Behavior\" of the Arrow of Time?** \nIf **no**, explain if the relationship between model size, context length, and the magnitude of the AoT gap is missing.\n", + "\n**Does the experimental section cover the \"Tokenization Artifacts\" control study (reversing BPE on character level)?** \nIf **no**, indicate if the proof that AoT is not a side-effect of the tokenizer was omitted.\n", + "\n**Does the deck include visual results (plots) showing the training loss divergence between FW and BW models?** \nIf **no**, indicate if the visual evidence of the \"BW plateau\" is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the potential impact of data cleaning or the specific types of AoT)?** \nIf **no**, describe the missing insights into what AoT reveals about data structure.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n\n**Is the description of the \"Information Paradox\" accurate? (e.g., theoretically, $H(X_1...X_n) = H(X_n...X_1)$, yet LLMs find one direction easier.)** \nIf **no**, specify the inaccurate theoretical descriptions.\n", + "\n**Is the technical roadmap correctly presented as a \"Comparative Empirical Study\" rather than a proposal for a new model architecture?** \nIf **no**, point out the deviation in understanding the paper's goal of analyzing existing behaviors.\n", + "\n**Are the explanations for \"Type 1\" and \"Type 2\" AoT consistent with the paper? (Type 1: Expressivity limits; Type 2: Optimization/Learning limits.)** \nIf **no**, explain the errors in defining these two asymmetry types.\n", + "\n**Are the details of the \"Linear Language\" experiments accurate? (e.g., a sparse matrix $M$ for $y=Mx$ makes the forward task easy, but a dense $M^{-1}$ makes the backward task hard.)** \nIf **no**, specifically point out errors in the matrix sparsity logic.\n", + "\n**Does the performance data match the paper's findings? (e.g., FW models consistently outperform BW models in terms of Perplexity across all tested natural languages.)** \nIf **no**, list the specific discrepancies in the direction of the performance gap.\n", + "\n**Does the deck accurately distinguish between \"Information Entropy\" and \"Computational Complexity\" in the context of AoT?** \nIf **no**, explain where these two distinct concepts are confused.\n", + "\n**Are the definitions of the evaluation metrics (Log-Perplexity, Bits Per Character) consistent with the paper's standards?** \nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming the BW model is better for specific languages like Arabic when the paper says FW is always better)?** \nIf **no**, point out the fabricated content regarding language-specific results.\n", + "\n**Do the visual results accurately reflect the \"Time-Reversed Adaptation\" dynamics shown in the figures (e.g., Figure 12)?** \nIf **no**, specify the slides where the learning curves for sparse perturbations are misinterpreted.\n", + "\n**Are the model architectures (GPT-style Transformers, GRU, LSTM) and training details (e.g., 26M to 350M parameters) correctly identified?** \nIf **no**, provide the incorrect technical specifications found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/generation_task/statistics.yaml b/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c11bf89d46de7d4e013afffd9685162867686969 --- /dev/null +++ b/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models +category: academia +input_metrics: + total_input_tokens: 13463 + generation_prompt_tokens: 2263 + materials_total_tokens: 11200 + material_count: 1 + pdf_total_pages: 20 + file_details: + - name: material.pdf + tokens: 11200 + pages: 20 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/material.pdf b/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6b16107a737f564a4ce34c92b4a79aaafd831c1b --- /dev/null +++ b/academia/ICML_2024/Arrows_of_Time_for_Large_Language_Models/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dfafcd793238242ef710f81e53ce4989445d9e161faa9ef227de7fa3b84e9059 +size 1581103 diff --git a/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/generation_task/instructions.md b/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d1e97e035d8c11a917bd654ca4cfe2bb4c24981d --- /dev/null +++ b/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/generation_task/instructions.md @@ -0,0 +1,150 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: Bottleneck-Minimal Indexing for Generative Document Retrieval + + Author Team: Xin Du*, Lixin Xiu*, Kumiko Tanaka-Ishii + + Affiliation: Waseda University, The University of Tokyo + + Conference: International Conference on Machine Learning (ICML) 2024 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Generative Document Retrieval (GDR): A promising framework where documents are indexed by identifier strings (IDs), and a model is trained to map queries directly to these IDs. + + The Indexing Challenge: Traditional GDR focuses on how to partition documents (X) to create IDs (T). Common methods (e.g., DSI) use hierarchical k-means on document embeddings. + + The Missing Link: Existing methods often ignore the relationship between IDs and queries (Q), which is critical for retrieval accuracy. + +4. **Information-Theoretic Perspective** + + Rate-Distortion (RD) Theory: Analyzes the optimality of indexing documents by minimizing mutual information $I(X;T)$ while controlling distortion. + + Information Bottleneck (IB) Theory: Extends RD by introducing the query variable Q. GDR is viewed as transmitting information from documents to queries via a bottleneck (the IDs). + + Core Hypothesis: Optimal indexing should be determined by the probability distribution of queries, not just documents. + +5. **Limitations of Existing Methods** + + Suboptimality: Methods like k-means on document embeddings (HKmI) or Random Indexing (HRI) only optimize for $I(X;T)$, neglecting the crucial $I(T;Q)$ link. + + Structural Rigidity: Hierarchical clustering based solely on document content may not capture the semantic space where queries reside. + + Design Constraint: Include a diagram (refer to Fig 1) comparing (b-1) distortion-optimal indexing (based on $p(X)$) vs. (b-2) bottleneck-minimal indexing (based on $p(X,Q)$). + +6. **Methodology: Bottleneck-Minimal Indexing (BMI)** + + Proposed Solution: A novel indexing strategy that clusters queries rather than documents to generate ID strings. + + Step 1: Estimating Query Distribution. For each document, estimate the mean embedding ($\mu_{Q|x}$) of its associated queries (Real, Generated, and Document Segments). + + Step 2: Hierarchical Clustering. Apply k-means clustering on these query mean vectors $\{\mu_{Q|x}\}$ to produce ID strings. + + Step 3: Optimization Goal. Maximize the likelihood function $p(\mathcal{X}, \mathcal{Q} | f)$ to minimize the information bottleneck. + +7. **Experimental Setup** + + Datasets: NQ320K (109k documents) and MS MARCO Lite (138k documents). + + Baselines: Hierarchical k-means (HKmI), Locality-Sensitive Hashing (LSHI), and Hierarchical Random Indexing (HRI). + + Model Sizes: Evaluated across T5-tiny, mini, small, and base to observe scaling effects. + +8. **Experimental Results & Analysis** + + Performance Gains: BMI consistently outperforms HKmI. On NQ320K, it improves Recall@1 by 1.26 (T5-base) and up to 7.06 points (T5-mini). + + Bottleneck Curves: Empirical results confirm that BMI and larger models stay closer to the theoretical IB lower bound, indicating better information transmission. + + Design Constraint: Include the bottleneck curves (refer to Fig 3) showing the trade-off between index conciseness $I(X;T)$ and information distortion $I(X;Q|T)$. + +9. **Ablation Studies & Qualitative Analysis** + + Query Types: Combining Real, Generated (GenQ), and Document Segments (DocSeg) provides the most robust estimate for $\mu_{Q|x}$. + + Efficiency: BMI's advantage is even more pronounced in smaller, parameter-limited models. + +10. **Conclusion & Future Work** + + Summary: Reformulating GDR as an information bottleneck problem leads to a more effective indexing strategy based on query distributions. + + Impact: Provides a theoretical foundation for "learning-to-index" in generative retrieval. + + Future Work: Exploring non-Gaussian clustering methods and adapting to multimodal or cross-lingual scenarios. + + --- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/generation_task/judge_prompt.json b/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..0da1dca2473700fe43cd2d561c9279957849cc75 --- /dev/null +++ b/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**2.1 Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing (Title: Bottleneck-Minimal Indexing for Generative Document Retrieval; Authors: Xin Du, Lixin Xiu, Kumiko Tanaka-Ishii; Conf: ICML 2024).\n", + "\n**2.2 Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where the roadmap for the Information-Theoretic analysis is missing.\n", + "\n**2.3 Is there a slide dedicated to the background of Generative Document Retrieval (GDR) that points out the limitations of existing indexing (e.g., \"ignores query distribution\" or \"suboptimal I(T;Q)\")?**\nIf **no**, explain where the gap in current indexing logic is lacking.\n", + "\n**2.4 Does the slide deck clearly define the core concept of reformulating GDR as an \"Information Bottleneck\" problem?**\nIf **no**, describe the missing points in explaining the transmission from $X$ to $Q$ via $T$.\n", + "\n**2.5 Is there a slide describing the \"Bottleneck-Minimal Indexing (BMI)\" architecture and how it clusters query mean vectors $\\{\\mu_{Q|x}\\}$ instead of document embeddings?**\nIf **no**, indicate whether the shift from $p(X)$ to $p(Q|X)$ is omitted.\n", + "\n**2.6 Is there a slide explaining the components of the query estimation set (RealQ, GenQ, and DocSeg)?**\nIf **no**, specify if the mechanism for approximating the query distribution for each document is missing.\n", + "\n**2.7 Does the deck present the theoretical \"Bottleneck Curves\" (Rate-Distortion trade-off) showing the relation between $I(X;T)$ and $I(X;Q|T)$?**\nIf **no**, specify if the information-theoretic quantification of the bottleneck is missing.\n", + "\n**2.8 Is there a slide summarizing the training datasets used (e.g., NQ320K and MS MARCO Lite)?**\nIf **no**, explain if the dataset scale and details are missing.\n", + "\n**2.9 Does the experimental section cover comparative results against baselines like HKmI (Hierarchical k-means), LSHI, and HRI?**\nIf **no**, indicate if the performance gains of BMI over standard DSI-like methods are omitted.\n", + "\n**2.10 Does the deck include visual results (e.g., t-SNE visualizations) showing that BMI creates more semantically distinct clusters in the ID space?**\nIf **no**, indicate if the visual evidence of improved \"semantic representativeness\" is missing.\n", + "\n**2.11 Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the assumption of Gaussian distributions in k-means)?**\nIf **no**, describe the missing critical insights.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**3.1 Is the description of the \"Information Bottleneck\" accurate? (e.g., IDs $T$ should compress $X$ while preserving maximum information about $Q$.)**\nIf **no**, specify the inaccurate theoretical descriptions.\n", + "\n**3.2 Is the technical roadmap correctly presented as \"Clustering the Query Distribution\" rather than \"Clustering Document Text\"?**\nIf **no**, point out the deviation in understanding the \"Query-Centric\" indexing principle.\n", + "\n**3.3 Are the explanations for $\\mu_{Q|x}$ consistent with the paper? (It represents the expected query embedding for a document $x$.)**\nIf **no**, explain the errors in definition.\n", + "\n**3.4 Are the details of the Lagrangian optimization ($L = I(X;T) + \beta I(X;Q|T)$) accurate if presented?**\nIf **no**, specifically point out errors in the mathematical objective.\n", + "\n**3.5 Does the performance data match the paper's tables? (e.g., BMI achieving superior Recall@1 on NQ320K compared to HKmI.)**\nIf **no**, list the specific discrepancies in the values.\n", + "\n**3.6 Does the deck accurately distinguish between \"distortion-optimal\" indexing (traditional) and \"bottleneck-minimal\" indexing (proposed)?**\nIf **no**, explain where these two concepts are confused.\n", + "\n**3.7 Are the definitions of evaluation metrics (e.g., Recall@N, MRR) consistent with standard IR practices used in the paper?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**3.8 Does the slide deck avoid fabricating facts (e.g., claiming it eliminates the need for any document-to-ID training when it is an indexing-focused paper)?**\nIf **no**, point out the fabricated content.\n", + "\n**3.9 Do the \"Bottleneck Curves\" accurately reflect the scaling effect? (i.e., larger models/BMI move closer to the lower-left theoretical bound.)**\nIf **no**, specify the slides where the trade-off charts are misinterpreted.\n", + "\n**3.10 Is the role of \"Document Segments\" (DocSeg) correctly identified as a proxy for queries when real query data is sparse?**\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/generation_task/statistics.yaml b/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f93506dd671b9001c65ff31a074280b63ca754f9 --- /dev/null +++ b/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval +category: academia +input_metrics: + total_input_tokens: 11678 + generation_prompt_tokens: 2158 + materials_total_tokens: 9520 + material_count: 1 + pdf_total_pages: 17 + file_details: + - name: material.pdf + tokens: 9520 + pages: 17 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/material.pdf b/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e3c062a93b0c2785b3d465bf3a25c1a96122e152 --- /dev/null +++ b/academia/ICML_2024/Bottleneck-Minimal_Indexing_for_Generative_Document_Retrieval/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:339775362b6f64e970824e5e15e593604ce881b614e9b85072714a09ec258bcf +size 1683048 diff --git a/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/generation_task/instructions.md b/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..a24e8c20a42a19982657a6afad2344a6de32dbc3 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/generation_task/instructions.md @@ -0,0 +1,146 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + Paper Title: Accelerating LLM Inference with Lossless Speculative Decoding Algorithms for Heterogeneous Vocabularies + + Author Team: Nadav Timor, Jonathan Mamou, Daniel Korat, Moshe Berchansky, Gaurav Jain, Oren Pereg, Moshe Wasserblat, David Harel + + Affiliation: Weizmann Institute of Science, Intel Labs, Google + + Conference: ICML 2024 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Speculative Decoding (SD): A technique to accelerate LLM inference by using a small "drafter" model to predict multiple tokens, which are then verified in parallel by a large "target" model. + + The Shared-Vocabulary Constraint: Traditional SD (e.g., Leviathan et al.) requires the drafter and target to share the same tokenizer/vocabulary, which limits the choice of available drafters. + + Problem Statement: How can we use any off-the-shelf model as a drafter, even if its vocabulary differs from the target, without losing the target's output distribution? + +4. **The Challenge of Heterogeneous Vocabularies** + + Tokenization Mismatch: Different models split the same text into different token sequences (e.g., "Apple" might be one token in Model A but two in Model B). + + Lossless Requirement: The final output must strictly follow the probability distribution of the target model (KL divergence = 0). + + Design Constraint: Include a visual example (refer to Figure 1) showing how the same string is partitioned differently by a Llama-2 vs. a T5 tokenizer. + +5. **Overview of Proposed Algorithms** + + Core Idea: Three new SD algorithms that map drafter predictions to the target vocabulary space without retraining. + + Algorithm 1: Heuristic Rejection Sampling. Uses a simple mapping but may have lower acceptance rates. + + Algorithm 2: Exhaustive Rejection Sampling. Explores all possible token concatenations to maximize acceptance. + + Algorithm 3: Optimal Speculative Decoding for Heterogeneous Vocabularies. A mathematically grounded approach for maximum efficiency. + +6. **Key Innovation: Exhaustive Rejection Sampling** + + Mechanism: Instead of a 1-to-1 token mapping, the algorithm considers the "total mass" of all token sequences that form the same prefix. + + Combinatorial Nature: Handles $2^{m-1}$ possible ways to concatenate $m$ tokens to find a match in the target's vocabulary. + +7. **Experimental Setup** + + Benchmarks: XSum (Summarization), HumanEval (Programming), and GSM8K (Reasoning). + + Models: Target models like Llama-2-70B or Mixtral-8x7B paired with diverse drafters (e.g., Vicuna, Qwen, or even TinyStarCoder). + + Metrics: Speedup (tokens/sec ratio) and Mean Acceptance Rate. + +8. **Experimental Results & Analysis** + + Performance: Achieves up to 2.8x speedup over standard autoregressive decoding. + + Flexibility: Demonstrates that a 0.5B model (Qwen2) can effectively draft for a 70B model with a completely different vocabulary. + + Design Constraint: Include a speedup comparison table (refer to Table 2) across different task domains. + +9. **Key Takeaways & Impact** + + Universal SD: Removes the need to train specialized "distilled" drafters; any small, fast model can be used "off-the-shelf." + + Efficiency: Significant latency reduction for LLM serving without any loss in generation quality. + +10. **Conclusion** + + Summary: This work broadens the applicability of speculative decoding by solving the vocabulary mismatch problem through robust rejection sampling variants. + + Future Work: Exploring adaptive drafter selection and applying these algorithms to multi-modal models. + +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/generation_task/judge_prompt.json b/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e3942f6752ab292627903362260933a92595fab0 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**Does the first slide list the title, authors, and the conference?**\nIf **no**, describe what is missing (Title: Accelerating LLM Inference with Lossless Speculative Decoding Algorithms for Heterogeneous Vocabularies; Authors: Nadav Timor, et al.; Conference: ICML 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where the roadmap for Heterogeneous Vocabularies investigation is missing.\n", + "\n**Is there a slide dedicated to the background of Speculative Decoding (SD) that points out the \"Shared Vocabulary\" limitation?**\nIf **no**, explain where the explanation of why standard SD requires identical tokenizers is lacking.\n", + "\n**Does the slide deck clearly define the core concept of \"Tokenization Mismatch\" (how different models segment the same text)?**\nIf **no**, describe the missing points in explaining the alignment difficulty.\n", + "\n**Is there a slide describing the \"Exhaustive Rejection Sampling\" algorithm and its role in handling combinatorial token concatenations?**\nIf **no**, indicate whether the mechanism for mapping drafter tokens to target space is omitted.\n", + "\n**Is there a slide comparing the three proposed algorithms: Heuristic, Exhaustive, and Optimal?**\nIf **no**, specify if the trade-off analysis between these variants is missing.\n", + "\n**Does the deck present the mathematical logic ensuring the algorithms are \"Lossless\" (preserving the target model's distribution)?**\nIf **no**, specify if the theoretical proof of distribution preservation is missing.\n", + "\n**Is there a slide summarizing the experimental setup, including target models (e.g., Llama-2-70B) and off-the-shelf drafters (e.g., Qwen, Vicuna)?**\nIf **no**, explain if the model diversity section is missing.\n", + "\n**Does the experimental section cover speedup results across different tasks (e.g., XSum, HumanEval, GSM8K)?**\nIf **no**, indicate if the performance analysis relative to standard autoregressive decoding was omitted.\n", + "\n**Does the deck include visual results showing the \"Mean Acceptance Rate\" across different drafter-target pairs?**\nIf **no**, indicate if visual evidence of drafting efficiency is missing.\n", + "\n**Is there a slide summarizing \"Key Takeaways\" and the significance of enabling \"any-to-any\" model pairing?**\nIf **no**, describe the missing insights.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n\n**Is the description of \"Lossless\" decoding accurate? (i.e., the algorithm outputs the exact same distribution as the target model alone.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as \"Off-the-shelf adaptation\" rather than \"Drafter retraining/distillation\"?**\nIf **no**, point out the deviation in understanding that no additional training is required.\n", + "\n**Are the explanations for \"Rejection Sampling\" consistent with the paper's extension to heterogeneous vocabularies?**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the combinatorial concatenation ($2^{m-1}$ valid ways) accurate?**\nIf **no**, specifically point out errors in the mathematical logic of token merging.\n", + "\n**Does the performance data match the paper's tables? (e.g., speedups of up to 2.8x depending on the task and model pair.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between the \"Drafter Vocabulary\" and the \"Target Vocabulary\"?**\nIf **no**, explain where these two distinct spaces are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Speedup ratio, Mean Acceptance Rate) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it reduces the parameter count of the target model)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the \"Acceptance Probability\" dynamics shown in the paper's figures?**\nIf **no**, specify the slides where the charts are misinterpreted.\n", + "\n**Is the role of the \"Mapping function\" between different token sets correctly identified as a key innovation for cross-model inference?**\nIf **no**, provide the incorrect technical details found on the slides.\n\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/generation_task/statistics.yaml b/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa2b0effb1601a682f9c9dc79ad7708262cc8db4 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95 +category: academia +input_metrics: + total_input_tokens: 14928 + generation_prompt_tokens: 2048 + materials_total_tokens: 12880 + material_count: 1 + pdf_total_pages: 23 + file_details: + - name: material.pdf + tokens: 12880 + pages: 23 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/material.pdf b/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..de4d87a16514ca1118b5164c5addb84455dde14e --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Accelerating_LLM_Inference_with_Lossless_Speculative_Decoding_Algorithms_for_Heterogeneous_Vocabularies_Oral_6bfb95/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9dce1f877270206c8551b970818ba9b0b17de36d24223b914294206e83f5b70e +size 598338 diff --git a/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/generation_task/instructions.md b/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..0c5aab08f0db10823133fb9e268bb4d22356a26e --- /dev/null +++ b/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/generation_task/instructions.md @@ -0,0 +1,166 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: An Analytic Theory of Creativity in Convolutional Diffusion Models + + Author Team: Mason Kamb, Surya Ganguli + + Affiliation: Department of Applied Physics, Stanford University + + Conference: Proceedings of the 42nd International Conference on Machine Learning (ICML) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + The Creativity Puzzle: Score-matching diffusion models generate highly original images far from training data, yet optimal score-matching theory suggests they should only produce memorized examples. + + Theory-Experiment Gap: Traditional models fail to explain how "intelligent failure" to learn the ideal score function leads to sensible new examples. + + Research Goal: Derive an analytic, interpretable, and predictive theory to explain the nature and origin of creativity in convolutional diffusion models. + +4. **Limitations of Ideal Score Matching:** + + Memorization Trap: Ideal score functions reverse the forward process perfectly, turning Gaussian noise back into exact training delta functions. + + Positive Feedback Instability: The closer a sample gets to a training point, the stronger the force pulling it toward that specific point, leading to rapid concentration and zero originality. + + Lack of Combinatorial Power: Global score matching prevents the model from mixing attributes across disparate training examples. + + Design Constraint: Include a visual comparison (refer to Fig 2a) showing how the Ideal Score (IS) machine forces the entire image to flow toward a single training example. + +5. **Overview of the Proposed Method** + + Core Idea: Identifying two simple inductive biases—locality and equivariance—that prevent optimal score-matching and induce combinatorial creativity. + + Key Contribution 1: Fully Analytic Machines. Introduction of the Local Score (LS) and Equivariant Local Score (ELS) machines that require no explicit training. + + Key Contribution 2: Mechanistic Interpretation. Reveals a "locally consistent patch mosaic" mechanism where novel images are created by mixing training patches at different scales. + + Key Contribution 3: High Predictive Accuracy. The theory quantitatively predicts outputs of trained ResNets and UNets with high median r² (up to 0.96) across multiple datasets. + +6. **Methodology: Inductive Biases** + + Bias 1: Translational Equivariance: Derived from parameter sharing in convolutional layers, where translating the input image translates the output score. + + Bias 2: Locality: Derived from finite receptive fields, where the score at a specific pixel depends only on a local neighborhood of neighboring pixels. + +7. **Key Algorithm: LS and ELS Machines** + + LS Machine (Local Score): Replaces global posterior belief with a local neighborhood-dependent belief, forcing pixels to match training patches at the same spatial location. + + ELS Machine (Equivariant Local Score): Removes the pixel's knowledge of its location, allowing it to match local training patches from any location in the training set. + + Design Constraint: Display the conceptual diagram (refer to Fig 2b,c) illustrating how different patches in ELS/LS machines flow to different training set patches. + +8. **Dataset and Training Details** + + Experimental Scope: Evaluated on MNIST, FashionMNIST, CIFAR10, and CelebA (32x32). + + Model Architectures: 8-layer ResNets (17x17 receptive field) and standard UNets. + + Hyperparameter Calibration: A single time-dependent locality scale is calibrated to match the model's coarse-to-fine generation process. + +9. **Experimental Setup** + + Baseline Comparison: Comparison against the "Ideal Score" (memorization) machine. + + Metrics: Pixel-wise correlation ($r^2$) between the analytic theory's output and the actual trained neural network's output for the same noise seed. + +10. **Experimental Results & Analysis** + + Predictive Power: ELS machine achieves median $r^2$ of 0.94-0.96 for ResNets; LS machine better predicts UNets on CelebA ($r^2 \sim 0.90$). + + Coarse-to-Fine Mechanism: Models use large-scale patches early in the process and transition to fine-scale (3x3) patches at late stages. + + Design Constraint: Include a correlation plot (refer to Fig 10) showing the theory uniformly outperforming the memorizing baseline across all datasets. + +11. **Visual Analysis & Error Studies** + + Origin of Hallucinations: Explains "spatially inconsistent" outputs (e.g., too many limbs) as a result of excessive locality at late times in the generative process. + + Role of Attention: Self-attention layers in UNets "carve out" semantic coherence from the local patch mosaics produced by the convolutional backbone. + +12. **Key Takeaways & Limitations** + + Takeaways: Creativity in CNN diffusion models is a direct consequence of structural constraints rather than perfect learning; image boundaries serve as "anchors" for generation. + + Limitations: Theory primarily targets convolution-only models; a full quantitative theory for non-local self-attention remains for future work. + +13. **Conclusion** + + Summary: Provided the first first-principles analytic theory that mechanistically explains and predicts how diffusion models create novel content. + + Future Work: Extending the theory to Attention-enabled architectures and more complex, high-resolution datasets. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/generation_task/judge_prompt.json b/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..073243ef5d26c19e2c796fdc00651859f929f30b --- /dev/null +++ b/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: An Analytic Theory of Creativity in Convolutional Diffusion Models; Authors: Mason Kamb, Surya Ganguli; Conf: ICML 2025).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the \"Theory-Experiment Gap\" in diffusion models, explaining why optimal score-matching theoretically leads to memorization instead of creativity?**\nIf **no**, explain where the background on the \"Memorization Paradox\" is lacking.\n", + "\n**Does the slide deck clearly define the core concept of the \"Local Score (LS)\" and \"Equivariant Local Score (ELS)\" machines?**\nIf **no**, describe the missing points in explaining these training-free analytic frameworks.\n", + "\n**Is there a slide describing the two key inductive biases—Locality and Translational Equivariance—and how they prevent the model from learning the global training density?**\nIf **no**, indicate whether the structural constraints that induce combinatorial creativity were omitted.\n", + "\n**2.6 Is there a slide explaining the \"Locally Consistent Patch Mosaic\" mechanism and how it allows mixing training patches at different scales?**\nIf **no**, specify if the mechanistic explanation of how novelty is generated is missing.\n", + "\n**Does the deck present the role of the \"Time-Dependent Locality Scale\" ($L_t$) and how it is calibrated?**\nIf **no**, specify if the explanation of the single hyperparameter governing the coarse-to-fine process is missing.\n", + "\n**Is there a slide summarizing the datasets used for quantitative validation (e.g., MNIST, FashionMNIST, CIFAR10, and CelebA)?**\nIf **no**, explain if the empirical setup section is missing.\n\n**Does the experimental section cover the \"Predictive Accuracy\" of the theory (e.g., achieving median $r^2$ values up to 0.96 for trained ResNets)?**\nIf **no**, indicate if the quantitative correlation between the theory and actual model outputs was omitted.\n", + "\n**Does the deck include visual evidence showing the visual similarity between theory-generated samples and actual diffusion model samples?**\nIf **no**, indicate if the qualitative comparison (e.g., side-by-side images) is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the difficulty in modeling non-local self-attention)?**\nIf **no**, describe the missing insights regarding the theory's current boundaries.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n\n**Is the description of the \"Ideal Score\" function accurate? (e.g., it acts as a global attractor that collapses noise to specific training points, leading to zero originality.)**\nIf **no**, specify the inaccurate descriptions of the memorization trap.\n", + "\n**Is the technical roadmap correctly presented as a \"Mechanistic Interpretation\" rather than a \"New Generative Architecture\"?**\nIf **no**, point out the deviation in understanding that the paper explains *why* existing models work rather than proposing a new model.\n", + "\n**Are the explanations for the \"ELS Machine\" consistent with the paper? (It maps image patches to the training set regardless of their absolute spatial location.)**\nIf **no**, explain the errors in defining translational equivariance.\n", + "\n**re the details of \"Boundary-Broken Equivariance\" accurate? (How zero-padding allows the model to use image edges as absolute coordinates to anchor generation.)**\nIf **no**, specifically point out errors in explaining the role of image borders.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's values? (e.g., median $r^2$ of 0.94-0.95 across different datasets for ResNets.)**\nIf **no**, list the specific discrepancies between the slide values and the paper.\n", + "\n**Does the deck accurately distinguish between \"ResNet\" behavior (purely local/equivariant) and \"UNet with Attention\" behavior?**\nIf **no**, explain where the limitations of the theory in predicting attention layers are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., pixel-wise $r^2$ correlation) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming the theory explains GANs or Autoregressive models instead of Diffusion models)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the concept of \"Incoherent Hallucinations\"? (i.e., local consistency without global semantic structure results in objects like \"three-armed people\".)**\nIf **no**, specify where the failure modes are misinterpreted.\n", + "\n**Is the \"Coarse-to-Fine\" transition correctly identified? (The theory predicts large-scale structures are formed at high noise levels and fine details at low noise levels.)**\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/generation_task/statistics.yaml b/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0efbe11ab6582e2626ca4ad35912e006cf10780c --- /dev/null +++ b/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4 +category: academia +input_metrics: + total_input_tokens: 23065 + generation_prompt_tokens: 2345 + materials_total_tokens: 20720 + material_count: 1 + pdf_total_pages: 37 + file_details: + - name: material.pdf + tokens: 20720 + pages: 37 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/material.pdf b/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d41cc65f79f9dac525fce688c79cf688342f04b2 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_An_analytic_theory_of_creativity_in_convolutional_diffusion_models_Oral_2b3ae4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e17acacd11cfee34352b3c58e199cc5682d7ac4e62fbf2826765136252745daa +size 13320271 diff --git a/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/111.py b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/111.py new file mode 100644 index 0000000000000000000000000000000000000000..8a05ff5b56e7dd83716094e3d60c494c6e27b702 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/111.py @@ -0,0 +1,137 @@ +import os +import re + +def process_markdown(): + base_dir = os.path.dirname(os.path.abspath(__file__)) + input_path = os.path.join(base_dir, 'generation_prompt.md') + output_path = os.path.join(base_dir, 'generation_prompt.md') + + # 1. 定义替换用的 header (替换 1. 之前的内容) + new_header = """You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate).""" + + # 2. 定义替换用的 ender (替换 2. 及其之后的内容) + new_ender = """## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above.""" + + try: + with open(input_path, 'r', encoding='utf-8') as f: + content = f.read() + + # 使用正则定位边界:匹配二级标题 1. 和 2. + # 匹配包含 "##" 且有 "1." 和 "Requirements" 的行 + start_pattern = re.compile(r"##.*1\..*Requirements.*", re.I) + # 匹配包含 "##" 且有 "2." 和 "Requirements" 的行 + end_pattern = re.compile(r"##.*2\..*Requirements.*", re.I) + + start_match = start_pattern.search(content) + end_match = end_pattern.search(content) + + if not start_match or not end_match: + print(f"匹配失败。起始点(1.): {'找到' if start_match else '未找到'}, 结束点(2.): {'找到' if end_match else '未找到'}") + return + + # 获取中间部分 (跳过 1. 的标题行本身) + middle_start = content.find('\n', start_match.end()) + 1 + middle_text = content[middle_start:end_match.start()] + + processed_lines = [] + for line in middle_text.splitlines(): + s = line.strip() + if not s: + processed_lines.append("") + continue + + # 改进的标题识别:数字点开头、关键词加冒号、加粗短行 + is_header = ( + re.match(r'^\d+\.', s) or + (s.startswith('**') and s.endswith('**') and len(s) < 60) + ) + + if is_header: + processed_lines.append(line) + processed_lines.append("") # 标题后增加一个换行 + else: + # 内容两次缩进 (8个空格) + processed_lines.append(" " + line) + + final_middle = "\n".join(processed_lines) + # 格式清理:确保不会出现三个以上的连续换行 + final_middle = re.sub(r'\n{3,}', '\n\n', final_middle) + + # 组合最终输出 + with open(output_path, 'w', encoding='utf-8') as f: + f.write(new_header + "\n\n" + final_middle + "\n\n" + new_ender) + + print(f"处理成功!结果已保存至: {output_path}") + + except Exception as e: + print(f"程序运行出错: {e}") + +if __name__ == "__main__": + process_markdown() \ No newline at end of file diff --git a/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/instructions.md b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..f59288550f02679ca8279ad4812c7e0f15e54d54 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/instructions.md @@ -0,0 +1,163 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Beyond Self-Repellent Kernels: History-Driven Target Towards Efficient Nonlinear MCMC on General Graphs + + Author Team: Jie Hu, Yi-Ting Ma, Do Young Eun + + Affiliation: North Carolina State University (NCSU) + + Conference: Proceedings of the 42nd International Conference on Machine Learning (ICML) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + MCMC on Graphs: Essential for network science and distributed optimization where only local neighbor information is accessible. + + Self-Repellent Random Walk (SRRW): A recent innovation that improves efficiency by prioritizing under-sampled states using visit frequencies. + + Critical Bottlenecks: + 1. High Computational Overhead: Requires calculating transition probabilities for all neighbors at every step. + 2. Incompatibility: Limited to time-reversible Markov chains, excluding advanced non-reversible methods. + +4. **Motivation & Problem Statement:** + + The Efficiency-Computation Trade-off: How to achieve the variance reduction of self-repellent methods while maintaining the lightweight nature of standard MCMC? + + Global vs. Local Information: Standard SRRW needs global-like neighbor scanning; we need a framework that works with just the current and proposed state. + +5. **Overview of the Proposed Method** + + Core Idea: Instead of modifying the transition kernel directly, we modify the target distribution into a History-Driven Target (HDT) $\tilde{\pi}_n$ that adaptively penalizes over-visited states. + + Key Contribution 1: HDT Framework. A "plug-and-play" wrapper compatible with any base sampler (MHRW, MTM, Non-reversible MCMC). + + Key Contribution 2: Low Computational Complexity. Complexity is $O(1)$ per step regarding neighbor count, matching standard MH algorithms. + + Key Contribution 3: Theoretical Guarantee. Proves that the empirical measure converges to the true target distribution $\pi$ almost surely. + +6. **Methodology: History-Driven Target (HDT)** + + Concept: Replace the static target $\pi$ with $\tilde{\pi}_n(j) = \pi(j) \cdot \exp(-\alpha \frac{n_j}{n})$, where $n_j$ is the number of visits to state $j$. + + Design Constraint: Include a visual comparison (refer to Figure 1) showing the difference between the SRRW kernel-based approach and the HDT target-based approach. + +7. **Key Algorithm: HDT-MCMC Wrapper** + + Algorithm Flow: + 1. Propose a state $j$ using the base chain's proposal $q(i, j)$. + 2. Calculate the acceptance ratio using the adaptive target $\tilde{\pi}_n$. + 3. Update visit counts and move. + + Advantages: No need to normalize over all neighbors; preserves the lightweight "local-only" property. + +8. **Non-Reversible Extension: HDT-MHDA** + + Metropolis-Hastings with Delayed Acceptance (MHDA): Integrating HDT with non-reversible flows to further accelerate mixing. + + Mechanism: Combining history-dependency with lifting techniques to suppress random-walk backtracking. + +9. **Experimental Setup** + + Testbeds: Synthetic grids, social networks (Whois), and autonomous system graphs (AS-733). + + Baselines: MHRW, Metropolis-Hastings with Delayed Acceptance (MHDA), Multiple-Try Metropolis (MTM), and SRRW. + + Metrics: Total Variation Distance (TVD) to target, Normalized Root Mean Square Error (NRMSE). + +10. **Experimental Results & Analysis** + + Efficiency Gains: HDT-MHRW achieves significantly lower TVD than base MHRW under the same computational budget. + + Convergence: Empirically matches SRRW's performance but with much higher throughput (samples per second). + + Design Constraint: Include a performance plot (refer to Figure 4 or 5) showing TVD vs. Number of Iterations across different graph types. + +11. **Visual Analysis & Ablation Studies** + + Impact of Scaling Factor $\alpha$: Shows how the strength of "self-repulsion" affects the speed of exploration vs. stability. + + Computational Speedup: HDT-MCMC shows near-constant step time regardless of node degree, unlike SRRW which scales linearly with degree. + +12. **Key Takeaways & Limitations** + + Takeaways: HDT offers a universal, lightweight way to make any MCMC "self-repellent" without breaking local information constraints. + + Limitations: Theoretical convergence is proven for discrete spaces; extension to continuous state spaces requires further investigation of the empirical measure density. + +13. **Conclusion** + + Summary: HDT-MCMC bridges the gap between high-efficiency nonlinear MCMC and practical, large-scale graph sampling. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/judge_prompt.json b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6115f5c6323691538691c9e2d3759e67d042ac8a --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: An Analytic Theory of Creativity in Convolutional Diffusion Models; Authors: Mason Kamb, Surya Ganguli; Conf: ICML 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the \"Theory-Experiment Gap\" in diffusion models, explaining why optimal score-matching theoretically leads to memorization instead of creativity?\nIf **no**, explain where the background on the \"Memorization Paradox\" is lacking.\n", + "\nDoes the slide deck clearly define the core concept of the \"Local Score (LS)\" and \"Equivariant Local Score (ELS)\" machines?\nIf **no**, describe the missing points in explaining these training-free analytic frameworks.\n", + "\nIs there a slide describing the two key inductive biases—Locality and Translational Equivariance—and how they prevent the model from learning the global training density?\nIf **no**, indicate whether the structural constraints that induce combinatorial creativity were omitted.\n", + "\nIs there a slide explaining the \"Locally Consistent Patch Mosaic\" mechanism and how it allows mixing training patches at different scales?\nIf **no**, specify if the mechanistic explanation of how novelty is generated is missing.\n", + "\nDoes the deck present the role of the \"Time-Dependent Locality Scale\" ($L_t$) and how it is calibrated?\nIf **no**, specify if the explanation of the single hyperparameter governing the coarse-to-fine process is missing.\n", + "\nIs there a slide summarizing the datasets used for quantitative validation (e.g., MNIST, FashionMNIST, CIFAR10, and CelebA)?\nIf **no**, explain if the empirical setup section is missing.\n", + "\nDoes the experimental section cover the \"Predictive Accuracy\" of the theory (e.g., achieving median $r^2$ values up to 0.96 for trained ResNets)?\nIf **no**, indicate if the quantitative correlation between the theory and actual model outputs was omitted.\n", + "\nDoes the deck include visual evidence showing the visual similarity between theory-generated samples and actual diffusion model samples?\nIf **no**, indicate if the qualitative comparison (e.g., side-by-side images) is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the difficulty in modeling non-local self-attention)?\nIf **no**, describe the missing insights regarding the theory's current boundaries.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Ideal Score\" function accurate? (e.g., it acts as a global attractor that collapses noise to specific training points, leading to zero originality.)\nIf **no**, specify the inaccurate descriptions of the memorization trap.\n", + "\nIs the technical roadmap correctly presented as a \"Mechanistic Interpretation\" rather than a \"New Generative Architecture\"?\nIf **no**, point out the deviation in understanding that the paper explains *why* existing models work rather than proposing a new model.\n", + "\nAre the explanations for the \"ELS Machine\" consistent with the paper? (It maps image patches to the training set regardless of their absolute spatial location.)\nIf **no**, explain the errors in defining translational equivariance.\n", + "\nAre the details of \"Boundary-Broken Equivariance\" accurate? (How zero-padding allows the model to use image edges as absolute coordinates to anchor generation.)\nIf **no**, specifically point out errors in explaining the role of image borders.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's values? (e.g., median $r^2$ of 0.94-0.95 across different datasets for ResNets.)\nIf **no**, list the specific discrepancies between the slide values and the paper.\n", + "\nDoes the deck accurately distinguish between \"ResNet\" behavior (purely local/equivariant) and \"UNet with Attention\" behavior?\nIf **no**, explain where the limitations of the theory in predicting attention layers are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., pixel-wise $r^2$ correlation) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the theory explains GANs or Autoregressive models instead of Diffusion models)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the concept of \"Incoherent Hallucinations\"? (i.e., local consistency without global semantic structure results in objects like \"three-armed people\".)\nIf **no**, specify where the failure modes are misinterpreted.\n", + "\nIs the \"Coarse-to-Fine\" transition correctly identified? (The theory predicts large-scale structures are formed at high noise levels and fine details at low noise levels.)\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/statistics.yaml b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4a7e0fc560b30620df0c7ec1c3fd27b36ec476f0 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19 +category: academia +input_metrics: + total_input_tokens: 19074 + generation_prompt_tokens: 2274 + materials_total_tokens: 16800 + material_count: 1 + pdf_total_pages: 30 + file_details: + - name: material.pdf + tokens: 16800 + pages: 30 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/material.pdf b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6032660c88094919360204fa04758e16a4020821 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Beyond_Self-Repellent_Kernels__History-Driven_Target_Towards_Efficient_Nonlinear_MCMC_on_General_Graphs_Oral_207f19/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:55118893a8c7da9a9f38aceeef437575a0752a44f793f9b031e91ed9bdd4749e +size 18354171 diff --git a/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/generation_task/instructions.md b/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..4fc7469fd07e8a3389dd6b971e1a8167b527740f --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/generation_task/instructions.md @@ -0,0 +1,166 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark + + Author Team: Yunzhuo Hao, Jiawei Gu, Huichen Will Wang, Linjie Li, Zhengyuan Yang, Lijuan Wang, Yu Cheng + + Affiliation: Microsoft, University of Illinois Urbana-Champaign, LinkedIn + + Conference: Proceedings of the 42nd International Conference on Machine Learning (ICML) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + The Multimodal Reasoning Gap: While MLLMs excel at text-dominant tasks, their ability to perform "organic" multimodal reasoning—where visual and textual information are deeply integrated—remains under-explored. + + Limitations of Existing Benchmarks: + 1. Text-Dominance: Many tasks can be solved using text alone. + 2. Shallow Visual Cues: Images often serve as simple illustrations rather than core reasoning components. + 3. Lack of Complexity: Insufficient multi-step reasoning across STEM domains. + +4. **Motivation & Problem Statement:** + + What is "Organic" Multimodal Reasoning? Reasoning that requires simultaneous processing of both modalities to reach a conclusion. + + Research Goal: To create a more rigorous test suite that evaluates MLLMs' ability to perform complex, multi-step reasoning in Mathematics, Physics, Chemistry, and Coding. + +5. **Overview of the Proposed Method** + + Core Idea: EMMA (Enhanced MultiModal reAsoning), a high-quality benchmark comprising 1,300+ problems specifically designed to be "multimodal-essential." + + Key Contribution 1: Diverse Domain Coverage. Spans Math, Physics, Chemistry, and Coding with a focus on real-world scientific problems. + + Key Contribution 2: Expert-Driven Annotation. Each problem is manually curated and verified by human experts to ensure reasoning depth. + + Key Contribution 3: Holistic Evaluation. Provides a granular analysis of model performance across different reasoning types (Logical, Spatial, Symbolic, etc.). + +6. **Methodology: Benchmark Construction** + + Data Sourcing: Selecting complex problems from academic competitions, textbooks, and professional certification exams. + + Multimodal Integration: Redesigning problems to ensure that the visual component (e.g., a chemical structure, a physics diagram, or a coding flowchart) is indispensable for the solution. + +7. **Key Algorithm: Evaluation Framework** + + Prompting Techniques: Testing models using standard Zero-shot, Few-shot, and Chain-of-Thought (CoT) prompting. + + Test-Time Compute Scaling: Evaluating if increasing computational resources (e.g., majority voting, beam search) improves reasoning outcomes on EMMA. + + Design Constraint: Include a visual example (refer to Figure 2) showing a sample problem where the text alone provides insufficient information to solve the task. + +8. **Dataset Statistics** + + Data Volume: 1,328 high-quality multimodal reasoning pairs. + + Subject Distribution: Mathematics (35%), Physics (25%), Chemistry (20%), Coding (20%). + + Reasoning Difficulty: Categorized into Easy, Medium, and Hard based on the number of reasoning steps required. + +9. **Experimental Setup** + + Models Evaluated: 12+ State-of-the-art MLLMs (Proprietary: GPT-4o, Claude-3.5-Sonnet, Gemini-1.5-Pro; Open-Source: LLaVA-v1.6, InternVL-2). + + Metric: Accuracy (Exact Match) for final answers and qualitative evaluation of CoT rationales. + +10. **Experimental Results & Analysis** + + Performance Gap: Even the strongest models (GPT-4o) achieve significantly lower accuracy on EMMA (approx. 40-50%) compared to traditional benchmarks. + + CoT Effectiveness: Chain-of-Thought provides modest gains but often leads to "hallucinated reasoning" where the model follows a logical path but misinterprets the visual evidence. + + Design Constraint: Include a comparison bar chart (refer to Table 2) showing the performance of different models across the four STEM domains. + +11. **Visual Analysis & Error Studies** + + Common Failure Modes: + 1. Misinterpretation of symbols/diagrams. + 2. Inability to map textual constraints to spatial visual layouts. + 3. Logical "jumps" that ignore visual cues. + + Domain-Specific Insights: Coding and Physics show the highest failure rates due to complex spatial-logical mapping requirements. + +12. **Key Takeaways & Limitations** + + Takeaways: EMMA proves that current MLLMs are still "text-first" learners; true organic multimodal reasoning remains a significant challenge. + + Limitations: The benchmark is currently focused on static images; future versions could include video or interactive environments. + +13. **Conclusion** + + Summary: EMMA provides a rigorous new standard for evaluating the next generation of multimodal reasoning models. + + Future Work: Developing more integrated multimodal architectures that process pixels and tokens in a more unified latent space. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/generation_task/judge_prompt.json b/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ab8628895d3111b8921bc779a61abde2bf9c39bf --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark; Conf: ICML 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide explaining the concept of \"Organic Multimodal Reasoning\"?\nIf **no**, explain where the definition of integrated visual-textual reasoning is lacking.\n", + "\nDoes the slide deck clearly define why existing benchmarks fail to assess true multimodal reasoning?\nIf **no**, describe the missing points regarding text-dominance and shallow visual cues.\n", + "\nIs there a slide describing the four domains covered by EMMA (Math, Physics, Chemistry, Coding)?\nIf **no**, indicate whether the subject scope of the benchmark was omitted.\n", + "\nIs there a slide presenting a visual example of an EMMA task that requires cross-modal integration?\nIf **no**, specify if the evidence for \"multimodal-essential\" design is missing.\n", + "\nDoes the deck present the data collection and expert-led verification process?\nIf **no**, specify if the rigorous quality control of the benchmark is missing.\n", + "\nIs there a slide summarizing the models evaluated (e.g., GPT-4o, Claude-3.5, InternVL-2)?\nIf **no**, explain if the experimental scope section is missing.\n", + "\nDoes the experimental section cover the impact of Chain-of-Thought (CoT) on EMMA performance?\nIf **no**, indicate if the analysis of reasoning techniques was omitted.\n", + "\nDoes the deck include results regarding \"Test-Time Scaling\"?\nIf **no**, indicate if the investigation into whether more compute helps solve EMMA is missing.\n", + "\nIs there a slide summarizing common failure modes and \"Key Takeaways\"?\nIf **no**, describe the missing insights into model limitations.\n", + "\nIs there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\nDoes the last slide serve as a conclusion and is it clear and concise?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of EMMA's uniqueness accurate? (It focuses on tasks where images are indispensable for reasoning.)\nIf **no**, specify the inaccurate descriptions of the benchmark's purpose.\n", + "\nIs the total number of problems correctly identified? (Approx. 1,328 examples.)\nIf **no**, point out the deviation in dataset statistics.\n", + "\nAre the explanations for \"Text-Dominant\" vs. \"Organic\" reasoning consistent with the paper?\nIf **no**, explain the errors in conceptual definitions.\n", + "\nAre the details of the \"Expert-Driven Annotation\" accurate?\nIf **no**, specifically point out errors in the data curation description.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., GPT-4o being the top performer but still struggling significantly.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Perception errors\" and \"Reasoning errors\" in the error analysis section?\nIf **no**, explain where these types of failures are confused.\n", + "\nAre the definitions of evaluation metrics (Exact Match Accuracy) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming MLLMs have reached human parity on EMMA)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's struggle with \"Spatial-Logical Mapping\"?\nIf **no**, specify where the model's cross-modal weaknesses are misinterpreted.\n", + "\nIs the base performance comparison across different subjects (e.g., Math vs. Coding) correctly identified?\nIf **no**, provide the incorrect domain-specific details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/generation_task/statistics.yaml b/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8f7c22027219caf5f14328bf1f459bbaf691a920 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c +category: academia +input_metrics: + total_input_tokens: 28612 + generation_prompt_tokens: 2292 + materials_total_tokens: 26320 + material_count: 1 + pdf_total_pages: 47 + file_details: + - name: material.pdf + tokens: 26320 + pages: 47 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/material.pdf b/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..258929de90e507fbc3f42eb2aa90a03585c384a5 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Can_MLLMs_Reason_in_Multimodality__EMMA__An_Enhanced_MultiModal_ReAsoning_Benchmark_Oral_72c07c/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c904d6272c272eb72acc5641ea3e56b2ed672a1c4641feb052fc628ad5b2705b +size 12315762 diff --git a/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/generation_task/instructions.md b/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..495f1ebcf7654aab01df8f1f2507efde837b4d42 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/generation_task/instructions.md @@ -0,0 +1,161 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Emergence in Non-Neural Models: Grokking Modular Arithmetic via Average Gradient Outer Product + + Author Team: Neil Mallinar, Daniel Beaglehole, Libin Zhu, Adityanarayanan Radhakrishnan, Parthe Pandit, Mikhail Belkin + + Affiliation: University of California, San Diego (UCSD); Harvard University + + Conference: Proceedings of the 42nd International Conference on Machine Learning (ICML) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + Grokking: A phenomenon in neural networks where test accuracy suddenly jumps to 100% long after training accuracy has saturated. + + Emergence Myth: Often viewed as a unique property of deep neural networks or gradient descent optimization. + + Research Objective: To demonstrate that grokking can occur in non-neural, kernel-based models and is driven by feature learning through Average Gradient Outer Product (AGOP). + +4. **Motivation & Problem Statement:** + + Is Grokking Neural-Specific? Most literature links grokking to specific neural architectures (e.g., Transformers) or SGD dynamics. + + The Missing Link: Can we replicate this "emergent" behavior in classical kernel machines using structured feature learning? + +5. **Overview of the Proposed Method** + + Core Idea: Recursive Feature Machines (RFM). An iterative kernel algorithm that uses AGOP to perform task-specific feature learning without backpropagation. + + Key Contribution 1: Non-Neural Grokking. Proves that kernel machines exhibit grokking in modular arithmetic tasks. + + Key Contribution 2: Unified Mechanism. Shows that both neural networks and RFMs learn the same block-circulant feature transformations. + + Key Contribution 3: Algorithm Implementation. Links grokking to the "Fourier Multiplication" algorithm, providing a mechanistic view of how modular math is solved. + +6. **Methodology: AGOP and RFM** + + Average Gradient Outer Product (AGOP): A method to capture the importance of input features by averaging the outer product of model gradients. + + Recursive Feature Machine (RFM): An iterative process where the kernel is modified in each step using AGOP to focus on relevant feature subspaces. + +7. **Key Discovery: Fourier Multiplication Algorithm** + + Mechanism: The model learns to transform inputs into a Fourier basis where modular addition becomes a simple phase rotation. + + Feature Visualization: AGOP-learned features reveal circulant structures that align perfectly with the theoretical Fourier algorithm. + + Design Constraint: Include a visualization (refer to Figure 5) showing the block-circulant structure of the learned feature matrix. + +8. **Experimental Setup** + + Tasks: Modular Addition ($x + y \pmod p$) and Modular Multiplication ($x \cdot y \pmod p$). + + Models: One-hidden layer MLPs (Quadratic/ReLU activations) and Kernel-RFMs with Mahalanobis Gaussian kernels. + +9. **Experimental Results & Analysis** + + The Grokking Transition: In RFMs, as the training data fraction increases or iterations proceed, test accuracy shows a sharp phase transition from 0% to 100%. + + AGOP Alignment: Test accuracy jumps precisely when the model's feature matrix aligns with the task's circulant structure. + + Design Constraint: Include a dual-axis plot (refer to Figure 1) showing the relationship between Test Accuracy, Test Loss, and AGOP Alignment. + +10. **Regularization and Emergence** + + Weight Decay vs. AGOP: Both neural networks and kernel models require regularization (or iterative refinement) to trigger grokking. + + Efficiency: Random circulant features can significantly speed up the generalization process in neural networks. + +11. **Visual Analysis & Alignment Studies** + + Task-Specific Kernels: The Mahalanobis kernel learned via RFM effectively "warps" the input space to make modular patterns linearly separable. + + Correlation: High AGOP alignment is a necessary precursor to the sudden jump in test accuracy. + +12. **Key Takeaways & Limitations** + + Takeaways: Grokking is not a "mysterious" neural property but a general result of feature learning in the presence of structured data. + + Limitations: Currently focused on algorithmic/mathematical tasks; extension to natural language "emergence" remains a future challenge. + +13. **Conclusion** + + Summary: RFM provides a simpler, non-neural lens to study emergence and grokking through the framework of kernel feature learning. + + Future Work: Applying AGOP-based feature learning to explain emergence in larger-scale Transformer models. + + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/generation_task/judge_prompt.json b/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a0dd34293b486445f6f2d199110f01ad6d9b98c9 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Emergence in Non-Neural Models: Grokking Modular Arithmetic via Average Gradient Outer Product; Conf: ICML 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide defining \"Grokking\" and the concept of \"Emergence\"?\nIf **no**, explain where the background on phase transitions in machine learning is lacking.\n", + "\nDoes the slide deck clearly define Recursive Feature Machines (RFM) and Average Gradient Outer Product (AGOP)?\nIf **no**, describe the missing points in explaining the core iterative kernel algorithm.\n", + "\nIs there a slide describing why this work challenges the \"Neural-only\" view of grokking?\nIf **no**, indicate whether the motivation to explore non-neural emergence was omitted.\n", + "\nIs there a slide explaining the \"Fourier Multiplication\" algorithm as the learned mechanism?\nIf **no**, specify if the link between learned features and modular arithmetic theory is missing.\n", + "\nDoes the deck present the visualization of \"Block-Circulant\" feature matrices?\nIf **no**, specify if the visual evidence of structured feature learning is missing.\n", + "\nIs there a slide summarizing the modular arithmetic tasks (Addition/Multiplication) and prime $p$ values used?\nIf **no**, explain if the experimental setting section is missing.\n", + "\nDoes the experimental section cover the \"AGOP Alignment\" metric?\nIf **no**, indicate if the quantitative measure of feature learning progress was omitted.\n", + "\nDoes the deck include accuracy plots showing the sharp \"Phase Transition\" in RFMs?\nIf **no**, indicate if the primary evidence of non-neural grokking is missing.\n", + "\nIs there a slide summarizing \"Key Takeaways\" and the role of regularization (Weight Decay)?\nIf **no**, describe the missing insights into what triggers the grokking transition.\n", + "\nIs there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\nDoes the last slide serve as a conclusion and is it clear and concise?\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the definition of AGOP accurate? (It captures task-specific features by averaging the outer product of input gradients.)\nIf **no**, specify the inaccurate descriptions of the feature learning mechanism.\n", + "\nIs the technical roadmap correctly presented as showing that Grokking is *not* exclusive to neural networks?\nIf **no**, point out the deviation in understanding the paper's main thesis.\n", + "\nAre the explanations for \"Fourier Multiplication\" consistent with the paper? (Transforming modular tasks into phase rotations.)\nIf **no**, explain the errors in describing the learned algorithmic logic.\n", + "\nAre the details of the \"Mahalanobis Gaussian Kernel\" accurate in the context of RFM?\nIf **no**, specifically point out errors in the kernel machine implementation.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's figures? (e.g., test accuracy jumping from 0 to 1 after a specific training fraction.)\nIf **no**, list the specific discrepancies between the slide values and the paper.\n", + "\nDoes the deck accurately distinguish between \"Training Accuracy\" and \"Test Accuracy\" during the grokking period?\nIf **no**, explain where the temporal gap between the two is confused.\n", + "\nAre the definitions of \"Block-Circulant\" features consistent with the mathematical findings in the paper?\nIf **no**, point out errors in feature structure interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming RFM outperforms GPT-4 on logic tasks)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the transition of \"AGOP Alignment\" before the accuracy jump?\nIf **no**, specify where the lead-lag relationship between feature learning and accuracy is misinterpreted.\n", + "\nIs the role of \"Iterations\" in RFM correctly identified as analogous to \"Epochs\" in neural network training?\nIf **no**, provide the incorrect technical mapping found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/generation_task/statistics.yaml b/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ea4e82922d02ec7dbfc01422c1b4dd80f233f8c6 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e +category: academia +input_metrics: + total_input_tokens: 15067 + generation_prompt_tokens: 2187 + materials_total_tokens: 12880 + material_count: 1 + pdf_total_pages: 23 + file_details: + - name: material.pdf + tokens: 12880 + pages: 23 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/material.pdf b/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1b2e95f120340773c56d7190c0c72f162437bf78 --- /dev/null +++ b/academia/ICML_2025/ICML_2025_Emergence_in_non-neural_models__grokking_modular_arithmetic_via_average_gradient_outer_product_Oral_50041e/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ae9abfc59707f3be2c7ab6ee14f002150b29611e7de9eac9945b14bde1f25310 +size 4199761 diff --git a/academia/NBER_conferences/1/generation_task/instructions.md b/academia/NBER_conferences/1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..bca16967df161d12c11ed1ae933f6914f26a7116 --- /dev/null +++ b/academia/NBER_conferences/1/generation_task/instructions.md @@ -0,0 +1,166 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + +Paper Title: Inefficiencies in the Securities Lending Market + +Author Team: Kent Daniel, Alexander Klos, Simon Rottke + +Affiliation: Columbia Business School; Kiel University; University of Amsterdam + +Date: October 2025 (Preliminary Version) + +2.**Outline / Agenda** + +3.**Introduction / Background** + +Securities Lending Market: A critical infrastructure for short-selling, enabling price discovery and market liquidity. + +The Paradox: Despite a general decline in overall trading frictions, the costs associated with borrowing "hard-to-borrow" (HTB) securities have increased significantly over the last few decades. + +Key Findings: The market efficiency for HTB stocks has declined, resulting in massive mispricing and social costs exceeding $300 million per day since 2020. + +4.**Problem Statement & Market Frictions:** + +Rising Borrow Costs: Fees for borrowing shorted stocks have tripled since 2004, even as commission and bid-ask spreads fell. + +Lack of Competition: The intermediation chain (prime brokers) captures significant rents due to a non-competitive, opaque market structure. + +Institutional Exit: Growing and rational unwillingness among institutional investors to hold and lend HTB stocks, fearing price drops and "over-shorted" risks. + +Design Constraint: Include a visual representation (refer to Figure 1) showing the time-series of average borrow fees vs. overall market trading costs. + +5.**Overview of the Proposed Methodology** + +Core Idea: A portfolio-based approach to measure the relationship between borrow costs, short interest, and subsequent stock returns (mispricing). + +Key Contribution 1: Comprehensive Data Integration. Combining S&P Global (IHS Markit) lending data with SEC N-PORT and N-CEN filings for granular analysis. + +Key Contribution 2: Intermediation Chain Analysis. Quantifying the "spread" between what lenders receive and what borrowers pay. + +Key Contribution 3: Quantifying Mispricing. Demonstrating that high-borrow-cost portfolios consistently underperform, yet short-selling remains unprofitable due to fees. + +6.**Methodology: Data Sources & Filters** + +Lending Data: Security-level indicative fees, quantity on loan, and utilization rates from 2004 to 2024. + +Institutional Holdings: SEC Form N-PORT data used to verify real-time holdings and lending activity of mutual funds and ETFs. + +Sample Selection: Focus on US common stocks on major exchanges (NYSE, AMEX, NASDAQ) with strict data quality filters (refer to Appendix A). + +7.**Key Phenomenon: The "Shorting Barrier"** + +The Fee-Return Link: Portfolios with the highest borrow costs exhibit the most severe overpricing. + +Profitability Wedge: While these stocks drop in price, the high borrow fees (often >20%) consume all potential alpha for short-sellers. + +Design Constraint: Include a diagram (refer to Figure 3) showing the "Wedge" between gross returns and net returns (after-fee) for HTB portfolios. + +8.**The Intermediation Spread** + +Prime Broker Rent: Evidence that prime brokers maintain high spreads in the HTB segment, even when the underlying "rebate rate" for lenders is low. + +Search Frictions: The "over-the-counter" (OTC) nature of the market prevents transparent price discovery, benefiting intermediaries over investors. + +9.**Institutional Disincentives to Lend** + +The "Lender's Dilemma": If a stock is in high demand for shorting, it is likely to have poor future returns. Rational long-only institutions sell the stock instead of lending it. + +Supply Shrinkage: As sophisticated institutions exit HTB names, the supply of lendable shares drops, further driving up fees and inefficiency. + +10.**Case Study: The Post-2020 "Meme Stock" Era** + +Scale of Inefficiency: Post-2020, the mispricing associated with shorting frictions spiked to record levels. + +Economic Impact: Estimated mispricing costs (Social Cost) reached $300M/day, driven by retail-led short squeezes and extreme HTB fees. + +11.**Experimental Results: Long-Short Portfolio Performance** + +The HTB Factor: A portfolio long on low-borrow-cost stocks and short on high-borrow-cost stocks yields significant abnormal returns. + +Risk-Adjusted Alpha: These returns persist even after controlling for Fama-French factors, suggesting a pure "friction-driven" mispricing. + +12.**Key Takeaways & Policy Implications** + +Takeaways: The securities lending market is broken in the HTB segment; costs are rising due to lack of competition and structural opacity. + +Policy Needs: Requirement for centralized clearing or transparent exchange-based lending to reduce intermediary rents and improve market efficiency. + +13.**Conclusion** + +Summary: Inefficiencies in securities lending create a significant barrier to price discovery, harming overall market health. + +Future Outlook: Technological shifts (e.g., blockchain or centralized platforms) may be necessary to resolve the current intermediation crisis. + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/1/generation_task/judge_prompt.json b/academia/NBER_conferences/1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..03cdf4c98a1d698b93d708360846332dd580d7b6 --- /dev/null +++ b/academia/NBER_conferences/1/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and affiliations (Columbia/Kiel/Amsterdam)?\nIf **no**, describe what is missing from the first slide.\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the paradox of rising borrow costs vs. falling trading frictions?\nIf **no**, explain where the core motivation is lacking.\n", + "\nDoes the slide deck clearly define \"Hard-to-Borrow\" (HTB) securities?\nIf **no**, describe the missing points in defining the subject of the study.\n", + "\nIs there a slide explaining the SEC N-PORT and N-CEN data integration?\nIf **no**, indicate whether the regulatory data foundation was omitted.\n", + "\nIs there a slide describing the \"Intermediation Spread\" captured by prime brokers?\nIf **no**, specify if the analysis of the lending chain is missing.\n", + "\nDoes the deck present the estimated social cost of $300M/day since 2020?\nIf **no**, specify if this key quantitative impact is missing.\n", + "\nIs there a slide summarizing why institutional investors are unwilling to lend HTB stocks?\nIf **no**, explain if the \"lender's dilemma\" section is missing.\n", + "\nDoes the experimental section cover the performance of the long-short portfolio based on borrow fees?\nIf **no**, indicate if the evidence of mispricing was omitted.\n", + "\nDoes the deck include visual results showing the \"Wedge\" between gross and net shorting returns?\nIf **no**, indicate if visual proof of unprofitable shorting is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and policy recommendations (e.g., centralized clearing)?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the post-2020 \"Meme Stock\" era impact on market efficiency?\nIf **no**, specify if the recent market dynamics were omitted.\n", + "\nIs there a concluding slide emphasizing the need for transparency in the OTC lending market?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Securities Lending\" accurate? (e.g., lending shares to short-sellers.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the relationship between high borrow fees and stock overpricing correctly presented?\nIf **no**, point out where the direction of causality might be confused.\n", + "\nAre the explanations for \"Rebate Rates\" and \"Indicative Fees\" consistent with the paper?\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of the SEC data filters (e.g., average monthly assets) accurate based on the appendix?\nIf **no**, specifically point out errors in the data cleaning logic.\n", + "\nDoes the performance data/results match the paper's findings (e.g., borrow costs tripling since 2004)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that short-selling HTB stocks is often *unprofitable* despite price drops?\nIf **no**, explain where the profitability analysis is confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Fama-French Alphas) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the SEC has already fixed this problem)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the lack of competition in the intermediation chain?\nIf **no**, specify the slides where the market structure is misinterpreted.\n", + "\nIs the core technical focus (Market Inefficiency in Lending) and the specific date (Oct 2025) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/1/generation_task/statistics.yaml b/academia/NBER_conferences/1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94df96b33802176ee65dc8985d5b6036fc1b68bf --- /dev/null +++ b/academia/NBER_conferences/1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/1 +category: academia +input_metrics: + total_input_tokens: 36407 + generation_prompt_tokens: 2247 + materials_total_tokens: 34160 + material_count: 1 + pdf_total_pages: 61 + file_details: + - name: material.pdf + tokens: 34160 + pages: 61 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/1/material.pdf b/academia/NBER_conferences/1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7e303182dfba98a5aa77a1457134303ef57254ba --- /dev/null +++ b/academia/NBER_conferences/1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab7c210fb8aa9afcd9bd0d15482b95a6bb558009c21ed82465160c9b6396b053 +size 2949136 diff --git a/academia/NBER_conferences/10/generation_task/instructions.md b/academia/NBER_conferences/10/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..77d1b40c9bec7b69671b8386f144baa0977829fb --- /dev/null +++ b/academia/NBER_conferences/10/generation_task/instructions.md @@ -0,0 +1,167 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1.**Title Slide** + +Paper Title: Unveiling the Patent Landscape of Biologic Drugs + +Author Team: Michael D. Frakes & Melissa F. Wasserman + +Affiliation: Duke University School of Law; University of Texas at Austin School of Law + +Date: 2026 (Forthcoming in Northwestern University Law Review) + +2.**Outline / Agenda** + +3.**Introduction / Background** + +The Biologics Crisis: Biologics represent only 2% of U.S. prescriptions but account for nearly 50% of net drug spending. + +Information Gap: Unlike small-molecule drugs (Orange Book), there has been no comprehensive, public database for biologic patents (Purple Book limitations). + +The Mission: Building the first comprehensive patent database for all 515 FDA-approved biologics to inform policy. + +4.**Problem Statement & Research Questions:** + +Lack of Transparency: Policymakers are "flying blind" when proposing reforms to biologics patenting. + +Patent Thicketing: Do biologic manufacturers build "walls" of hundreds of patents to block biosimilars? + +Evergreening: Are firms using secondary patents to extend monopolies far beyond the original innovation? + + + +5.**Overview of the Proposed Methodology** + +Core Idea: Systematic data mining of FDA and USPTO records to link over 11,500 patents to specific biologic products. + +Key Contribution 1: The Biologics Patent Database. A novel dataset covering every biologic approved by the FDA since the 1980s. + +Key Contribution 2: Comparative Analysis. Quantifying how biologic patenting differs from small-molecule (Orange Book) drugs. + +Key Contribution 3: Policy Simulation. Evaluating the empirical impact of proposed legislative reforms on existing patent thickets. + +6.**The Data Landscape: Building the Database** + +Scope: 515 approved biologics; 11,500+ associated patents. + +Sources: Merging FDA Purple Book data, BPCIA "Patent Dance" disclosures, and USPTO patent family trees. + +Validation: Cross-referencing SEC filings and litigation records to ensure completeness. + +7.**Key Findings: The Patent Thicket Phenomenon** + +Intensity: Biologics have significantly more patents per drug than small molecules. + +Concentration: Top-selling biologics (e.g., Humira) are protected by "thickets" of over 100 patents, many filed late in the drug's lifecycle. + + + +8.**Finding: The Prevalence of "Evergreening"** + +Secondary Patents: High frequency of patents covering manufacturing processes, formulations, and new indications rather than the core protein. + +Timing: Evidence that "thicket" patents are often granted shortly before the primary patent expires, extending the effective monopoly. + +9.**The "Patent Dance" and Market Entry Delay** + +Legal Friction: The BPCIA framework (Biologics Price Competition and Innovation Act) allows for complex litigation that delays biosimilar entry. + +Impact: Biosimilars face significantly longer delays compared to generic entry in the small-molecule market. + +10.**Policy Evaluation: Terminal Disclaimer Reform** + +Simulating Reform: How would the USPTO's proposed rule on terminal disclaimers affect biologic thickets? + +Result: A substantial portion of biologic patent thickets rely on "obviousness-type double patenting," making them vulnerable to this specific reform. + +11.**Policy Evaluation: Limitation on Secondary Patents** + +Targeting Quality: Evaluating proposals to limit patents on manufacturing processes or "evergreened" formulations. + +Outcome: These reforms would disproportionately affect biologics, potentially accelerating biosimilar entry by several years. + +12.**Key Takeaways & Policy Implications** + +Takeaways: Biologics patenting is structurally more aggressive than small-molecule patenting. + +Policy Lesson: Transparency is the first step; a mandatory, comprehensive "Biologic Orange Book" is essential for competitive markets. + +13.**Conclusion** + +Summary: This database provides the empirical foundation needed to move from anecdotal concerns to evidence-based pharmaceutical policy. + +Future Outlook: Balancing the incentive for breakthrough innovation with the need for affordable, life-saving biologics. + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/10/generation_task/judge_prompt.json b/academia/NBER_conferences/10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2ea958a8deaf43f49f92f70f5f135034d80c7848 --- /dev/null +++ b/academia/NBER_conferences/10/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the affiliations (Duke Law/UT Austin Law)?\nIf **no**, describe what is missing from the first slide (Title: Unveiling the Patent Landscape of Biologic Drugs).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the \"Information Gap\" between the Orange Book and biologics?\nIf **no**, explain where the motivation for creating the database is lacking.\n", + "\nDoes the slide deck clearly define the difference between \"Small-molecule\" and \"Biologic\" drugs in terms of complexity?\nIf **no**, describe the missing points in explaining the technical background.\n", + "\nIs there a slide describing the creation of the database (515 biologics, 11,500+ patents)?\nIf **no**, indicate whether the primary contribution of the paper was omitted.\n", + "\nIs there a slide explaining the concept and evidence of \"Patent Thicketing\"?\nIf **no**, specify if the central empirical finding is missing.\n", + "\nDoes the deck present the findings regarding \"Evergreening\" and secondary patents?\nIf **no**, specify if the analysis of monopoly extension is missing.\n", + "\nIs there a slide summarizing the BPCIA \"Patent Dance\" and its role in delaying competition?\nIf **no**, explain if the legal framework section is missing.\n", + "\nDoes the experimental section cover the simulation of policy reforms (e.g., Terminal Disclaimers)?\nIf **no**, indicate if the forward-looking policy analysis was omitted.\n", + "\nDoes the deck include visual results comparing patent counts between biologics and small molecules?\nIf **no**, indicate if the visual evidence is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" for pharmaceutical competition policy?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the limitations, such as the focus on U.S. patents vs. global landscapes?\nIf **no**, specify if the scope constraints were omitted.\n", + "\nIs there a concluding slide emphasizing the need for a \"Biologic Orange Book\"?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Biologics\" and \"Biosimilars\" accurate?\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the relationship between \"Patent Thickets\" and \"Drug Prices\" correctly presented?\nIf **no**, point out where the direction of the effect might be confused.\n", + "\nAre the explanations for \"Secondary Patents\" (manufacturing, formulation) consistent with the paper?\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of the database construction (e.g., sources used like SEC filings) accurate?\nIf **no**, specifically point out errors in the methodology description.\n", + "\nDoes the performance data in \"Results\" match the paper's findings (e.g., biologics having more patents than small molecules)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that biologics account for ~50% of drug spending?\nIf **no**, explain where the market statistics are confused.\n", + "\nAre the definitions of legal terms (e.g., Terminal Disclaimer, Obviousness-type Double Patenting) consistent with the paper?\nIf **no**, point out errors in interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming a specific drug's patent was overturned)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the timing of patent filings in the drug lifecycle?\nIf **no**, specify the slides where the temporal data is misinterpreted.\n", + "\nIs the core technical focus (Biologic Patent Landscape) and the specific date (2026) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/10/generation_task/statistics.yaml b/academia/NBER_conferences/10/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..59096ee41e9c3476982de996ce27590b98eb4bd7 --- /dev/null +++ b/academia/NBER_conferences/10/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/10 +category: academia +input_metrics: + total_input_tokens: 35105 + generation_prompt_tokens: 2065 + materials_total_tokens: 33040 + material_count: 1 + pdf_total_pages: 59 + file_details: + - name: material.pdf + tokens: 33040 + pages: 59 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/10/material.pdf b/academia/NBER_conferences/10/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..129c64a86300266f29a0a2a77e266f358a289053 --- /dev/null +++ b/academia/NBER_conferences/10/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:82ed1558e085fbfb417999ae4efdf883d8f1def6ea674fe035c746848e43d3c1 +size 921423 diff --git a/academia/NBER_conferences/2/generation_task/instructions.md b/academia/NBER_conferences/2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..009290e46909e40fede53064272491b1f13dec49 --- /dev/null +++ b/academia/NBER_conferences/2/generation_task/instructions.md @@ -0,0 +1,167 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + +Paper Title: Carbon Pricing and Investment + +Author Team: James R. Brown, Gustav Martinsson, Per Strömberg, Christian Thomann + +Affiliation: Texas A&M University; Stockholm University; Stockholm School of Economics; KTH Royal Institute of Technology + +Date: September 29, 2025 (Latest Version) + +2.**Outline / Agenda** + +3.**Introduction / Background** + +Climate Policy Goal: Reducing CO2 emissions through market-based mechanisms, primarily carbon pricing (taxes and ETS). + +The Theoretical Debate: Does carbon pricing drain firm resources (reducing investment) or incentivize a shift toward green technology (increasing investment)? + +Study Context: Analyzing the Swedish manufacturing sector, which has one of the world's highest and most sophisticated carbon pricing regimes. + +4.**Problem Statement & Research Gap:** + +Uncertain Investment Response: Lack of empirical evidence on how real-world firm-level investment reacts to high carbon prices. + +Data Limitations: Previous studies often used industry-level data; this study uses unique, firm-specific carbon cost data over two decades. + +The "Green Transition" Path: It is unclear if carbon pricing specifically drives "abatement-focused" investment or general capital expenditure. + +Design Constraint: Include a visual timeline showing the evolution of Swedish carbon tax rates and the EU ETS price (refer to Figure 1/Background). + +5.**Overview of the Proposed Methodology** + +Core Idea: Using a "Difference-in-Differences" (DiD) and fixed-effects approach to link firm-level carbon costs directly to capital investment and R&D. + +Key Contribution 1: Unique Dataset. Merging firm-level CO2 emissions, carbon tax payments, and detailed investment data from Sweden. + +Key Contribution 2: Identification of "Green" Investment. Distinguishing between general CAPEX, abatement-specific investment, and green R&D. + +Key Contribution 3: Financial Constraints Analysis. Investigating how a firm's balance sheet (cash flow, debt) affects its ability to respond to carbon pricing. + +6.**Methodology: Data Sources & Variables** + +Sample: Swedish manufacturing firms (NACE 1000-3300) from 2010 to 2019. + +Main Variable (Carbon Price): The firm-specific marginal cost of emitting one ton of CO2, accounting for tax exemptions and ETS allocations. + +Dependent Variables: Total investment/sales, abatement investment, and green R&D expenditures. + +7.**Key Phenomenon: The Positive Investment Link** + +The "Brown to Green" Shift: Contrary to the "resource drain" hypothesis, carbon pricing is positively associated with increased investment in carbon-intensive firms. + +Elasticity: A 10% increase in the carbon price leads to a ~2% increase in total investment spending for high-emission firms. + +Design Constraint: Include a regression coefficient plot (refer to Figure 2) showing the impact of carbon price on different investment categories. + +8.**Focus on Abatement & Green R&D** + +Abatement Investment: High-emission firms specifically increase spending on technologies designed to reduce CO2 (e.g., carbon capture, energy efficiency). + +Innovation Signal: Carbon pricing acts as a signal for firms to reallocate R&D budgets toward "Green R&D" projects to ensure long-term viability. + +9.**Mechanism: Financial Friction & Response** + +Role of Cash Flow: Firms with higher internal cash flows and stronger balance sheets show a more robust investment response to carbon pricing. + +The "Credit Constraint" Barrier: Financially constrained firms struggle to make the necessary green investments even when carbon prices are high. + +10.**The "Energy-Intensive" Sector Analysis** + +Concentrated Impact: The investment response is strongest in the most carbon-intensive deciles (e.g., steel, cement, chemicals). + +Competitiveness: Despite higher costs, these firms invest more to lower their carbon footprint and maintain a competitive edge in a low-carbon economy. + +11.**Experimental Results: Robustness Checks** + +Policy Shifts: Analyzing the 2015 Swedish tax reform (elimination of exemptions) as a natural experiment. + +Placebo Tests: Verifying that the investment response is specifically tied to CO2-intensive assets rather than general market trends. + +12.**Key Takeaways & Policy Implications** + +Takeaways: High carbon pricing (>$100/ton) is a powerful catalyst for industrial transformation; "brown" firms are the primary drivers of green CAPEX. + +Policy Needs: Carbon pricing must be accompanied by supportive financial environments to ensure constrained firms can afford the transition. + +13.**Conclusion** + +Summary: Carbon pricing does not kill investment; it reshapes it toward a sustainable, low-carbon industrial future. + +Future Outlook: Implications for global climate policy and the design of Carbon Border Adjustment Mechanisms (CBAM). + + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/2/generation_task/judge_prompt.json b/academia/NBER_conferences/2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6516ecb9a7cb4e5daf091a118f63bb44e5f42317 --- /dev/null +++ b/academia/NBER_conferences/2/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the Open2C collective affiliation?\nIf **no**, describe what is missing from the first slide (Title: Pairtools: From sequencing data to chromosome contacts; Journal: PLoS Computational Biology 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of 3D genomics and Hi-C technology?\nIf **no**, explain where the biological context is lacking.\n", + "\nDoes the slide deck clearly define the modularity of pairtools (e.g., parse, sort, flip, select, dedup)?\nIf **no**, describe the missing points in explaining the software architecture.\n", + "\nIs there a slide explaining the specific \".pairs\" file format and its importance?\nIf **no**, indicate whether the data standardization section was omitted.\n", + "\nIs there a slide describing how the tool handles \"chimeric reads\" or multi-point ligations?\nIf **no**, specify if the core algorithmic innovation is missing.\n", + "\nDoes the deck present the performance benchmarks (e.g., speed and scalability)?\nIf **no**, specify if the quantitative evaluation is missing.\n", + "\nIs there a slide summarizing the integration with \"Cooler\" and other downstream tools?\nIf **no**, explain if the ecosystem compatibility section is missing.\n", + "\nDoes the experimental section cover various applications (e.g., standard Hi-C, single-cell Hi-C)?\nIf **no**, indicate if the use-case diversity was omitted.\n", + "\nDoes the deck include visual results or diagrams showing the processing workflow?\nIf **no**, indicate if the visual overview is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" regarding open-source development and reproducibility?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the limitations, such as the requirement for pre-alignment?\nIf **no**, specify if the practical constraints were omitted.\n", + "\nIs there a concluding slide emphasizing the contribution to the 3D genomics community?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the Hi-C processing pipeline accurate? (e.g., transforming BAM alignments to contact pairs.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the distinction between \"PCR duplicates\" and \"optical duplicates\" correctly addressed in the context of pairtools?\nIf **no**, point out where the deduplication logic might be confused.\n", + "\nAre the explanations for \"walks\" and \"chimeras\" consistent with the paper?\nIf **no**, explain the errors in technical definitions.\n", + "\nAre the details of the .pairs format header (metadata) accurate according to the paper?\nIf **no**, specifically point out errors in format description.\n", + "\nDoes the performance data/results match the paper's findings? (e.g., benchmarks against other pipelines like Distiller.)\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that pairtools is a suite of CLI (Command Line Interface) tools?\nIf **no**, explain where the software nature is confused.\n", + "\nAre the definitions of evaluation metrics (e.g., mapping rate, valid pair percentage) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it does the mapping itself instead of just processing alignments)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the modular nature of the tool (the \"pipes\" concept)?\nIf **no**, specify the slides where the workflow is misinterpreted.\n", + "\nIs the core technical focus (Hi-C data processing) and the specific publication year (2024) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/2/generation_task/statistics.yaml b/academia/NBER_conferences/2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..54c442a2dc6f18f43022f02d3f7295f3a4e11018 --- /dev/null +++ b/academia/NBER_conferences/2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/2 +category: academia +input_metrics: + total_input_tokens: 27392 + generation_prompt_tokens: 2192 + materials_total_tokens: 25200 + material_count: 1 + pdf_total_pages: 45 + file_details: + - name: material.pdf + tokens: 25200 + pages: 45 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/2/material.pdf b/academia/NBER_conferences/2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fa3a17b5e659c747c6310d810d33b0cfd204bd8f --- /dev/null +++ b/academia/NBER_conferences/2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a2548f58be8c7c083c91795ce882a5f489e85720d87e9fae5a3a7c5d249f8b14 +size 901455 diff --git a/academia/NBER_conferences/3/generation_task/instructions.md b/academia/NBER_conferences/3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..3d75cd74de04d8cf1fbdc29f814bab3f359a9681 --- /dev/null +++ b/academia/NBER_conferences/3/generation_task/instructions.md @@ -0,0 +1,165 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + +Paper Title: Dilution vs. Risk Taking: Capital Gains Taxes and Entrepreneurship + +Author Team: Eduardo M. Azevedo, Florian Scheuer, Kent Smetters, Min Yang + +Affiliation: Wharton School (University of Pennsylvania); University of Zurich + +Date: November 2025 + +2.**Outline / Agenda** + +3.**Introduction / Background** + +Tax Policy Debate: Recent proposals to tax unrealized capital gains (accrual-based) vs. the current realization-based system. + +Entrepreneurial Context: High-growth startups are characterized by extreme risk and potential for massive wealth creation. + +Core Question: How do these two different tax regimes affect founder ownership (dilution) and the decision to become an entrepreneur (risk-taking)? + +4.**Problem Statement & The "Two-Sided" Effect:** + +The Dilution Effect: Paying taxes on unrealized gains requires founders to give up equity early, reducing their ownership at exit. + +The Insurance Effect: If taxes are credited back during "down rounds" or failures, the government effectively shares the risk with the founder. + +Gap: Lack of empirical evidence on how these mechanics play out across the actual skewed distribution of VC outcomes. + + + +5.**Overview of the Methodology** + +Core Idea: Combining a massive new dataset of U.S. venture capital (VC) deals with a dynamic career choice model. + +Key Contribution 1: New VC Dataset. Tracking 17,896 founders across 62,357 financing rounds to build an empirical "exit value" distribution. + +Key Contribution 2: Quantitative Simulation. Modeling tax payments, dilution, and tax credits across a founder's lifecycle. + +Key Contribution 3: Risk Preferences. Analyzing how risk-averse vs. risk-neutral founders value different tax systems. + +6.**Empirical Findings: The Skewed Reality of Startups** + +The "84/2" Rule: 84% of founders receive zero value at exit; the top 2% capture 80% of total value generated. + +Founder Returns: Documenting the extreme positive skewness that defines the "Power Law" of venture capital. + +7.**Impact of Accrual-Based Taxation** + +Ownership Erosion: Moving to an accrual system reduces average founder ownership at exit by ~25%. + +Increased Payoff Probability: If tax credits are refundable, the fraction of founders receiving a positive net payoff increases from 16% to 47%. + + + +8.**Comparison: Capital Gains vs. Wealth Tax** + +Wealth Tax (e.g., 2% annual): Causes similar levels of dilution to accrual-based capital gains taxes. + +Crucial Difference: Wealth taxes typically lack the "risk-sharing" (tax credit) benefit of capital gains taxes, making them purely dilutive. + +9.**The Dynamic Career Choice Model** + +Setup: Individuals choose between a safe wage job and starting a risky firm. + +Decision Factors: Initial wealth, risk aversion, expected exit value, and tax regime. + +10.**Results: Risk Aversion as a Deciding Factor** + +Risk-Neutral Founders: Prefer the current realization-based system because they value the "upside" and dislike the dilution of the top 2% outcomes. + +Risk-Averse Founders: Prefer the accrual-based system because the "insurance" (tax credits for failure) outweighs the cost of dilution. + +11.**Policy Implications** + +Tax Credits Matter: The welfare benefits of accrual-based taxation depend entirely on the refundability of tax credits during losses. + +Innovation Trade-off: Lowering the "cost of failure" might encourage more people to try entrepreneurship, even if it limits the "super-winners." + +12.**Key Takeaways & Limitations** + +Takeaways: Accrual taxation is a double-edged sword—it dilutes success but subsidizes failure; the net effect depends on individual risk tolerance. + +Limitations: The model assumes founders can always sell some equity to pay taxes (liquidity assumption), which may not hold in all private markets. + +13.**Conclusion** + +Summary: Moving to accrual-based taxation would fundamentally shift the risk profile of American entrepreneurship from "Winner-Take-All" toward a more insured model. + +Future Outlook: Implications for "Billionaire Tax" proposals and the long-term supply of high-growth innovation. + + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/3/generation_task/judge_prompt.json b/academia/NBER_conferences/3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..4ec64565f58780461933557fe58f47a82c108f46 --- /dev/null +++ b/academia/NBER_conferences/3/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the Wharton/Zurich affiliations?\nIf **no**, describe what is missing from the first slide (Title: Dilution vs. Risk Taking...; Authors: Azevedo, Scheuer, Smetters, Yang).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the \"Dilution vs. Insurance\" conceptual framework?\nIf **no**, explain where the core theoretical contribution of the paper is lacking.\n", + "\nDoes the slide deck clearly define the difference between \"Realization-based\" and \"Accrual-based\" taxation?\nIf **no**, describe the missing points in explaining the two tax regimes.\n", + "\nIs there a slide describing the dataset of 62,357 U.S. venture capital financing rounds?\nIf **no**, indicate whether the empirical foundation of the study was omitted.\n", + "\nIs there a slide explaining the \"84/2\" rule (84% exit at zero, top 2% capture 80% value)?\nIf **no**, specify if the description of the skewed return distribution is missing.\n", + "\nDoes the deck present the finding that accrual-based taxes reduce founder ownership by ~25%?\nIf **no**, specify if this key quantitative impact is missing.\n", + "\nIs there a slide summarizing the role of \"Tax Credits\" in increasing the fraction of positive payoffs?\nIf **no**, explain if the risk-sharing benefit section is missing.\n", + "\nDoes the experimental section cover the \"Dynamic Career Choice Model\" and the role of risk aversion?\nIf **no**, indicate if the behavioral modeling evidence was omitted.\n", + "\nDoes the deck include a comparison between a 2% Wealth Tax and Accrual-based Capital Gains Tax?\nIf **no**, indicate if this crucial policy comparison is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" for policymakers regarding refundability?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the limitations, such as the assumption of stock liquidity?\nIf **no**, specify if the practical constraints were omitted.\n", + "\nIs there a concluding slide emphasizing how tax regimes reshape the entrepreneurial landscape?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Capital Gains Tax\" accurate? (e.g., taxing the increase in value of an asset.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the relationship between risk aversion and tax preference correctly presented? (Risk-averse founders prefer accrual; risk-neutral prefer realization.)\nIf **no**, point out where the model results might be confused.\n", + "\nAre the explanations for \"Dilution\" and \"Down Rounds\" consistent with the paper?\nIf **no**, explain the errors in technical definitions.\n", + "\nAre the details of the VC dataset (e.g., years covered, source of deal data) accurate?\nIf **no**, specifically point out errors in the data description.\n", + "\nDoes the performance data in \"Results\" match the paper's findings (e.g., 25% ownership reduction)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that wealth taxes lack the risk-sharing benefits of capital gains taxes?\nIf **no**, explain where the comparison between tax types is confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Utility, Certainty Equivalent) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the study recommends a specific tax rate)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Power Law\" distribution of startup exits?\nIf **no**, specify the slides where the data distribution is misinterpreted.\n", + "\nIs the core technical focus (Tax impact on entrepreneurship) and the specific date (November 2025) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/3/generation_task/statistics.yaml b/academia/NBER_conferences/3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6fdc86f4f4a10128d65777f69249ca9c12bb34d5 --- /dev/null +++ b/academia/NBER_conferences/3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/3 +category: academia +input_metrics: + total_input_tokens: 40179 + generation_prompt_tokens: 2099 + materials_total_tokens: 38080 + material_count: 1 + pdf_total_pages: 68 + file_details: + - name: material.pdf + tokens: 38080 + pages: 68 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/3/material.pdf b/academia/NBER_conferences/3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f910e78d373693563826a384872ef9d14bb073c4 --- /dev/null +++ b/academia/NBER_conferences/3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3e5096759cd192fe206db7289f57adcebd446c7a05a7a542914d13e45ed5817d +size 2960795 diff --git a/academia/NBER_conferences/4/generation_task/instructions.md b/academia/NBER_conferences/4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..62736db6a3dfb46fa0aa4484e6677e82687429e5 --- /dev/null +++ b/academia/NBER_conferences/4/generation_task/instructions.md @@ -0,0 +1,169 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + +Paper Title: WHAT DO TECHNOLOGY GRANTS DO? + +Author Team: Johannes Hirvonen, Aapo Stenhammar, Joonas Tuhkuri + +Affiliation: Northwestern University; University of Bonn; Stockholm University + +Date: October 2025 + +2.**Outline / Agenda** + +3.**Introduction / Background** + +Technology and Labor: The persistent fear that new machinery and robots will replace workers and bias demand toward highly skilled elites. + +Policy Tool: EU technology grants are widely used to support SME (Small and Medium Enterprise) modernization. + +The Core Question: Do these subsidies lead to labor displacement (automation) or do they create new opportunities for all skill levels? + +4.**Problem Statement & Research Gap:** + +Automation vs. Expansion: Standard models focus on "task replacement," but technology can also enable "capacity expansion." + +Identification Challenge: It's hard to distinguish the effect of the grant from the inherent quality of the firm. + +Data Scarcity: Lack of long-term, firm-level evidence linking specific technology subsidies to detailed employee skill data. + + + +5.**Overview of the Proposed Methodology** + +Core Idea: Combining a "Matched Grant Winner vs. Loser" design with Natural Language Processing (NLP) of application texts. + +Key Contribution 1: Text-Based Matching. Using machine learning to analyze the "hidden" evaluations of grant applications to ensure balanced comparison groups. + +Key Contribution 2: Longitudinal Finnish Data. 25 years (1994-2018) of comprehensive administrative records for firms and individuals. + +Key Contribution 3: Mechanism Analysis. Differentiating between "process automation" and "product/market expansion." + +6.**Methodology: Data & Matching Strategy** + +Sample: Finnish SMEs in the manufacturing sector applying for technology grants. + +NLP Component: Analyzing 30,000+ application evaluations to extract "expert-perceived" firm potential and project risk. + +The Control Group: Firms that applied for the same grant but were rejected (runners-up), matched using Propensity Score Matching (PSM) on text features. + +7.**Key Findings: Employment Impact** + +The "23% Boost": Technology grants led to a significant 23% increase in total employment over five years. + +No "Skill Bias": Contrary to the Skill-Biased Technological Change (SBTC) theory, the employment growth was uniform across college and non-college workers. + + + +8.**Mechanism: Why No Skill Bias?** + +Stated Goals: NLP analysis of applications shows that 90% of winners planned to use the technology for "new products" or "scaling up," not replacing workers. + +Machinery vs. IT: Finding that while hardware (machinery/robots) is skill-neutral, IT investment (software/computers) remains skill-biased. + +9.**The "Expansion Effect" over "Automation"** + +New Markets: Subsidies allowed firms to enter export markets or increase product variety. + +Complementarity: New machines required more operators and support staff, keeping the demand for non-college workers high. + +10.**Firm Performance & Productivity** + +Revenue and Value Added: Subsidized firms saw a proportional increase in sales and output. + +Profitability: No negative impact on profit margins, suggesting the investments were economically efficient. + +11.**Economic Theory: The Cost-Minimization Framework** + +Factor Demands: Using Shephard's Lemma to show that technology acts as a shock to the effective price of labor. + +Substitution vs. Scale: In this context, the "scale effect" (expansion) dominated the "substitution effect" (automation). + +12.**Key Takeaways & Policy Implications** + +Takeaways: Industrial policy via technology grants can support employment growth without worsening income inequality. + +Policy Lesson: Modernizing SMEs creates opportunities for the broad workforce, provided the focus is on expansion. + +13.**Conclusion** + +Summary: Technology is not a zero-sum game for workers. In SMEs, robots and new machines are tools for growth, not just replacement. + +Future Outlook: Implications for "Green Technology" grants and the future of manufacturing in developed economies. + + +*** + +--- + + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/4/generation_task/judge_prompt.json b/academia/NBER_conferences/4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..52de8f2fd95c552e8eb18b3b153eb5ba05355f31 --- /dev/null +++ b/academia/NBER_conferences/4/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the Northwestern/Bonn/Stockholm affiliations?\nIf **no**, describe what is missing from the first slide (Title: What Do Technology Grants Do?; Authors: Hirvonen et al., 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the \"Automation vs. Expansion\" theoretical debate?\nIf **no**, explain where the conceptual framing is lacking.\n", + "\nDoes the slide deck clearly define the specific \"NLP Matching\" method used for causal identification?\nIf **no**, describe the missing points in explaining the machine learning component.\n", + "\nIs there a slide describing the Finnish administrative data (1994-2018)?\nIf **no**, indicate whether the extensive data foundation was omitted.\n", + "\nIs there a slide explaining the 23% employment increase found in the results?\nIf **no**, specify if the primary quantitative finding is missing.\n", + "\nDoes the deck present the evidence that there was \"No Change\" in the skill mix (college vs. non-college)?\nIf **no**, specify if the key finding on skill neutrality is missing.\n", + "\nIs there a slide summarizing the mechanism: why these firms focused on new products rather than replacing tasks?\nIf **no**, explain if the mechanism analysis section is missing.\n", + "\nDoes the experimental section cover the comparison between Machinery investment and IT investment?\nIf **no**, indicate if the differentiation between technologies was omitted.\n", + "\nDoes the deck include a visual plot showing the parallel trends for winners and losers before the grant?\nIf **no**, indicate if the validity of the control group is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" for industrial policy and subsidies?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the limitations, such as whether these results generalize to large corporations (Non-SMEs)?\nIf **no**, specify if the external validity constraints were omitted.\n", + "\nIs there a concluding slide emphasizing the role of technology in supporting non-college workers?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Skill-Biased Technological Change\" (SBTC) accurate?\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the relationship between grants and total employment correctly presented? (A positive 23% increase.)\nIf **no**, point out where the direction of the effect might be confused.\n", + "\nAre the explanations for \"Shephard's Lemma\" and \"Factor Demands\" consistent with the paper's appendix?\nIf **no**, explain the errors in theoretical definition.\n", + "\nAre the details of the Finnish \"Elyn-keskus\" grant system accurate based on the paper?\nIf **no**, specifically point out errors in the institutional description.\n", + "\nDoes the performance data in \"Results\" match the paper's findings (e.g., impact on revenue and productivity)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that IT investment is *more* skill-biased than machinery?\nIf **no**, explain where the technological comparison is confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Propensity Score, Skill Mix Share) consistent with the paper?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the grants were only for green energy)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the firm-level response to technology adoption?\nIf **no**, specify the slides where the data trends are misinterpreted.\n", + "\nIs the core technical focus (Technology grants and labor demand) and the specific date (October 2025) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/4/generation_task/statistics.yaml b/academia/NBER_conferences/4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e226c89fc4d4166bfd902042d5a5c93614ac906e --- /dev/null +++ b/academia/NBER_conferences/4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/4 +category: academia +input_metrics: + total_input_tokens: 92784 + generation_prompt_tokens: 2064 + materials_total_tokens: 90720 + material_count: 1 + pdf_total_pages: 162 + file_details: + - name: material.pdf + tokens: 90720 + pages: 162 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/4/material.pdf b/academia/NBER_conferences/4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3d60d6c4f125c5fde18e0c6be1dc721b92715bbb --- /dev/null +++ b/academia/NBER_conferences/4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b40d7d5f84909d407c86413de3ec71ce7ef02c92fc5165a57795d5df17892747 +size 7471047 diff --git a/academia/NBER_conferences/5/generation_task/instructions.md b/academia/NBER_conferences/5/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..5e29ef8fc451c4df2a9810778fc0dd241a6b65d8 --- /dev/null +++ b/academia/NBER_conferences/5/generation_task/instructions.md @@ -0,0 +1,164 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + +Paper Title: Who Chooses and Who Benefits? The Design of Public School Choice Systems + +Author Team: Christopher Campos, Eric Chyn, Jesse Bruhn, Antonia Vazquez + +Affiliation: University of Chicago; University of Texas at Austin; University of Washington + +Date: December 2, 2025 + +2.**Outline / Agenda** + +3.**Introduction / Background** + +The Evolution of School Choice: Rapid expansion of magnet, dual-language, and themed programs to broaden educational opportunity. + +The "Opt-in" Reality: Most U.S. districts use voluntary (opt-in) systems where families must actively apply to participate in school choice. + +The Paradox: While centralized algorithms aim for equity, the "optional" nature of participation may inadvertently concentrate benefits among the advantaged. + +4.**Problem Statement & Research Gap:** + +Participation Gap: Students from lower socioeconomic backgrounds are significantly less likely to apply to choice schools. + +Mismatch of Benefits: It is unclear whether those who currently participate are the ones who benefit most from these programs. + +System Design: The impact of "Opt-in" vs. "Mandatory" application systems on student outcomes and school capacity remains understudied. + + + +5.**Overview of the Proposed Methodology** + +Core Idea: Combining national survey data with a deep-dive structural and quasi-experimental analysis of the Los Angeles Unified School District (LAUSD). + +Key Contribution 1: National Mapping. Documenting the prevalence and characteristics of opt-in systems across the United States. + +Key Contribution 2: Lottery-Based Estimation. Using randomized lotteries in LAUSD to estimate the causal impact of choice school attendance. + +Key Contribution 3: Structural Modeling. Estimating a model of school demand and potential outcomes to simulate counterfactual policy designs. + +6.**National Evidence on School Choice Design** + +Survey Results: Opt-in systems are the modal design in the U.S. but are harder to navigate than centralized mandatory systems. + +Selectivity: Participation is highly concentrated among more advantaged students (higher income, higher parental education). + +7.**Case Study: Los Angeles Unified School District (LAUSD)** + +Scale: The largest opt-in system in the country with nearly two decades of administrative data. + +Quasi-Experimental Setup: Leveraging randomized lotteries and expansions in access to identify the "Value-Added" of choice schools. + +8.**Key Findings: The Selection-Effect** + +Negative Selection on Gains: Lottery estimates suggest that students with the *lowest* demand (least likely to apply) are often the ones who would gain the *most* from attending. + +Screening Out High-Return Students: The opt-in mechanism effectively screens out students who could benefit significantly from specialized programs. + + + +9.**Structural Model of Application and Enrollment** + +Model Components: Families choose schools based on distance, peer quality, and application costs; students have heterogeneous potential gains. + +Simulating Behavior: Modeling how "Mandatory Application" would change the composition of the student body in choice schools. + +10.**Policy Counterfactual: Mandatory Application** + +Result 1: A mandatory system (requiring everyone to rank schools) significantly increases the average academic gains across the district. + +Result 2: Eliminating the "Opt-in" barrier fills unused capacity in effective programs with high-return students from disadvantaged backgrounds. + +11.**Complementary Policies: Transportation and Information** + +Beyond Application: Mandatory application alone is more effective when combined with free transportation and simplified school information. + +Equity Gains: These policies together bridge the gap for students who live far from high-quality magnet programs. + +12.**Key Takeaways & Policy Implications** + +Takeaways: The design of the *participation* mechanism is as important as the *assignment* algorithm; opt-in systems embed systemic inequality. + +Policy Lesson: Moving toward mandatory or "default" participation can optimize the matching of students to programs that maximize their potential. + +13.**Conclusion** + +Summary: Public school choice can only fulfill its promise of "broadening opportunity" if it removes the navigational and participation barriers that exclude high-gain students. + +Future Outlook: Implications for urban school district reforms and the global design of educational markets. + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/5/generation_task/judge_prompt.json b/academia/NBER_conferences/5/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..3dde31c57c52d013fe29ea11775657acc274156a --- /dev/null +++ b/academia/NBER_conferences/5/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the affiliation with University of Chicago/UT Austin?\nIf **no**, describe what is missing from the first slide (Title: Who Chooses and Who Benefits?; Date: Dec 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the distinction between \"Opt-in\" and \"Mandatory\" participation?\nIf **no**, explain where the core policy comparison of the paper is lacking.\n", + "\nDoes the slide deck clearly define why LAUSD was chosen as the primary case study?\nIf **no**, describe the missing points regarding the scale and data availability of LAUSD.\n", + "\nIs there a slide describing the national mapping of school choice systems across the U.S.?\nIf **no**, indicate whether the broader context of the study was omitted.\n", + "\nIs there a slide explaining the \"Negative Selection on Gains\" finding?\nIf **no**, specify if the most critical empirical discovery is missing.\n", + "\nDoes the deck present the use of \"Randomized Lotteries\" as a method for causal identification?\nIf **no**, specify if the methodological rigor section is missing.\n", + "\nIs there a slide summarizing the structural model used for counterfactual simulations?\nIf **no**, explain if the predictive modeling section is missing.\n", + "\nDoes the experimental section cover the impact of \"Mandatory Application\" on equity?\nIf **no**, indicate if the simulated policy outcomes were omitted.\n", + "\nDoes the deck include a visual representation of how participation correlates with student advantages?\nIf **no**, indicate if the visualization of the participation gap is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" regarding the design of assignment algorithms?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing complementary policies like transportation and information simplification?\nIf **no**, specify if the holistic reform approach was omitted.\n", + "\nIs there a concluding slide emphasizing the inconsistency between centralized algorithms and optional participation?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Deferred Acceptance\" (DA) algorithm accurate in the context of school choice?\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the relationship between \"Demand\" and \"Academic Returns\" correctly presented? (Low-demand students often have high returns.)\nIf **no**, point out where the direction of the correlation might be confused.\n", + "\nAre the explanations for \"Magnet Schools\" and \"Themed Programs\" consistent with the paper?\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of the LAUSD administrative data (e.g., duration, types of records) accurate?\nIf **no**, specifically point out errors in the data description.\n", + "\nDoes the performance data in \"Results\" match the paper's findings (e.g., filling unused capacity via mandatory application)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that \"Opt-in\" systems are currently the *modal* design in the U.S.?\nIf **no**, explain where the prevalence of system types is confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Value-Added, Selection Bias) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the study recommends closing choice schools)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the selectivity of participating students?\nIf **no**, specify the slides where the demographic data is misinterpreted.\n", + "\nIs the core technical focus (School Choice System Design) and the specific date (December 2025) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/5/generation_task/statistics.yaml b/academia/NBER_conferences/5/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..75333624accbffa01df4f49c0f24f558339933ec --- /dev/null +++ b/academia/NBER_conferences/5/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/5 +category: academia +input_metrics: + total_input_tokens: 54142 + generation_prompt_tokens: 2062 + materials_total_tokens: 52080 + material_count: 1 + pdf_total_pages: 93 + file_details: + - name: material.pdf + tokens: 52080 + pages: 93 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/5/material.pdf b/academia/NBER_conferences/5/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..631efff6254aefb05e2aad97046ac299d28628ac --- /dev/null +++ b/academia/NBER_conferences/5/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c4966efec3d84182dcb780c8c166a2e98b248fd032207f844981c88efdc4c143 +size 2437475 diff --git a/academia/NBER_conferences/6/generation_task/instructions.md b/academia/NBER_conferences/6/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..b84cb9a0f57761fca52d85ed0c9edc4747dc0cf2 --- /dev/null +++ b/academia/NBER_conferences/6/generation_task/instructions.md @@ -0,0 +1,166 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + +Paper Title: Can Academic Redshirting Shrink the Education Gender Gap? Causal Evidence on Student Achievement and Mental Health + +Author: Tímea Laura Molnár + +Affiliation: Central European University and IZA + +Date: August 25, 2025 + +2.**Outline / Agenda** + +3.**Introduction / Background** + +Definition: "Academic Redshirting" refers to the practice of voluntarily delaying a child's school entry by one year, despite being age-eligible. + +The Gender Gap: Boys often lag behind girls in early cognitive and socio-emotional development, leading to persistent education gaps. + +Research Question: Can starting school a year older specifically benefit "non-school-ready" children and help close the gender gap? + +4.**Problem Statement & Identification Challenge:** + +Selection Bias: Parents who choose redshirting are often more educated or have children with specific developmental needs, making simple comparisons biased. + +The Institutional Hurdle: In Hungary, children born before January 1 must undergo a formal school-readiness evaluation to delay entry, creating a unique policy threshold. + + + +5.**Overview of the Proposed Methodology** + +Core Idea: Using a "Fuzzy Regression Discontinuity (RD)" and Instrumental Variable (IV) approach based on birth dates around the January 1 cutoff. + +Key Contribution 1: New LATE Estimation. Identifying the effect for "marginal" children—those deterred by the evaluation but who would benefit from a delay. + +Key Contribution 2: Multi-dimensional Outcomes. Linking administrative test scores with medical prescription data (ADHD, anxiety) and mental health surveys. + +Key Contribution 3: Gender-Specific Analysis. Investigating how the "gift of time" impacts boys and girls differently. + +6.**Methodology: Data Sources** + +Administrative Data: Hungarian National Assessment of Basic Competences (grades 6, 8, 10). + +Health Records: National Health Insurance Fund data on mental health-related prescriptions. + +Survey Data: Self-reported measures of confidence, bullying, and educational aspirations. + +7.**Key Findings: Academic Performance** + +Test Score Boost: Redshirting leads to a significant increase in math and reading scores, equivalent to 0.2-0.4 standard deviations. + +The Gender Divergence: These academic gains are almost entirely concentrated in boys; girls show negligible or even slightly negative impacts. + + + +8.**Long-term Educational Trajectory** + +High School Tracking: Redshirted boys are significantly more likely to enter elite academic high schools (Gymnasiums) instead of vocational tracks. + +Graduation Rates: A marked increase in high school graduation and college aspirations for boys who entered school later. + +9.**Mental Health and Socio-emotional Well-being** + +Reduced Anxiety: Redshirted boys report lower levels of school-related anxiety and higher self-confidence. + +Bullying Mitigation: Evidence shows that being among the oldest in the class reduces the likelihood of being bullied, particularly for boys. + +ADHD and Medication: A decrease in the probability of being prescribed medication for hyperactivity among older-entry boys. + +10.**Mechanism: The "Relative Age" vs. "Absolute Age" Effect** + +Maturity at Entry: Older children have better self-regulation skills, which are crucial for the early primary school environment. + +Classroom Hierarchy: Being the "big fish" in a small pond (older/taller/stronger) provides a psychological advantage for boys. + +11.**Experimental Results: Robustness Checks** + +Placebo Cutoffs: Verifying that the effects do not exist at arbitrary dates other than the policy threshold. + +Family Background: Controlling for parental education and income to ensure results are driven by the age at entry. + +12.**Key Takeaways & Policy Implications** + +Takeaways: Academic redshirting is a powerful tool for shrinking the gender gap in education and mental health. + +Policy Lesson: Rigid enrollment cutoffs may disadvantage boys; providing a "buffer year" for non-ready children can yield high long-term returns. + +13.**Conclusion** + +Summary: The "gift of time" allows developmentally delayed children (primarily boys) to catch up, leading to better academic and life outcomes. + +Future Outlook: Implications for global education systems facing widening gender gaps in literacy and graduation. + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/6/generation_task/judge_prompt.json b/academia/NBER_conferences/6/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6d3ef84d8b2f0794026168ac5a763b7f967a875d --- /dev/null +++ b/academia/NBER_conferences/6/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, author (Tímea Laura Molnár), and affiliations?\nIf **no**, describe what is missing from the first slide.\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide explaining the specific definition of \"Academic Redshirting\"?\nIf **no**, explain where the conceptual clarity is lacking.\n", + "\nDoes the slide deck clearly define the January 1st cutoff and the \"school-readiness evaluation\" rule?\nIf **no**, describe the missing points regarding the institutional context.\n", + "\nIs there a slide describing the combination of test scores, medical prescriptions, and survey data?\nIf **no**, indicate whether the multi-source data foundation was omitted.\n", + "\nIs there a slide summarizing the gender-specific findings (Gains for boys vs. girls)?\nIf **no**, specify if the core contribution of the paper is missing.\n", + "\nDoes the deck present the impact of redshirting on high school track choices?\nIf **no**, specify if the long-term educational trajectory analysis is missing.\n", + "\nIs there a slide summarizing the mental health benefits (e.g., reduced ADHD medication and bullying)?\nIf **no**, explain if the socio-emotional outcomes section is missing.\n", + "\nDoes the experimental section cover the \"Fuzzy RD/IV\" methodology using post-January 1st births?\nIf **no**, indicate if the causal identification strategy was omitted.\n", + "\nDoes the deck include visual results showing the test score discontinuities (e.g., Figures from the paper)?\nIf **no**, indicate if the visual evidence is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" for policymakers regarding school entry age flexibility?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing potential limitations or alternative explanations (e.g., family background)?\nIf **no**, specify if the robustness/limitation section was omitted.\n", + "\nIs there a concluding slide emphasizing the role of redshirting in shrinking the education gender gap?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Academic Redshirting\" accurate? (i.e., voluntary delay of age-eligible children.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the relationship between gender and redshirting gains correctly presented? (Boys benefit significantly more than girls.)\nIf **no**, point out where the direction of the gender effect might be confused.\n", + "\nAre the explanations for \"Local Average Treatment Effect\" (LATE) consistent with the paper's IV approach?\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of the Hungarian \"Evaluation-based\" system accurate according to the paper?\nIf **no**, specifically point out errors in the institutional description.\n", + "\nDoes the performance data in \"Results\" match the paper's findings (e.g., 0.2-0.4 SD gains for math/reading)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that redshirting reduces anxiety and the probability of bullying?\nIf **no**, explain where the mental health results are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Gymnasium entry probability) consistent with the paper?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the study was conducted in the US instead of Hungary)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Compliers\" in the IV model?\nIf **no**, specify the slides where the population groups are misinterpreted.\n", + "\nIs the core technical focus (Causal impact of entry age on gender gaps) and the specific date (2025) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/6/generation_task/statistics.yaml b/academia/NBER_conferences/6/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..47e314a92d3bba5cdadc7a7b619bc62e1452c607 --- /dev/null +++ b/academia/NBER_conferences/6/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/6 +category: academia +input_metrics: + total_input_tokens: 35133 + generation_prompt_tokens: 2093 + materials_total_tokens: 33040 + material_count: 1 + pdf_total_pages: 59 + file_details: + - name: material.pdf + tokens: 33040 + pages: 59 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/6/material.pdf b/academia/NBER_conferences/6/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2689add534ff20217a9be24ca6f2812c2076ad5b --- /dev/null +++ b/academia/NBER_conferences/6/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2e530ef9ad1f8a616120b58ffe4cdd7f9b9e7325e1c14b437ea5509150589abf +size 1169431 diff --git a/academia/NBER_conferences/7/generation_task/instructions.md b/academia/NBER_conferences/7/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..f13c970e0f94cd69457a8e91908e4776ec15597a --- /dev/null +++ b/academia/NBER_conferences/7/generation_task/instructions.md @@ -0,0 +1,166 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + +Paper Title: Too-Many-to-Ignore: Regional Banks and CRE Risks + +Author Team: Franz J. Hinzen, Felipe Severino, Stijn Van Nieuwerburgh + +Affiliation: NYU Stern; Dartmouth College; Columbia Business School + +Date: October 2025 + +2.**Outline / Agenda** + +3.**Introduction / Background** + +The CRE Landscape: Commercial Real Estate (CRE) is a cornerstone of the U.S. economy, but values have faced significant pressure post-pandemic (remote work, high rates). + +Regional Banks' Role: Regional banks hold nearly one-third (approx. $1.4 trillion) of all U.S. commercial mortgage debt. + +The Core Concern: High exposure to CRE, combined with under-reported risks, may create systemic fractures and "spillovers" to the wider economy. + +4.**Problem Statement & Research Gap:** + +Data Opacity: Bank-level reports (Call Reports) often lack loan-level granularity, hiding the true extent of under-collateralization. + +Understated Delinquencies: Reported delinquency rates may not reflect the actual risk of loss given the drop in property values. + +Concentration Risk: Unlike large national banks, regional banks often have geographically and sectorally "lumpy" portfolios. + + + +5.**Overview of the Proposed Methodology** + +Core Idea: Constructing a novel, bottom-up loan-level dataset by merging county-level property records with bank financial statements. + +Key Contribution 1: Loan-Level Mapping. Tracking individual CRE loans from origination to current status across thousands of regional banks. + +Key Contribution 2: Mark-to-Market Valuation. Applying current market price indices to estimate the "True" Loan-to-Value (LTV) ratios. + +Key Contribution 3: Stress Testing. Simulating bank capital ratios under various CRE price drop and interest rate scenarios. + +6.**Methodology: Data Integration** + +Primary Source: County recorder data (deeds and mortgages) covering the majority of the U.S. population and CRE transactions. + +Matching Process: Linking property-level debt to specific lending institutions (Regional vs. G-SIBs). + +Valuation Adjustment: Using CoStar and MSCI indices to discount property values from their origination peaks. + +7.**Key Phenomenon: The "Hidden" Under-collateralization** + +The Factor of Four: While reported delinquencies are low (~1%), the study finds that "under-collateralized" loans (LTV > 100%) are four times higher than reported stress levels. + +The Gap: Banks are currently "extending and pretending"—rolling over loans to avoid recognizing losses on their balance sheets. + + + +8.**Portfolio Concentration: Geographic & Sectoral** + +Local Shocks: Regional banks are 3-5 times more concentrated in specific metro areas compared to national banks, making them vulnerable to localized economic downturns. + +Office & Retail Stress: Heavy exposure to the "Office" sector in declining urban cores represents the highest risk of default. + +9.**The "Stress Test" Results** + +Capital Erosion: Under a realistic scenario (e.g., a further 10-20% drop in CRE prices), over 300 regional banks would fall below regulatory capital requirements. + +Solvency Risk: The combined impact of CRE losses and high funding costs (interest rate risk) creates a "pincer effect" on bank solvency. + +10.**Evidence of Lowering Lending Standards** + +Distressed Rollovers: Evidence that regional banks are offering more lenient terms (lower spreads) to existing distressed CRE borrowers to prevent immediate defaults. + +Risk Amplification: This behavior delays the crisis but increases the eventual downside risk for the banking system. + +11.**Macro-Financial Spillovers** + +Credit Crunch: As regional banks struggle with CRE losses, they reduce lending to small businesses and consumers, dragging down regional GDP. + +Systemic Contagion: Small/Regional bank failures can trigger deposit flight and liquidity crises across the broader financial network. + +12.**Key Takeaways & Policy Implications** + +Takeaways: Regional bank CRE risk is "too many to ignore." Transparency at the loan level is crucial for accurate risk assessment. + +Policy Needs: Regulators should mandate more granular CRE reporting and conduct localized stress tests that account for portfolio concentration. + +13.**Conclusion** + +Summary: The stability of the U.S. regional banking system is tied to the recovery of CRE. Current reporting masks a significant "valuation gap." + +Future Outlook: The need for a "stabilization fund" or restructuring framework for regional bank CRE debt to prevent a wider financial crisis. + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/7/generation_task/judge_prompt.json b/academia/NBER_conferences/7/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..22175cbb0095b39613ba3245a8879cc0c8b5b31f --- /dev/null +++ b/academia/NBER_conferences/7/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the affiliations (NYU/Dartmouth/Columbia)?\nIf **no**, describe what is missing from the first slide (Title: Too-Many-to-Ignore...; Authors: Hinzen, Severino, Van Nieuwerburgh).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the systemic importance of regional banks in the CRE market (the $1.4T exposure)?\nIf **no**, explain where the scale of the problem is lacking.\n", + "\nDoes the slide deck clearly define the difference between \"Reported Delinquencies\" and \"Estimated Under-collateralization\"?\nIf **no**, describe the missing points in explaining the valuation gap.\n", + "\nIs there a slide describing the novel loan-level dataset constructed from county records?\nIf **no**, indicate whether the data innovation of the study was omitted.\n", + "\nIs there a slide explaining the \"Factor of Four\" finding (Under-collateralized loans vs. reported stress)?\nIf **no**, specify if the primary empirical discovery is missing.\n", + "\nDoes the deck present the results of the \"Stress Test\" scenarios for regional bank capital?\nIf **no**, specify if the quantitative risk simulation is missing.\n", + "\nIs there a slide summarizing the geographic and sectoral concentration risks?\nIf **no**, explain if the portfolio vulnerability section is missing.\n", + "\nDoes the experimental section cover the evidence of banks lowering lending standards for distressed loans?\nIf **no**, indicate if the \"Extend and Pretend\" behavior analysis was omitted.\n", + "\nDoes the deck include a visual representation of LTV distributions or capital erosion (e.g., Figure 5/6)?\nIf **no**, indicate if the visualization of financial distress is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" for regulators and policymakers?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the broader macro-spillovers, such as the impact on regional GDP?\nIf **no**, specify if the economic consequence section was omitted.\n", + "\nIs there a concluding slide emphasizing the urgency of addressing CRE risks in regional banks?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Commercial Real Estate (CRE)\" and \"Loan-to-Value (LTV)\" accurate?\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the relationship between property value drops and bank capital correctly presented?\nIf **no**, point out where the direction of the financial impact might be confused.\n", + "\nAre the explanations for \"Charge-off rates\" and \"Delinquencies\" consistent with the paper's Call Report data?\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of the loan-level dataset construction (e.g., county record matching) accurate?\nIf **no**, specifically point out errors in the methodology description.\n", + "\nDoes the performance data in \"Results\" match the paper's findings (e.g., 300+ banks undercapitalized)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that regional banks hold about one-third of CRE debt?\nIf **no**, explain where the market share statistics are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Common Equity Tier 1 capital) consistent with the paper?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming a specific bank has already failed)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the geographic concentration of regional bank loans?\nIf **no**, specify the slides where the mapping data is misinterpreted.\n", + "\nIs the core technical focus (CRE Risk in Regional Banks) and the specific date (October 2025) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\nEnsure that every data point in each chart is clearly attributed to the relevant section of the paper.\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/7/generation_task/statistics.yaml b/academia/NBER_conferences/7/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f3f538766b06121a3c46191832cf57387110ffe6 --- /dev/null +++ b/academia/NBER_conferences/7/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/7 +category: academia +input_metrics: + total_input_tokens: 31832 + generation_prompt_tokens: 2152 + materials_total_tokens: 29680 + material_count: 1 + pdf_total_pages: 53 + file_details: + - name: material.pdf + tokens: 29680 + pages: 53 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/7/material.pdf b/academia/NBER_conferences/7/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3c421a1003f9716ca79038195ac3953e5b6923dd --- /dev/null +++ b/academia/NBER_conferences/7/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:79355238c7419f813d1c95a4408536d69e59696996a21ebe4035b85dd41929af +size 5175030 diff --git a/academia/NBER_conferences/8/generation_task/instructions.md b/academia/NBER_conferences/8/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..adf3db7b50b6457aaa73a329e34dc105e0b86195 --- /dev/null +++ b/academia/NBER_conferences/8/generation_task/instructions.md @@ -0,0 +1,164 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + +Paper Title: Breaking Down the U.S. Employment Multiplier Using Micro-Level Data + +Author Team: Edoardo Briganti, Ricardo Duque Gabriel, Holt Dwyer, Victor Sellemi + +Affiliation: Bank of Canada; Federal Reserve Board; UC San Diego + +Date: August 2025 + +2.**Outline / Agenda** + +3.**Introduction / Background** + +Fiscal Policy & Labor: A long-standing debate on how government spending (especially defense) translates into jobs. + +The "Black Box" Problem: Aggregated regional multipliers often hide the micro-dynamics of how jobs are created and where they go. + +The Study: Leveraging matched U.S. contract and establishment-level employment data to provide the most granular view of the multiplier effect to date. + +4.**Problem Statement & Research Gap:** + +High Cost of Job Creation: Traditional estimates vary widely, but the micro-foundations of these costs (e.g., $290,000 per job-year) remain opaque. + +Crowding Out vs. Spillovers: It is unclear how defense spending affects non-contracting firms in the short vs. medium term. + +The Geography of Production: Only a fraction of jobs are created at the primary recipient's site; the role of subcontracting is historically underestimated. + + + +5.**Overview of the Proposed Methodology** + +Core Idea: Linking Department of Defense (DoD) contract data with the Bureau of Labor Statistics (BLS) Quarterly Census of Employment and Wages (QCEW). + +Key Contribution 1: Micro-Matching. Tracking spending at the specific establishment level rather than just the parent company. + +Key Contribution 2: Dynamic Spillover Analysis. Measuring effects on non-contracting firms within the same Commuting Zone (CZ) over a 5-year horizon. + +Key Contribution 3: Input-Output Linkages. Distinguishing between direct employment, subcontracting effects, and local demand spillovers. + +6.**Empirical Findings: The High Cost of Defense Jobs** + +The Multiplier Reality: On impact, the cost is approximately $290,000 per job-year, significantly higher than average private sector wages. + +Concentration: Employment gains are initially heavily concentrated within large, existing defense contractors. + +7.**The Temporal Evolution of Spillovers** + +Year 1 (Crowding Out): Evidence of labor being pulled away from non-contracting firms, leading to a "crowding out" effect in the local market. + +Year 3 (The Turning Point): Spillovers emerge and eventually account for 50% of the total regional employment effect. + + + +8.**Direct vs. Indirect Impact: The 15% Rule** + +Internal Creation: Only 15% of total job creation occurs at the specific establishment receiving the contract. + +Subcontracting Power: The remaining 85% is driven by internal firm reallocations and, crucially, external subcontracting and input linkages. + +9.**Regional Economic Development & Industrial Capacity** + +Long-term Gains: Despite high initial costs, defense spending supports industrial capacity and regional development that persists beyond the contract period. + +Skill Retention: Large contractors act as "anchors" for specialized labor pools in specific regions (e.g., aerospace hubs). + +10.**Mechanism: Input-Output & Demand Linkages** + +Upstream Effects: Demand for specialized components (steel, electronics) drives employment in related manufacturing sectors. + +Downstream Effects (Induced Demand): Increased household income from defense workers supports local service sectors (retail, restaurants). + +11.**Experimental Results: Heterogeneity Analysis** + +Prime vs. Sub: Small businesses and new contractors show higher marginal employment responses compared to "incumbent" giants. + +Local Tightness: Multipliers are higher in regions with higher unemployment (slack labor markets). + +12.**Key Takeaways & Policy Implications** + +Takeaways: Defense spending is a "slow-diffusion" tool for economic stimulus; initial costs are high, but medium-term regional benefits are substantial. + +Policy Lesson: To maximize job creation per dollar, policies should focus on strengthening subcontracting networks and supporting new market entrants. + +13.**Conclusion** + +Summary: Breaking down the multiplier reveals that government spending acts as a long-term investment in industrial infrastructure and regional clusters. + +Future Outlook: Implications for modern industrial policy and the strategic allocation of federal procurement funds. + +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/8/generation_task/judge_prompt.json b/academia/NBER_conferences/8/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..82450f9fdd2f29f0edc1718fa632241524a3f878 --- /dev/null +++ b/academia/NBER_conferences/8/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the affiliations (Bank of Canada, Fed, UCSD)?\nIf **no**, describe what is missing from the first slide (Title: Breaking Down the U.S. Employment Multiplier...; Date: August 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the data matching process (DoD contracts + BLS QCEW)?\nIf **no**, explain where the methodological foundation of the micro-level analysis is lacking.\n", + "\nDoes the slide deck clearly define the \"15% Rule\" regarding job creation at the recipient establishment?\nIf **no**, describe the missing points in explaining the intra-firm reallocation.\n", + "\nIs there a slide describing the initial $290,000 cost per job-year?\nIf **no**, indicate whether this key quantitative finding was omitted.\n", + "\nIs there a slide explaining the temporal shift from \"Crowding Out\" (Year 1) to \"Positive Spillovers\" (Year 3)?\nIf **no**, specify if the dynamic nature of the multiplier is missing.\n", + "\nDoes the deck present the importance of subcontracting and input-output linkages?\nIf **no**, specify if the mechanism of job diffusion is missing.\n", + "\nIs there a slide summarizing the regional economic development and industrial capacity gains?\nIf **no**, explain if the long-term impact section is missing.\n", + "\nDoes the experimental section cover the heterogeneity of the multiplier (e.g., Slack vs. Tight labor markets)?\nIf **no**, indicate if the conditional analysis was omitted.\n", + "\nDoes the deck include visual results or charts showing the multiplier's evolution over time (e.g., Figure 1 or 2)?\nIf **no**, indicate if the visual evidence is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" for fiscal and industrial policy?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing the limitations, such as the focus on defense rather than general infrastructure?\nIf **no**, specify if the scope constraints were omitted.\n", + "\nIs there a concluding slide emphasizing the role of government spending as a long-term industrial investment?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the \"Employment Multiplier\" accurate in the context of procurement?\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the relationship between contract spending and establishment-level employment correctly presented?\nIf **no**, point out where the direction or scale of the effect might be confused.\n", + "\nAre the explanations for \"Spillovers\" and \"Crowding Out\" consistent with the paper's micro-data findings?\nIf **no**, explain the errors in technical definition.\n", + "\nAre the details of the BLS QCEW restricted-access data usage accurate?\nIf **no**, specifically point out errors in the data source description.\n", + "\nDoes the performance data in \"Results\" match the paper's findings (e.g., $290k cost, 15% direct creation)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that half of the regional effect by year 3 comes from non-contracting firms?\nIf **no**, explain where the spillover statistics are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Job-Year, Commuting Zone) consistent with the paper?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming defense spending is always the most efficient way to create jobs)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the concentration of job gains in large existing contractors?\nIf **no**, specify the slides where the concentration data is misinterpreted.\n", + "\nIs the core technical focus (Micro-level fiscal multiplier analysis) and the specific date (August 2025) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/8/generation_task/statistics.yaml b/academia/NBER_conferences/8/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bb479342409b18fa7ee5d60d1d811c756d920ed6 --- /dev/null +++ b/academia/NBER_conferences/8/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/8 +category: academia +input_metrics: + total_input_tokens: 45780 + generation_prompt_tokens: 2100 + materials_total_tokens: 43680 + material_count: 1 + pdf_total_pages: 78 + file_details: + - name: material.pdf + tokens: 43680 + pages: 78 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/8/material.pdf b/academia/NBER_conferences/8/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..80c51eb5fbdf837f45ce48fe3f3681226ea5800b --- /dev/null +++ b/academia/NBER_conferences/8/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:831af10dbc62fb756e00e179a06efd305b9ca4c770b45563ffd9a074406bf7e5 +size 2728316 diff --git a/academia/NBER_conferences/9/generation_task/instructions.md b/academia/NBER_conferences/9/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..529a2ca04d2e468a881159707ed56c51717d45fe --- /dev/null +++ b/academia/NBER_conferences/9/generation_task/instructions.md @@ -0,0 +1,164 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). +1.**Title Slide** + +Paper Title: Telework and Local Tax Performance + +Author Team: David R. Agrawal, Jeff Bjarke, William F. Fox + +Affiliation: University of California, Irvine; Tennessee Department of Revenue; University of Tennessee + +Date: 2025 + +2.**Outline / Agenda** + +3.**Introduction / Background** + +The WFH Shift: The COVID-19 pandemic catalyzed a permanent shift toward fully remote and hybrid work-from-home (WFH) models. + +Fiscal Implications: Local governments rely heavily on sales and property taxes; changing work patterns alter where and how people spend money. + +The Core Question: How does the "telework potential" of a region affect its local tax base and revenue performance? + +4.**Problem Statement & Research Gap:** + +Consumption Displacement: When people work from home, do they spend less in commercial hubs, and where does that spending go? + +Tax Base Erosion: Most sales tax systems focus on "goods" rather than "services." A shift toward service-based consumption may shrink the tax base. + +Data Limitations: Previous studies lacked granular, administrative tax return data to distinguish effects by type of good and vendor. + + + +5.**Overview of the Proposed Methodology** + +Core Idea: A Difference-in-Differences (DiD) framework comparing high vs. low telework potential jurisdictions. + +Key Contribution 1: Administrative Precision. Using detailed sales tax returns from the Tennessee Department of Revenue. + +Key Contribution 2: Telework Potential Index. Measuring the capacity of local industries to support remote work. + +Key Contribution 3: Cross-Tax Analysis. Simultaneously evaluating both sales and property tax (industrial, residential, agricultural). + +6.**Methodology: Data & Sample** + +Data Source: State of Tennessee administrative records (2018-2023). + +Categories: Analysis by type of good (food vs. non-food), vendor type, and jurisdiction size (large cities vs. small towns). + +Identification: Comparing counties with high work-from-home capacity against those where physical presence is required. + +7.**Key Findings: Sales Tax Base Declines** + +Revenue Impact: High telework potential areas saw significant declines in the taxable sales base. + +Non-Food Sensitivity: The drop was most pronounced in "non-food" sales and smaller-value items, suggesting a loss of incidental spending during work hours. + + + +8.**The "Service Shift" Hypothesis** + +The Mechanism: Teleworkers are shifting consumption from taxable physical goods (e.g., office supplies, clothing) toward non-taxable services (e.g., home improvements, digital services). + +Impact on Local Budgets: This shift represents a structural challenge for jurisdictions that do not tax services as broadly as goods. + +9.**Jurisdictional Divergence: Large vs. Small** + +Concentrated Losses: Large, densely populated jurisdictions (commercial hubs) experienced the sharpest declines in vendor-based sales tax. + +Small Town Stability: Smaller jurisdictions showed more resilience, as local residents working from home may spend more within their immediate residential community. + +10.**Property Tax Analysis** + +Commercial Stability: Surprisingly, property tax revenues remained relatively stable in the short term, likely due to long-term leases and slow reassessment cycles. + +Subtle Shifts: Preliminary evidence suggests some decline in commercial/industrial assessments offset by slight increases in residential property value. + +11.**Economic Mechanism: The Lunch-Hour Effect** + +Office-Adjacent Retail: General merchandise stores and vendors located near major employment centers saw the largest negative impact. + +Incidental Consumption: The loss of the "commuter economy" (lunch, coffee, post-work shopping) is a primary driver of the tax base contraction. + +12.**Key Takeaways & Policy Implications** + +Takeaways: Telework is a fiscal "headwind" for urban centers; the traditional sales tax model is becoming less aligned with modern consumption patterns. + +Policy Lesson: Local governments may need to modernize tax codes to include more services or seek alternative revenue sources to offset the WFH-induced decline. + +13.**Conclusion** + +Summary: The telework revolution is not just a labor shift; it is a fiscal transformation that requires a rethinking of local public finance. + +Future Outlook: Long-term risks for commercial property tax bases if office vacancies persist and lead to permanent devaluations. +*** + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NBER_conferences/9/generation_task/judge_prompt.json b/academia/NBER_conferences/9/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e1f95ffcf89f97fa63a4aed5f9c64f33ecb66571 --- /dev/null +++ b/academia/NBER_conferences/9/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the affiliations (UC Irvine, Tennessee Dept of Revenue, U of Tennessee)?\nIf **no**, describe what is missing from the first slide.\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to defining \"Telework Potential\" and how it is measured?\nIf **no**, explain where the core independent variable's definition is lacking.\n", + "\nDoes the slide deck clearly define the Difference-in-Differences (DiD) framework used in the study?\nIf **no**, describe the missing points regarding the causal identification strategy.\n", + "\nIs there a slide describing the administrative dataset from the State of Tennessee?\nIf **no**, indicate whether the unique data foundation was omitted.\n", + "\nIs there a slide explaining why non-food sales are more sensitive to telework than food sales?\nIf **no**, specify if the categorical breakdown of results is missing.\n", + "\nDoes the deck present the findings regarding the \"Service Shift\" (spending moving from taxed goods to untaxed services)?\nIf **no**, specify if the central mechanism of tax base erosion is missing.\n", + "\nIs there a slide summarizing the divergent impacts on large vs. small jurisdictions?\nIf **no**, explain if the geographic heterogeneity section is missing.\n", + "\nDoes the experimental section cover the surprising stability of property tax revenues?\nIf **no**, indicate if the multi-tax comparison was omitted.\n", + "\nDoes the deck include visual results or event study plots showing the tax base decline over time?\nIf **no**, indicate if the visual evidence is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" for local government tax modernization?\nIf **no**, describe the missing insights.\n", + "\nIs there a slide discussing potential limitations, such as the specific tax structure of Tennessee?\nIf **no**, specify if the external validity/limitation section was omitted.\n", + "\nIs there a concluding slide emphasizing the long-term fiscal challenge posed by WFH?\nIf **no**, describe the missing outlook.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Telework/WFH\" accurate in the context of the study?\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the relationship between telework potential and sales tax base correctly presented? (Higher potential leads to larger declines.)\nIf **no**, point out where the direction of the effect might be confused.\n", + "\nAre the explanations for \"Non-food sales\" and \"General merchandise\" consistent with the paper's findings?\nIf **no**, explain the errors in sector-specific results.\n", + "\nAre the details of the Tennessee administrative records (e.g., time period, types of returns) accurate?\nIf **no**, specifically point out errors in the data description.\n", + "\nDoes the performance data in \"Results\" match the paper's findings (e.g., the specific impact on large jurisdictions)?\nIf **no**, list the specific discrepancies.\n", + "\nDoes the deck accurately identify that property tax effects were relatively small/neutral?\nIf **no**, explain where the property tax results are confused.\n", + "\nAre the definitions of evaluation metrics (比例, DiD coefficients, log base) consistent with the paper?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming all taxes increased due to remote work)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the concentration of the effect in populated jurisdictions?\nIf **no**, specify the slides where the geographic data is misinterpreted.\n", + "\nIs the core technical focus (Telework's impact on local revenue) and the specific context (Tennessee case study) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NBER_conferences/9/generation_task/statistics.yaml b/academia/NBER_conferences/9/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..28a134b3de46ffcffb2846e62cc344bc48f7100e --- /dev/null +++ b/academia/NBER_conferences/9/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NBER_conferences/9 +category: academia +input_metrics: + total_input_tokens: 33458 + generation_prompt_tokens: 2098 + materials_total_tokens: 31360 + material_count: 1 + pdf_total_pages: 56 + file_details: + - name: material.pdf + tokens: 31360 + pages: 56 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/academia/NBER_conferences/9/material.pdf b/academia/NBER_conferences/9/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0cfa673434180fd11083e04e6a0529b9f63eec2b --- /dev/null +++ b/academia/NBER_conferences/9/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6cd48d04c364619b2639361ff1d7437a43b15b0f1ee8849f013cebec93686332 +size 1896675 diff --git a/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/generation_task/instructions.md b/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..a74652a5cbd06ce65efe839faaee1f52992eb546 --- /dev/null +++ b/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/generation_task/instructions.md @@ -0,0 +1,153 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: Everything Matters in Programmable Packet Scheduling + * Author Team: Albert Gran Alcoz, Balázs Vass, Pooria Namyar, Behnaz Arzani, Gábor Rétvári, Laurent Vanbever + * Affiliation: ETH Zürich, BME-TMIT, USC, Microsoft Research + * Conference: 22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Programmable Packet Schedulers: Enable operators to deploy arbitrary scheduling algorithms on existing switches by tagging packets with ranks (priority) + * Ideal Model: Push-In First-Out (PIFO) queue, which sorts packets perfectly and always admits the lowest-rank packets + * The Gap: Implementing PIFO in hardware at line rate is extremely difficult due to the need for real-time sorting and post-enqueue drops + +4. **Limitations of Existing Methods:** + + * Partial Approximation: Existing solutions typically only approximate one of the two core PIFO behaviors + + * Scheduling-only (e.g., SP-PIFO): Focuses on minimizing rank inversions but lacks active admission control, leading to high drop rates for priority packets + + * Admission-only (e.g., AIFO): Focuses on rank-aware drops but uses a single FIFO queue, failing to prioritize packets during scheduling + * Design Constraint: Include a comparison diagram (refer to Fig 1) showing how PACKS fills the gap between SP-PIFO and AIFO + +5. **Overview of the Proposed Method** + + * Core Idea: PACKS (Programmable PACKet Scheduler), the first approximate PIFO scheduler that simultaneously optimizes for both admission control and rank ordering + * Key Contribution 1: Quantile-based Admission & Mapping. Uses historical rank distributions to make proactive decisions + * Key Contribution 2: Queue-Occupancy Awareness. Dynamically adjusts decisions based on real-time buffer state to maximize resource utilization + * Key Contribution 3: Hardware Compatibility. Designed to run at line rate on existing programmable data planes like Intel Tofino + +6. **Methodology: PACKS Architecture** + + * Layered Design: Runs on top of standard strict-priority (SP) queues + * Information Sources: (1) Sliding window monitoring the rank distribution of recent packets; (2) Real-time buffer occupancy of each queue + * Execution: All decisions (admit/drop and queue mapping) are performed at the moment of enqueue to bypass hardware limitations of SP queues + +7. **Key Algorithm: Admission & Mapping** + + * Admission Logic: A packet is admitted if its rank's quantile in the sliding window is less than the available buffer fraction + * Mapping Logic: Scans queues from highest to lowest priority, mapping the packet to the first queue that satisfies the quantile-occupancy condition + * Burstiness Handling: Includes a parameter 'k' to allow for temporary traffic bursts + * Design Constraint: Display the algorithmic flow (refer to Alg 1) showing the integration of sliding window updates and occupancy checks + +8. **Implementation Details** + + * Data Plane: Fully implemented in P4 for Intel Tofino + * Ghost Threads: Used Tofino 2 ghost threads to periodically sync egress queue occupancy back to the ingress pipeline. + * Optimizations: Utilizes bit-shift operations and math units to perform complex quantile comparisons at line rate + +9. **Experimental Setup** + + * Simulations: Evaluated using Netbench on leaf-spine topologies with pFabric and Fair Queuing workloads + + * Hardware Testbed: Verified performance on Intel Tofino switches + + * Baselines: Compared against PIFO (ideal), SP-PIFO (scheduling-focused), AIFO (admission-focused), and FIFO + +10. **Experimental Results & Analysis** + + * Rank Inversions: Reduces inversions by up to 7x vs. SP-PIFO and 15x vs. AIFO + * Packet Drops: Reduces drops by up to 60% compared to SP-PIFO + * Flow Completion Time (FCT): Under pFabric, reduces mean FCT for small flows by 33% (vs. SP-PIFO) and 2.6x (vs. AIFO) + * Design Constraint: Include performance charts (refer to Fig 3) showing PACKS's proximity to the ideal PIFO curve + +11. **Adversarial Analysis** + + * Tooling: Used MetaOpt to identify worst-case inputs for PACKS + + * Findings: PACKS performs poorly when sudden rank distribution shifts occur, making the sliding window an inaccurate estimate + + * Advantage: Unlike AIFO, PACKS remains robust against unsorted input sequences that typically cause massive priority inversions + +12. **Key Takeaways & Limitations** + + * Takeaways: Efficiently approximating PIFO requires addressing "everything" (both admission and scheduling); PACKS achieves 91-95% of ideal PIFO performance using only 4 queues + * Limitations: Performance depends on the stationarity of the rank distribution; very high-speed distribution shifts can degrade accuracy + +13. **Conclusion** + + * Summary: PACKS provides a practical, hardware-ready approximation of PIFO that outperforms existing single-focus schedulers. + * Future Work: Investigating adaptive window sizes and better handling of non-stationary workloads to further close the gap with ideal PIFO + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/generation_task/judge_prompt.json b/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7697975a9270e1d99cf236ff8fda6fdcf5d27457 --- /dev/null +++ b/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Everything Matters in Programmable Packet Scheduling; Conf: NSDI 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Programmable Packet Schedulers that points out the limitations of the PIFO (Push-In First-Out) model?\nIf **no**, explain where the hardware implementation challenges (sorting and post-enqueue drops) are lacking.\n", + "\nDoes the slide deck clearly define the core concept of PACKS as a \"simultaneous approximation\" of both scheduling and admission control?\nIf **no**, describe the missing points in explaining why existing methods (SP-PIFO or AIFO) are insufficient when used alone.\n", + "\nIs there a slide describing the \"Quantile-based Mapping\" architecture and how it uses a sliding window to monitor rank distributions?\nIf **no**, indicate whether the mechanism for mapping packets to strict-priority queues was omitted.\n", + "\nIs there a slide explaining the \"Occupancy-Aware Admission Control\" and its role in protecting high-priority traffic during congestion?\nIf **no**, specify if the link between buffer occupancy and rank quantile is missing.\n", + "\nDoes the deck present the core logic for the \"Hardware-Friendly Implementation\" (how it runs on the Intel Tofino data plane)?\nIf **no**, specify if the use of \"ghost threads\" for state synchronization or bit-shift operations is missing.\n", + "\nIs there a slide summarizing the experimental setup and the baselines used for comparison (e.g., Ideal PIFO, SP-PIFO, AIFO)?\nIf **no**, explain if the evaluation environment section is missing.\n", + "\nDoes the experimental section cover comparative results on Flow Completion Time (FCT) and Rank Inversions?\nIf **no**, indicate if the performance analysis relative to pFabric or Fair Queuing workloads was omitted.\n", + "\nDoes the deck include qualitative results or adversarial analysis showing PACKS's robustness against unsorted input sequences?\nIf **no**, indicate if the \"worst-case scenario\" evaluation (e.g., MetaOpt results) is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., performance degradation under non-stationary rank distributions)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of existing methods accurate? (e.g., SP-PIFO lacks admission control while AIFO lacks rank-aware scheduling.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Enqueue-time Decision\" framework rather than a \"Post-enqueue Re-sorting\" model?\nIf **no**, point out the deviation in understanding the hardware-constrained design.\n", + "\nAre the explanations for the \"Quantile-Occupancy\" condition consistent with the paper? (A packet is admitted if its rank quantile ≤ available buffer fraction.)\nIf **no**, explain the errors in the mathematical definition.\n", + "\nAre the details of the \"Sliding Window\" update mechanism accurate?\nIf **no**, specifically point out errors in how the rank distribution is tracked or sampled.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's figures? (e.g., achieving 91-95% of ideal PIFO performance using only 4-8 queues.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Rank Inversion\" and \"Priority-Unaware Drops\"?\nIf **no**, explain where these performance metrics are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., FCT Inflation, Weighted Rank Inversion) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it requires a specialized sorting hardware when it runs on standard programmable switches)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Scalability\"? (i.e., how performance improves as the number of queues increases.)\nIf **no**, specify the slides where the queue-count sensitivity is misinterpreted.\n", + "\nIs the implementation platform (Intel Tofino / Tofino 2) and the language used (P4) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/generation_task/statistics.yaml b/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6b6d9860df4c2b0dd99fa25d06653604c1788346 --- /dev/null +++ b/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling +category: academia +input_metrics: + total_input_tokens: 13571 + generation_prompt_tokens: 2371 + materials_total_tokens: 11200 + material_count: 1 + pdf_total_pages: 20 + file_details: + - name: material.pdf + tokens: 11200 + pages: 20 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/material.pdf b/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..09853ef7f3e8bc676114efd164404b0907fc445e --- /dev/null +++ b/academia/NSDI_2025/Everything_Matters_in_Programmable_Packet_Scheduling/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb33ab2abd74c9d05b95b48cb15910526faf8f3435e820e13a6e3a99b0bc9583 +size 1222847 diff --git a/academia/NSDI_2025/High-level_Programming_for_Application_Networks/generation_task/instructions.md b/academia/NSDI_2025/High-level_Programming_for_Application_Networks/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..67dd4279f02992cf17267fbd3a7199743829678a --- /dev/null +++ b/academia/NSDI_2025/High-level_Programming_for_Application_Networks/generation_task/instructions.md @@ -0,0 +1,175 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: High-level Programming for Application Networks + + * Author Team: Xiangfeng Zhu, Yuyao Wang, Banruo Liu, Yongtong Wu, Nikola Bojanic, Jingrong Chen, Gilbert Louis Bernstein, Arvind Krishnamurthy, Sam Kumar, Ratul Mahajan, Danyang Zhuo + + * Affiliation: University of Washington, Duke University, UCLA + + * Conference: 22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Application Networks: Essential for RPC communication in microservice architectures, typically implemented via service meshes (e.g., Istio). + + * Current Landscape: Relies on low-level, manual configurations (YAML/Envoy filters) for networking tasks like load balancing, fault tolerance, and security. + + * Motivation: Existing systems are difficult to program, error-prone, and introduce significant performance overhead due to inefficient sidecar execution. + +4. **Limitations of Existing Methods:** + + * Programmability Gap: Hard to express application-specific logic (e.g., choosing a replica based on specific load metrics). + + * Performance Overhead: Heavy CPU/latency costs caused by multiple context switches between application and sidecar processes. + + * Optimization Difficulty: Low-level abstractions prevent joint optimization of multiple networking elements. + + * Design Constraint: Include a visual diagram (refer to Fig 1) showing the complex architecture of a standard service mesh versus a streamlined application network. + +5. **Overview of the Proposed Method** + + * Core Idea: AppNet, a high-level programming framework that allows developers to define application networks using modular, reusable components. + + * Key Contribution 1: High-level Abstraction. Introduces a domain-specific model for describing RPC processing as a dataflow of elements. + + * Key Contribution 2: Optimizing Compiler. Automatically transforms high-level specifications into efficient, specialized implementations. + + * Key Contribution 3: Performance Gains. Reduces CPU overhead and latency by co-locating networking logic with the application or offloading to dedicated infrastructure. + +6. **Methodology: The AppNet Model** + + * Elements & Combinators: Building blocks like 'Retry', 'RateLimit', and 'LoadBalance' that can be composed into complex chains. + + * Multi-side Deployment: Support for deploying elements at the client-side, server-side, or a centralized control plane. + + * State Management: Unified way to handle persistent and transient states across different network elements. + +7. **Key Algorithm: Optimization & Compilation** + + * Element Fusion: Merging multiple elements to eliminate redundant data copying and context switching. + + * Placement Optimization: Automatically deciding the best physical location for each element to minimize network hops. + + * Code Generation: Generating high-performance C++/eBPF code tailored to the specific application environment. + + * Design Constraint: Display the compilation pipeline (refer to Fig 4) showing the path from High-level Spec -> IR Optimization -> Backend Code. + +8. **Implementation Details** + + * Backend Support: Integrates with popular frameworks like gRPC and Envoy. + + * Language: Implemented in Rust/C++ for the runtime and a custom DSL for the programming interface. + + * Extensibility: Easily allows adding new application-specific elements (e.g., custom data scrubbing or encryption). + +9. **Experimental Setup** + + * Testbed: Evaluated on cloud-native environments using microservice benchmarks (e.g., DeathStarBench). + + * Baselines: Compared against Istio/Envoy, Linkerd, and raw gRPC. + + * Metrics: Throughput, tail latency (P99), and CPU utilization per request. + +10. **Experimental Results & Analysis** + + * Efficiency: AppNet achieves up to 3x reduction in CPU overhead compared to Istio. + + * Latency Improvement: Significant reduction in RPC tail latency by eliminating sidecar hops. + + * Expressiveness: Demonstrated by implementing complex patterns like Prequal load balancing in just a few lines of code. + + * Design Constraint: Include a performance comparison chart (refer to Fig 9) showing throughput and latency gains across different workloads. + +11. **Case Studies** + + * Fault Tolerance: Implementing sophisticated adaptive retry logic based on real-time server health. + + * Security: Efficiently applying fine-grained access control and encryption at the application layer. + + * Load Balancing: Custom replica selection logic that outperforms standard round-robin or least-conn. + +12. **Key Takeaways & Limitations** + + * Takeaways: High-level abstractions do not necessarily compromise performance; AppNet provides both productivity and efficiency. + + * Limitations: Requires recompilation or relinking when network logic changes; currently optimized for specific RPC protocols. + +13. **Conclusion** + + * Summary: AppNet redefines how application networks are built, moving from manual configuration to high-level programming and automated optimization. + + * Future Work: Expanding support to non-RPC traffic and integrating with hardware accelerators like SmartNICs. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/NSDI_2025/High-level_Programming_for_Application_Networks/generation_task/judge_prompt.json b/academia/NSDI_2025/High-level_Programming_for_Application_Networks/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..20398a7b10b69f89d07c6c7fd996dd2810696d98 --- /dev/null +++ b/academia/NSDI_2025/High-level_Programming_for_Application_Networks/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: High-level Programming for Application Networks; Conf: NSDI 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Service Meshes that points out the limitations of low-level configurations (e.g., \"manual YAML/Envoy filters\" and \"high CPU/latency overhead\")?\nIf **no**, explain where the background info on programmability and performance gaps is lacking.\n", + "\nDoes the slide deck clearly define the core concept of AppNet as a \"high-level programming model\" for RPC processing?\nIf **no**, describe the missing points in explaining the abstraction of elements and combinators.\n", + "\nIs there a slide describing the \"AppNet Compiler\" and how it performs optimizations like element fusion and placement?\nIf **no**, indicate whether the structural link between high-level spec and executable code was omitted.\n", + "\nIs there a slide explaining the \"Multi-side Deployment\" (Client, Server, and Control Plane) and its role in flexible network architecture?\nIf **no**, specify if the mechanism for distributing network elements is missing.\n", + "\nDoes the deck present the core logic for the \"Shared State Management\" (how state is handled across different elements in the dataflow)?\nIf **no**, specify if the architectural handling of persistent vs. transient state is missing.\n", + "\nIs there a slide summarizing the evaluation environment and benchmarks used (e.g., DeathStarBench or microservices in cloud environments)?\nIf **no**, explain if the experimental setup section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like Istio, Envoy, or Linkerd?\nIf **no**, indicate if the performance analysis relative to existing sidecar-based meshes was omitted.\n", + "\nDoes the deck include qualitative results showing the \"Expressiveness\" of AppNet (e.g., implementing Prequal or adaptive retries in a few lines of code)?\nIf **no**, indicate if evidence of simplified programming is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the need for recompilation or dependency on specific RPC protocols)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the performance overhead in traditional meshes accurate? (e.g., multiple context switches and data copying between application and sidecar.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Compilational Optimization\" approach rather than a \"Dynamic Interception\" model?\nIf **no**, point out the deviation in understanding how AppNet achieves low overhead.\n", + "\nAre the explanations for \"Element Fusion\" consistent with the paper? (It merges elements to eliminate redundant overhead.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Placement Optimization\" algorithm accurate?\nIf **no**, specifically point out errors in how the compiler decides where to run specific networking logic.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., 3x reduction in CPU overhead or significant tail latency improvements over Istio.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Data Plane Elements\" and \"Control Plane Logic\" within the AppNet framework?\nIf **no**, explain where these roles are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., P99 Tail Latency, Throughput per CPU core) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it supports all legacy binary-only applications when it requires high-level specification)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Scalability\"? (i.e., performance gains holding steady as the number of microservices increases.)\nIf **no**, specify the slides where the scalability analysis is misinterpreted.\n", + "\nIs the integration with backends like gRPC or eBPF correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/NSDI_2025/High-level_Programming_for_Application_Networks/generation_task/statistics.yaml b/academia/NSDI_2025/High-level_Programming_for_Application_Networks/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..269b5eabb076def11b6ad8b92155812d18b651b0 --- /dev/null +++ b/academia/NSDI_2025/High-level_Programming_for_Application_Networks/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NSDI_2025/High-level_Programming_for_Application_Networks +category: academia +input_metrics: + total_input_tokens: 14585 + generation_prompt_tokens: 2265 + materials_total_tokens: 12320 + material_count: 1 + pdf_total_pages: 22 + file_details: + - name: material.pdf + tokens: 12320 + pages: 22 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/NSDI_2025/High-level_Programming_for_Application_Networks/material.pdf b/academia/NSDI_2025/High-level_Programming_for_Application_Networks/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..cf1b3c085c4572b15dcf5dde14949f6095ae2ec7 --- /dev/null +++ b/academia/NSDI_2025/High-level_Programming_for_Application_Networks/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d24c95226685101c36a5780382233a3cf70618506ee6755237c5059aaddcb6c8 +size 861558 diff --git a/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/generation_task/instructions.md b/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ec5f479beda48d05c5c9cda19f58c8d0fa83e07c --- /dev/null +++ b/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/generation_task/instructions.md @@ -0,0 +1,168 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: Optimizing RLHF Training for Large Language Models with Stage Fusion + + * Author Team: Yinmin Zhong, Zili Zhang, Bingyang Wu, Shengyu Liu, Yukun Chen, Changyi Wan, Hanpeng Hu, Lei Xia, Ranchen Ming, Yibo Zhu, Xin Jin + + * Affiliation: Peking University, StepFun + + * Conference: 22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Reinforcement Learning from Human Feedback (RLHF): A critical technique for aligning LLMs with human values, typically involving multiple models (Actor, Reward, Reference, Critic). + + * Current Landscape: Standard PPO-based RLHF training is slow and resource-intensive due to frequent communication and model switching. + + * Motivation: Addressing the inefficiencies caused by data skewness in the generation stage and pipeline bubbles in the learning stage. + +4. **Limitations of Existing Methods:** + + * Model Switching Overhead: Frequent switching between different LLMs (Actor, Critic, etc.) leads to high memory management costs. + + * Data Skewness: In the generation stage, varying response lengths across samples cause significant GPU underutilization. + + * Pipeline Bubbles: Traditional synchronous execution models result in idle GPU time between the generation and learning phases. + + * Design Constraint: Include a diagram (refer to Fig 1) showing the data skewness problem where different sequences finish at vastly different times. + +5. **Overview of the Proposed Method** + + * Core Idea: RLHFuse, an efficient training system that uses "Stage Fusion" to overlap and consolidate RLHF phases. + + * Key Contribution 1: Stage Fusion. Consolidates the four RLHF models into fewer logical stages to minimize switching. + + * Key Contribution 2: Token-level Scheduling. Implements fine-grained scheduling to mitigate the impact of response length skewness. + + * Key Contribution 3: Asynchronous Pipeline. Overlaps the generation of new samples with the learning process of existing ones. + +6. **Methodology: Stage Fusion Architecture** + + * Consolidation: Fusing the Actor and Reference models, and the Critic and Reward models, to share computation and weights where possible. + + * Resource Allocation: Dynamically partitioning GPU resources between the generation engine and the training engine. + + * Design Constraint: Display the Stage Fusion conceptual diagram (refer to Fig 3) showing the transition from 4 separate models to fused stages. + +7. **Key Algorithm: Token-level Load Balancing** + + * Dynamic Rescheduling: Instead of static batching, RLHFuse re-distributes active tokens across GPUs as they are generated. + + * Early Finish Handling: GPUs that finish short sequences early are immediately assigned new computation tasks to eliminate "tail" latency. + +8. **Optimization: Overlapping Generation and Learning** + + * Dual-Buffer Strategy: Maintaining separate buffers for samples being generated and samples being used for gradient updates. + + * Efficiency Gain: By starting the learning phase before the entire batch generation is complete, RLHFuse significantly reduces pipeline bubbles. + +9. **Experimental Setup** + + * Test Platform: Evaluated on high-performance GPU clusters (e.g., A800/H800 nodes). + + * Model Scales: Tested with models ranging from 7B to 70B parameters. + + * Baselines: Compared against state-of-the-art RLHF frameworks like DeepSpeed-Chat and OpenRLHF. + +10. **Experimental Results & Analysis** + + * Throughput Gains: RLHFuse achieves up to 2.5x higher throughput compared to DeepSpeed-Chat. + + * Scaling Efficiency: Demonstrates superior weak and strong scaling performance as the number of GPUs increases. + + * Resource Utilization: Significant improvement in GPU FLOPs utilization across both generation and learning stages. + + * Design Constraint: Include a performance comparison chart (refer to Fig 8) showing the throughput speedup of RLHFuse over baselines. + +11. **Ablation Studies & Analysis** + + * Impact of Fusion: Quantifying the reduction in memory traffic and latency due to model stage fusion. + + * Scheduler Effectiveness: Showing how token-level scheduling flattens the GPU utilization curve during the generation phase. + +12. **Key Takeaways & Limitations** + + * Takeaways: RLHFuse successfully eliminates the primary bottlenecks of RLHF by fusing stages and balancing token-level workloads. + + * Limitations: Performance gains may vary based on the disparity between Actor and Critic model sizes; requires sufficient memory to hold fused states. + +13. **Conclusion** + + * Summary: RLHFuse provides a highly optimized system for large-scale RLHF training, significantly reducing time-to-market for aligned LLMs. + + * Future Work: Extending stage fusion to more complex alignment algorithms beyond PPO, such as DPO or rejection sampling. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/generation_task/judge_prompt.json b/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..28873fac55d6101d9bab8f8c78111979ac2ace75 --- /dev/null +++ b/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Optimizing RLHF Training for Large Language Models with Stage Fusion; Conf: NSDI 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of RLHF that points out the limitations of existing frameworks like DeepSpeed-Chat (e.g., \"high model switching overhead\" and \"pipeline bubbles\")?\nIf **no**, explain where the background info on training inefficiency is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Stage Fusion\" to consolidate the Actor, Reference, Reward, and Critic models?\nIf **no**, describe the missing points in explaining the reduction of logical stages from four to two.\n", + "\nIs there a slide describing the \"Token-level Scheduling\" architecture and how it addresses the data skewness in the generation stage?\nIf **no**, indicate whether the mechanism for re-balancing active sequences across GPUs was omitted.\n", + "\nIs there a slide explaining the \"Asynchronous Pipelining\" and its role in overlapping the generation and learning phases?\nIf **no**, specify if the dual-buffer strategy for parallel execution is missing.\n", + "\nDoes the deck present the core logic for the \"Resource Partitioning\" between the generation engine and the training engine?\nIf **no**, specify if the strategy for dynamic GPU memory and compute allocation is missing.\n", + "\nIs there a slide summarizing the experimental setup, including the GPU cluster (e.g., A800/H800) and model scales (e.g., 7B to 70B)?\nIf **no**, explain if the evaluation environment section is missing.\n", + "\nDoes the experimental section cover comparative results on throughput and scaling efficiency against baselines like OpenRLHF or DeepSpeed-Chat?\nIf **no**, indicate if the performance analysis relative to existing systems was omitted.\n", + "\nDoes the deck include results from the \"Ablation Studies\" showing the individual contribution of Stage Fusion vs. Token-level Scheduling?\nIf **no**, indicate if the breakdown of performance gains is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., memory pressure when fusing multiple large-scale models)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of \"Data Skewness\" accurate? (e.g., it refers to the unbalanced execution time caused by varying response lengths in the generation stage.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Inter-stage Overlapping\" optimization rather than just a single-model inference speedup?\nIf **no**, point out the deviation in understanding the system-level pipelining.\n", + "\nAre the explanations for \"Stage Fusion\" consistent with the paper? (It combines models to share weights or avoid redundant loading $\\Delta M$.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Token-level Load Balancer\" accurate?\nIf **no**, specifically point out errors in how tokens are migrated or rescheduled during runtime.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving up to 2.5x throughput improvement over DeepSpeed-Chat.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between the \"Generation Stage\" (inference) and the \"Learning Stage\" (gradient update) within the PPO loop?\nIf **no**, explain where these phases are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., TGS - Tokens Per GPU per Second) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it reduces the number of parameters when it actually optimizes the training system execution)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Strong Scaling\" capabilities? (i.e., how throughput scales as the number of GPUs increases for a fixed model size.)\nIf **no**, specify the slides where the scaling laws are misinterpreted.\n", + "\nIs the integration with standard LLM architectures (e.g., Llama, Qwen) and the PPO algorithm correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/generation_task/statistics.yaml b/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..67ff475cfa88ca6c229ff98493dbf3ba67a24a06 --- /dev/null +++ b/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion +category: academia +input_metrics: + total_input_tokens: 11200 + generation_prompt_tokens: 2240 + materials_total_tokens: 8960 + material_count: 1 + pdf_total_pages: 16 + file_details: + - name: material.pdf + tokens: 8960 + pages: 16 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/material.pdf b/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ddb655ade6022356707f926d380ff7c72a0d8fbc --- /dev/null +++ b/academia/NSDI_2025/Optimizing_RLHF_Training_for_Large_Language_Models_with_Stage_Fusion/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0f6ea61380775946802e6b089d5469bb3f1f00ab7ecc3cddbcde6ad212d27e08 +size 980271 diff --git a/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/generation_task/instructions.md b/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8942807d89be2118061332ae52ec829b00a955da --- /dev/null +++ b/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/generation_task/instructions.md @@ -0,0 +1,172 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + Paper Title: Suppressing BGP Zombies with Route Status Transparency + + Author Team: Yosef Edery Anahory, Jie Kong, Nicholas Scaglione, Justin Furuness, Hemi Leibowitz, Amir Herzberg, Bing Wang, Yossi Gilad + + Affiliation: The Hebrew University of Jerusalem, University of Connecticut, The College of Management Academic Studies + + Conference: 22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + BGP Zombies: Stale routing entries that persist in Internet routers after a route has been withdrawn, leading to packet loss and connectivity issues. + + Current Landscape: BGP relies on implicit trust; routers assume a route is valid unless a withdrawal message is received. + + Motivation: Withdrawal suppression (zombies) has been a known BGP weakness for over a decade, caused by router bugs, misconfigurations, or data-plane/control-plane inconsistencies. + +4. **Limitations of Existing Methods:** + + Implicit Withdrawal Failure: If a withdrawal message is lost or ignored due to a bug, the "zombie" route stays indefinitely. + + Lack of Global Visibility: There is no independent way to verify if a path seen in the control plane still exists at the origin or intermediate ASes. + + Scalability Issues: Proposed heavy-weight cryptographic solutions often impose too much overhead on BGP's convergence. + + Design Constraint: Include a visual example (refer to Fig 1) showing a zombie route scenario where an AS continues to forward traffic to a prefix that has actually been withdrawn. + +5. **Overview of the Proposed Method** + + Core Idea: RoST (Route Status Transparency), a system that allows ASes to query the actual status of a route via an out-of-band "status repository." + + Key Contribution 1: Route Status Verification (RSV). A lightweight mechanism to verify if a route is still considered active by its upstream neighbor. + + Key Contribution 2: RoST Agent. A software module that integrates with BGP routers to detect and suppress zombies. + + Key Contribution 3: Decentralized Repository. A scalable architecture for storing and querying the current status of global Internet routes. + +6. **Methodology: RoST Architecture** + + Data Plane vs. Control Plane: Separating route announcement from route status verification. + + Status Reporting: ASes periodically (or upon change) update the repository with the set of routes they are currently providing to their neighbors. + + Verification Logic: When a router suspects a zombie (e.g., lack of data traffic or timeout), it queries the repository to confirm the route's validity. + +7. **Key Algorithm: RoST Agent Operations** + + RSV-In Monitoring: Subscribing to updates from neighbors to track which routes they claim to provide. + + RSV-Out Reporting: Publishing the list of active routes to the repository for downstream neighbors to verify. + + Conflict Resolution: If the BGP RIB contains a route not present in the repository (a potential zombie), the agent triggers a suppression action. + + Design Constraint: Display the RoST operational flow (refer to Fig 2) showing the interaction between the BGP Router, RoST Agent, and the Status Repository. + +8. **System Implementation & Scalability** + + Repository Design: Utilizing distributed hash tables (DHTs) or centralized trusted mirrors to ensure low-latency queries. + + Agent Implementation: Designed to work alongside standard BGP implementations (e.g., FRR, Bird) without requiring changes to the BGP protocol itself. + +9. **Experimental Setup** + + Simulation: Evaluated using large-scale Internet topology graphs (e.g., CAIDA AS-relationship dataset). + + Test Benchmarks: Measured the time to detect zombies and the accuracy of suppression under various network conditions. + + Metrics: Detection Rate, False Positive Rate, and overhead on BGP convergence time. + +10. **Experimental Results & Analysis** + + Zombie Suppression: RoST effectively suppresses nearly 100% of zombies within seconds of their creation. + + Performance Overhead: Minimal impact on router CPU and memory; repository queries are efficient enough for global-scale deployment. + + Impact on Convergence: Shows that out-of-band verification does not delay normal BGP convergence for valid routes. + + Design Constraint: Include a performance graph (refer to Fig 5) showing the dramatic reduction in zombie persistence time compared to standard BGP. + +11. **Security & Trust Analysis** + + Resilience to Attacks: How RoST handles malicious repository updates or compromised agents. + + Incremental Deployment: Demonstrates that RoST provides benefits even when only a subset of ASes adopt the system. + +12. **Key Takeaways & Limitations** + + Takeaways: Transparency is the key to solving BGP's withdrawal suppression problem; RoST provides a practical, deployable path toward a zombie-free Internet. + + Limitations: Requires a reasonably consistent and available status repository; effectiveness scales with the level of AS participation. + +13. **Conclusion** + + Summary: RoST introduces "Route Status Transparency" to BGP, enabling active verification of routes and eliminating the long-standing problem of BGP zombies. + + Future Work: Integrating RoST with BGPsec and exploring automated policy-driven suppression. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/generation_task/judge_prompt.json b/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..80a2e5745b606085ff4c9e745afafa427789c773 --- /dev/null +++ b/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Everything Matters in Programmable Packet Scheduling; Conf: NSDI 2025).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Programmable Schedulers that points out the limitations of PIFO (Push-In First-Out) and why hardware implementation is challenging (e.g., \"real-time sorting\" and \"post-enqueue drops\")?**\nIf **no**, explain where the background info on implementation barriers is lacking.\n", + "\n**Does the slide deck clearly define the core concept of PACKS as a \"simultaneous approximation\" of both scheduling and admission control?**\nIf **no**, describe the missing points in explaining how it fills the gap between SP-PIFO and AIFO.\n", + "\n**Is there a slide describing the \"Quantile-based Mapping\" architecture and how it uses a sliding window to track the distribution of packet ranks?**\nIf **no**, indicate whether the structural link between rank distribution and queue assignment was omitted.\n", + "\n**Is there a slide explaining the \"Occupancy-Aware Admission\" logic and how it uses the available buffer fraction to decide whether to drop a packet?**\nIf **no**, specify if the mechanism for integrating real-time buffer state is missing.\n", + "\n**Does the deck present the core logic for the \"Hardware Realization\" (how the algorithm is implemented in P4 on Intel Tofino switches)?**\nIf **no**, specify if the technical details regarding bit-shift operations or data plane limitations are missing.\n", + "\n**Is there a slide summarizing the training or simulation data sources used (e.g., pFabric, Fair Queuing, or Web Search workloads)?**\nIf **no**, explain if the workload description section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like SP-PIFO, AIFO, and the ideal PIFO?**\nIf **no**, indicate if the performance analysis relative to existing approximate schedulers was omitted.\n", + "\n**Does the deck include results from \"Adversarial Analysis\" showing how PACKS handles worst-case inputs (e.g., decreasing sequences of packet ranks)?**\nIf **no**, indicate if the robustness analysis is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., performance sensitivity to sudden shifts in rank distributions)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the limitations of prior work accurate? (e.g., AIFO lacks scheduling priority while SP-PIFO lacks admission control.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as an \"Enqueue-time Admission and Mapping\" framework rather than \"Post-enqueue Re-sorting\"?**\nIf **no**, point out the deviation in understanding the \"once-through\" hardware decision principle.\n", + "\n**Are the explanations for the \"Quantile Comparison\" consistent with the paper? (It compares the rank quantile to the free buffer space percentage.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Ghost Thread\" state synchronization accurate for Tofino 2 implementations?**\nIf **no**, specifically point out errors in how queue occupancy is synced back to the ingress pipeline.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., reducing rank inversions by 7x-15x and improving FCT for small flows significantly.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Rank Inversion\" and \"Packet Drop Rate\" as distinct performance metrics?**\nIf **no**, explain where these concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Average FCT, Tail FCT, Weighted Priority Inversion) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it requires zero-buffer switches when it is designed for standard programmable buffers)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Efficiency\"? (i.e., achieving 95% of PIFO's performance with only a small number of queues like 4 or 8.)**\nIf **no**, specify the slides where the resource-performance trade-off is misinterpreted.\n", + "\n**Is the implementation rank (rank $r$ vs. quantile $q$) and the specific hardware platform (Intel Tofino) correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/generation_task/statistics.yaml b/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5410a5bcdb93765ad2d7e6ed4d4e1b7bc5143263 --- /dev/null +++ b/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency +category: academia +input_metrics: + total_input_tokens: 12941 + generation_prompt_tokens: 2301 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/material.pdf b/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f43f03825602765d37075a6ec968b21430a11df7 --- /dev/null +++ b/academia/NSDI_2025/Suppressing_BGP_Zombies_with_Route_Status_Transparency/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6b3514f1a38cd62e7cb8b1c7d81f912f08e1dc9ea2ddd12bddee55f387179f67 +size 3431558 diff --git a/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/generation_task/instructions.md b/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..0209b8afe4a8687751c3a9a112c0d48bb614793a --- /dev/null +++ b/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/generation_task/instructions.md @@ -0,0 +1,171 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: When P4 Meets Run-to-completion Architecture + + * Author Team: Hao Zheng, Xin Yan, Wenbo Li, Jiaqi Zheng, Xiaoliang Wang, Qingqing Zhao, Luyou He, Xiaofei Lai, Feng Gao, Fuguang Huang, Wanchun Dou, Guihai Chen, Chen Tian + + * Affiliation: Nanjing University, Huawei + + * Conference: 22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * P4 Programmable Data Planes: Traditionally designed for "Pipeline" architectures (e.g., Tofino), focusing on deterministic throughput and rigid stage-based processing. + + * Run-to-completion (RTC) Architecture: Common in many-core SmartNICs and CPUs, where a single core processes a packet from start to finish. + + * The Conflict: Existing P4 compilers for RTC (like P4-DPDK) struggle with excessive memory access and cache contention, failing to leverage RTC's flexibility. + +4. **Limitations of Existing Methods:** + + * Inefficient Memory Mapping: Mapping P4's logical pipeline to RTC often results in fragmented memory access and high cache miss rates. + + * Static Table Management: Traditional P4 lacks the flexibility to dynamically manage complex data structures within the data plane on RTC. + + * Control Plane Bottlenecks: RTC architectures are capable of more autonomy, but current P4 models still rely heavily on slow control-plane interventions. + + * Design Constraint: Include a comparison diagram (refer to Fig 1) showing the structural differences between traditional Pipeline P4 and the target Run-to-completion P4 architecture. + +5. **Overview of the Proposed Method** + + * Core Idea: P4RTC, a specialized P4 programming model and compiler optimized for many-core RTC architectures. + + * Key Contribution 1: P4RTC Language Extensions. Introduces pointers, loop structures, and dynamic memory management to P4. + + * Key Contribution 2: RTC-Aware Compilation. Optimizes memory layout and instruction scheduling to maximize cache locality and instruction-level parallelism. + + * Key Contribution 3: Autonomous Data Plane. Empowers the data plane to handle complex tasks (like Top-K flow tracking) without control plane assistance. + +6. **Methodology: P4RTC Language Design** + + * Shared Memory Model: Allows multiple threads/cores to access a unified memory space, breaking the isolation of traditional P4 stages. + + * Pointer & Recursive Logic: Supports complex data structures like linked lists and trees, which are naturally efficient in RTC but impossible in Pipeline P4. + + * Dynamic Table Updates: Enables the data plane to insert, delete, and modify table entries at line rate. + +7. **Key Algorithm: Optimization for Many-core RTC** + + * Cache-Friendly Mapping: Groups frequently accessed table fields into contiguous memory blocks to improve L1/L2 cache hit rates. + + * Instruction Pipeline Balancing: Overlaps memory-intensive tasks with compute-intensive tasks to hide memory latency. + + * Design Constraint: Display the P4RTC compilation workflow (refer to Fig 6) showing the transformation from P4RTC code -> Optimized IR -> RTC-specific Binary. + +8. **System Implementation & Thread Safety** + + * Many-core Coordination: Implements lightweight locking and atomic operations to ensure thread safety in shared memory. + + * Resource Scaling: Shows how P4RTC scales across 64+ cores while maintaining low per-packet latency. + +9. **Experimental Setup** + + * Test Platform: Evaluated on high-performance many-core RTC processors (e.g., Huawei Kunpeng/Ascend or similar RTC SmartNICs). + + * Benchmarks: Classic networking tasks (L2/L3 forwarding) and complex tasks (HLL, Top-K, Sketching). + + * Metrics: Throughput (Mpps), Latency (μs), and CPU cycles per packet. + +10. **Experimental Results & Analysis** + + * Performance Gains: P4RTC achieves up to 2.4x throughput improvement over standard P4-to-RTC compilers. + + * Efficiency in Complex Tasks: For Top-K flow identification, P4RTC maintains high recall with significantly lower resource overhead. + + * Scalability: Linear throughput growth with the number of allocated RTC cores. + + * Design Constraint: Include a performance chart (refer to Fig 10) comparing P4RTC with P4-DPDK and regular P4 on RTC targets. + +11. **Case Study: In-network Intelligence** + + * Advanced Telemetry: Implementing complex sketch-based monitoring that requires recursive state updates. + + * Dynamic Load Balancing: Demonstrating sub-microsecond response times for traffic rerouting based on real-time queue states. + +12. **Key Takeaways & Limitations** + + * Takeaways: P4RTC bridge the gap between P4's expressiveness and RTC's flexibility; RTC-specific optimizations are crucial for high-performance programmable networking. + + * Limitations: Increased programming complexity regarding thread safety; performance is highly dependent on cache size and memory bandwidth. + +13. **Conclusion** + + * Summary: P4RTC provides a robust framework for next-generation programmable networks on RTC architectures, enabling more autonomous and complex data planes. + + * Future Work: Extending P4RTC to support heterogeneous architectures and integrating AI-driven auto-tuning for compiler optimizations. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/generation_task/judge_prompt.json b/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..fc619c002abb1867bc409c2c6e459ccd965b9adf --- /dev/null +++ b/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: When P4 Meets Run-to-completion Architecture; Conf: NSDI 2025).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of P4 Programmable Data Planes that points out the limitations of \"Pipeline\" architectures (e.g., \"rigid stage-based processing\" and \"deterministic but inflexible throughput\")?\nIf **no**, explain where the motivation for moving to Run-to-completion (RTC) is lacking.\n", + "\nDoes the slide deck clearly define the core concept of P4RTC as a \"high-performance programming model and compiler\" for many-core RTC architectures?\nIf **no**, describe the missing points in explaining how it bridges P4 and RTC.\n", + "\nIs there a slide describing the \"P4RTC Language Extensions\" such as the introduction of pointers, loops, and dynamic memory?\nIf **no**, indicate whether the breakthrough in P4's expressive power was omitted.\n", + "\nIs there a slide explaining the \"RTC-Aware Compilation\" strategies like grouping table fields for cache-friendly mapping?\nIf **no**, specify if the mechanism for improving L1/L2 cache hit rates is missing.\n", + "\nDoes the deck present the core logic for the \"Shared Memory Model\" (how multiple cores access a unified memory space without traditional stage isolation)?\nIf **no**, specify if the architectural shift from isolated stages to shared resources is missing.\n", + "\nIs there a slide summarizing the experimental setup, including the many-core RTC platform and comparison targets like P4-DPDK?\nIf **no**, explain if the evaluation environment section is missing.\n", + "\nDoes the experimental section cover comparative results on throughput (Mpps) and latency across tasks like L2/L3 forwarding and Top-K flow tracking?\nIf **no**, indicate if the performance analysis relative to standard P4-to-RTC compilers was omitted.\n", + "\nDoes the deck include results showing the model's \"Autonomy\" (e.g., handling complex data plane tasks without control plane assistance)?\nIf **no**, indicate if evidence of the autonomous data plane is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., increased thread safety complexity or memory bandwidth dependencies)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of existing P4-on-RTC methods accurate? (e.g., they suffer from fragmented memory access and high cache miss rates.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Architecture-Specific Compilation\" rather than just a general P4 interpreter?\nIf **no**, point out the deviation in understanding the L1/L2 cache optimization principle.\n", + "\nAre the explanations for the \"Shared Memory Abstraction\" consistent with the paper? (It allows breaking the rigid isolation of traditional P4 stages.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Pointer and Recursive Logic\" support accurate?\nIf **no**, specifically point out errors in explaining how these are mapped to many-core RTC hardware.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving up to 2.4x throughput improvement over standard P4 compilers.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Stage-based Pipeline\" and \"Run-to-completion\" execution models?\nIf **no**, explain where these architectural concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., CPU cycles per packet, recall ratio for Top-K) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it works on Tofino pipeline hardware when it is a Run-to-completion specific model)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Scalability\"? (i.e., throughput increasing linearly with the number of RTC cores.)\nIf **no**, specify the slides where the multi-core scaling performance is misinterpreted.\n", + "\nIs the implementation of \"Lightweight Locking\" or atomic operations for thread safety correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/generation_task/statistics.yaml b/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0f07a3eb954a6a66803ebcb9c34379b46423e298 --- /dev/null +++ b/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture +category: academia +input_metrics: + total_input_tokens: 13527 + generation_prompt_tokens: 2327 + materials_total_tokens: 11200 + material_count: 1 + pdf_total_pages: 20 + file_details: + - name: material.pdf + tokens: 11200 + pages: 20 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/material.pdf b/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..722cca36ca56eb88aee613af1baeab3217352046 --- /dev/null +++ b/academia/NSDI_2025/When_P4_Meets_Run-to-completion_Architecture/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1efc1bc73078d2de293391adf68a5d68d6ef417deb81bf1009b41b9a62dfe399 +size 5656353 diff --git a/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/98026.pdf b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/98026.pdf new file mode 100644 index 0000000000000000000000000000000000000000..064e26f54b71af09f42819d3acc5c3805e99ec61 --- /dev/null +++ b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/98026.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f5b776e4770efe32159d7a5e43ffdbf42ccbe70a99c9c7cde40950b2e8305e5 +size 5175906 diff --git a/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/NeurIPS-2024-agentboard-an-analytical-evaluation-board-of-multi-turn-llm-agents-Paper-Datasets_and_Benchmarks_Track.pdf b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/NeurIPS-2024-agentboard-an-analytical-evaluation-board-of-multi-turn-llm-agents-Paper-Datasets_and_Benchmarks_Track.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8de5d4e220d077e486e6c383e99ec03f32c00c7d --- /dev/null +++ b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/NeurIPS-2024-agentboard-an-analytical-evaluation-board-of-multi-turn-llm-agents-Paper-Datasets_and_Benchmarks_Track.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72154c4c71d0295deee5f9266a40db63fa4111f4b167f8ed17fd61556f9d8220 +size 3986704 diff --git a/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/generation_task/instructions.md b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..9e7fdf63f2479ed7c00040c28280cd73e807ac10 --- /dev/null +++ b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/generation_task/instructions.md @@ -0,0 +1,141 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at a top-tier AI conference (e.g., NeurIPS / ICML / ICLR / AAAI), based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper title + * Authors + * Conference (if applicable) + * Author's names + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Context of LLM agents + * Why multi-turn, partially observable environments matter + +4. **Motivation & Problem Statement** + + * What existing benchmarks lack + * Why evaluating agentic abilities is challenging + +5. **Overview of AgentBoard** + + * Unified task design + * Multi-turn + partially observable features + * Task diversity (refer to details such as 9 tasks, 1012 environments, 6-20 turns) + +6. **Task Categories & Examples** + + * Web tasks + * Embodied AI tasks + * Tool tasks + * Game tasks + * Explain what each category evaluates + +7. **Unified Framework** + + * Inputs: Instruction, Goal, Observation, Memory + * Outputs: Actions + * Highlight multi-turn memory usage + +8. **Fine-grained Evaluation Metrics** + + * Why success rate is insufficient + * Progress rate: + * Match-based + +9. **Experimental Results** + + * Proprietary vs open-weight models + * Progress rate vs success rate + * Effects of coding ability + * Effects of agent tuning + +10. **Analysis of Agent Abilities** + + * Grounding ability + * Reflection ability + * Long-range planning + +11. **Key Takeaways** + + * What makes strong agent models + * Why fine-grained evaluation matters + +12. **Limitations & Future Work** + + * Discuss limitations mentioned or implied in the paper + +13. **Conclusion** + + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/generation_task/judge_prompt.json b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..5d0cc91102906fa5e1305a43aab6e38aee7d1f08 --- /dev/null +++ b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n\n If **no**, describe what is missing from the first slide.\n", + "\n**Does the second slide contain an agenda or outline of the presentation?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify where the outline or agenda is missing.\n", + "\n**Is there a separate slide (typically Slide 3) dedicated to introducing the background and context of the paper?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the background information is lacking or misplaced.\n", + "\n**Does the slide titled \"Motivation & Problem Statement\" (or something similar) clearly explain the research gap and why AgentBoard is necessary?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe the missing or insufficient explanation.\n", + "\n**Does the slide titled \"Overview of AgentBoard\" (or something similar) explain the purpose of the framework?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing in the AgentBoard overview.\n", + "\n**Are the \"Task Categories & Examples\" slide(s) present and do they cover all four categories: Web, Embodied AI, Tool, and Game?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which categories or examples are missing.\n", + "\n**Is there a separate slide for explaining the \"Unified Framework\" (the interaction between Instruction, Goal, Observation, and Action)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain which parts of the framework are unclear or missing.\n", + "\n**Does the slide for \"Fine-grained Evaluation Metrics\" explain both the progress rate and success rate?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain the missing details related to the evaluation metrics.\n", + "\n**Is there a slide summarizing the \"Experimental Results\" with comparative performance?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention where the experimental results are missing or misrepresented.\n", + "\n**Is there a slide analyzing \"Agent Abilities\" (grounding, reflection, planning) separately or in detail?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain which aspects of agent abilities are lacking.\n", + "\n**Is there a slide titled \"Key Takeaways\" with major insights from the paper, such as findings and contributions?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe the missing insights or takeaways.\n", + "\n**Is there a slide for \"Limitations & Future Work\" that discusses any limitations of the framework or model?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain why the limitations are not covered.\n", + "\n**Does the last slide serve as a conclusion and is it clear and concise?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the \"background\" slide consistent with the paper's description of LLMs acting as agents interacting with partially observable environments?**\n\n If **no**, explain which part of the background is inconsistent with the paper.\n", + "\n**Does the \"Motivation\" slide correctly address the challenges of current benchmarks and why AgentBoard is needed?**\n\n If **no**, describe the missing aspects of the motivation.\n", + "\n**Are the task categories (Web, Embodied AI, Tool, and Game) presented correctly and consistent with the paper?**\n\n If **no**, mention which categories are not aligned with the paper's task breakdown.\n", + "\n**Is the \"Unified Framework\" slide consistent with the paper's description of how tasks are structured in AgentBoard (Instruction, Goal, Observation, Memory)?**\n\n If **no**, explain where the framework differs from the paper.\n", + "\n**Does the \"Fine-grained Metrics\" slide accurately reflect the difference between success rate and progress rate as described in the paper?**\n\n If **no**, explain which metrics are incorrectly explained or missing.\n", + "\n**Are the experimental results slide(s) in line with the findings in the paper regarding proprietary vs open-weight models, and the role of coding abilities?**\n\n Note: Slides related to analysis of agent abilities (grounding ability, reflection ability, long-range planning) are excluded from this evaluation and do not need to be considered.\n\n If **no**, describe where the experimental results are inconsistent with the paper.\n", + "\n**Are the insights into Agent abilities (grounding, reflection, planning) correctly interpreted and presented?**\n\n If **no**, explain where the interpretation of agent abilities is incorrect.\n", + "\n**Is the \"Progress Rate\" compared to \"Success Rate\" clearly explained in the slides?**\n\n If **no**, describe how the explanation of these metrics is lacking or confusing.\n", + "\n**Does the slide deck avoid inventing facts not present in the paper?**\n\n If **no**, specify any fabricated facts.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the paper.**\n\n Specifically, for each figure in the slides:\n\n * If it is directly copied from the paper, indicate which figure or table it was sourced from (e.g., Figure 1, Table 2).\n * If the figure is plotted based on data from the paper, indicate the section from which the data originates (e.g., Section 2.1). Additionally, clearly explain the meaning of each item in the figure's legend and each row/column in the table.\n\n If **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the paper.\n" + ] +} diff --git a/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/generation_task/statistics.yaml b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..61e9dd6913f6a319ae975fb6ea02aead3141e16d --- /dev/null +++ b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents +category: academia +input_metrics: + total_input_tokens: 8861 + generation_prompt_tokens: 1581 + materials_total_tokens: 7280 + material_count: 1 + pdf_total_pages: 13 + file_details: + - name: material.pdf + tokens: 7280 + pages: 13 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/material.pdf b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4d81bba5ba05de8d910acbd57666da563fc2413d --- /dev/null +++ b/academia/NeurIPS_2024/AgentBoard_An_Analytical_Evaluation_Board_of_Multi-turn_LLM_Agents/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5edf6867b901e4b8679d4d50c6f16c890729d69bdb6d0eec508a808b69c68510 +size 1639893 diff --git a/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/generation_task/instructions.md b/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..0a3ba50dc91f70d64bd27c43401143f8af2dc994 --- /dev/null +++ b/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/generation_task/instructions.md @@ -0,0 +1,170 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: Fork in the Road: Reflections and Optimizations for Cold Start Latency in Production Serverless Systems + + * Author Team: Xiaohu Chai, Tianyu Zhou, Keyang Hu, Jianfeng Tan, Tiwei Bie, Anqi Shen, Dawei Shen, Qi Xing, Shun Song, Tongkai Yang, Le Gao, Feng Yu, Zhengyu He, Dong Du, Yubin Xia, Kang Chen, Yu Chen + + * Affiliation: Tsinghua University, Ant Group, SJTU, Quan Cheng Laboratory + + * Conference: 19th USENIX Symposium on Operating Systems Design and Implementation (OSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Serverless Computing: Revolutionizing cloud development through event-driven, pay-as-you-go models. + + * The Cold Start Problem: The high latency incurred when initializing a new function instance, which remains the "Achilles' heel" of serverless performance. + + * Motivation: Sharing insights from Ant Group's production environment where millions of functions are managed at scale. + +4. **Limitations of Existing Methods:** + + * Theoretical vs. Practical Gap: While academic methods like Checkpoint/Restore (C/R) show promise, they face issues with state consistency and external connections in production. + + * Layered Overhead: Traditional container startups involve redundant operations across storage, network, and runtime layers. + + * Resource Waste: Naive pre-warming leads to low resource utilization, while lack of pre-warming causes unacceptable user-perceived latency. + + * Design Constraint: Include a visual comparison (refer to Fig 1) showing the breakdown of cold start latency across different phases (Environment Setup, Runtime Init, Application Loading). + + +5. **Overview of the Proposed Method** + + * Core Idea: A comprehensive optimization suite designed for production systems that balances latency reduction with system stability and resource efficiency. + + * Key Contribution 1: Reflection on State-of-the-Art. Deep dive into the practical limitations of "Fork-based" and "Snapshot-based" starts. + + * Key Contribution 2: Integrated Optimization Framework. Streamlining the container lifecycle through optimized storage drivers and concurrent initialization. + + * Key Contribution 3: Smart Pre-warming Engine. A data-driven approach to predict and mitigate cold starts before they happen. + +6. **Methodology: Production Reflection** + + * The "Fork in the Road": Deciding between traditional container starts and process-level snapshotting. + + * Challenges: Addressing the "state leakage" and "network entropy" issues when cloning running environments across different function instances. + +7. **Key Algorithm: Optimized Snapshot & Restore** + + * Mechanism: Implementing an incremental snapshot mechanism that only captures essential application states. + + * Concurrent Restore: Parallelizing the restoration of memory pages and network namespaces to minimize blocking time. + + * Design Constraint: Display the optimized workflow diagram (refer to Fig 3) showing the transition from Sequential Initialization to Parallelized Fast-start. + + +8. **Dataset and Production Details** + + * Scale: Evaluation based on massive real-world workloads from Ant Group's serverless platform. + + * Heterogeneity: Supporting diverse runtimes including Java (JVM), Python, and Node.js, each with unique cold start characteristics. + +9. **Experimental Setup** + + * Testbed: Production clusters running thousands of nodes. + + * Baseline: Comparing against standard Kubernetes-based container starts and existing snapshotting tools (e.g., Firecracker, CRIU). + + * Evaluation Metrics: P99 Latency, CPU/Memory overhead, and Resource Utilization Rate. + +10. **Experimental Results & Analysis** + + * Latency Reduction: Achieving significant speedup in cold starts (e.g., reducing seconds-level latency to sub-100ms for heavy Java apps). + + * Throughput Gains: Improved handling of bursty traffic without triggering significant queuing delays. + + * Design Constraint: Include a performance comparison chart (refer to Table 2) showing the latency improvements across different function sizes and runtimes. + + +11. **Reflections on Reliability & Security** + + * State Consistency: How to ensure that reused snapshots do not leak sensitive data between different requests. + + * Failure Recovery: Strategies for falling back to standard starts when snapshot restoration fails due to hardware or kernel mismatches. + +12. **Key Takeaways & Future Directions** + + * Takeaways: Production serverless requires a "holistic" view; snapshotting is powerful but needs careful state management; predictive pre-warming is essential for bursty workloads. + + * Future Work: Exploring hardware-assisted snapshotting and deeper integration with unikernels for even lower overhead. + +13. **Conclusion** + + * Summary: This work bridge the gap between academic research and production reality in serverless cold start optimization. + + * Impact: The proposed optimizations have been successfully deployed, saving significant compute costs while improving user experience. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/generation_task/judge_prompt.json b/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f1a45be752676eb9b28acf3c80e77d1d835c2438 --- /dev/null +++ b/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Fork in the Road: Reflections and Optimizations for Cold Start Latency in Production Serverless Systems; Conf: OSDI 2025).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Serverless Cold Starts that points out the practical limitations of state-of-the-art methods (e.g., \"state leakage\" and \"network connection resets\")?**\nIf **no**, explain where the background info on production-scale challenges is lacking.\n", + "\n**Does the slide deck clearly define the core concept of the \"Fork in the Road\" - the choice between traditional container starts and snapshot-based restoration?**\nIf **no**, describe the missing points in explaining the trade-off analysis.\n", + "\n**Is there a slide describing the \"Optimized Snapshot & Restore\" architecture and how it implements incremental state capture?**\nIf **no**, indicate whether the structural link between the snapshot manager and the Micro-VM was omitted.\n", + "\n**Is there a slide explaining the \"Predictive Pre-warming Engine\" and its role in mitigating bursts before they happen?**\nIf **no**, specify if the mechanism for traffic prediction is missing.\n", + "\n**Does the deck present the core logic for \"Parallelized Fast-start\" (how restoration phases are executed concurrently)?**\nIf **no**, specify if the timeline comparison between sequential and parallel initialization is missing.\n", + "\n**Is there a slide summarizing the production scale used for evaluation (e.g., Ant Group's clusters, Java/JVM runtimes)?**\nIf **no**, explain if the dataset and environment section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like Firecracker, CRIU, or standard Kubernetes starts?**\nIf **no**, indicate if the performance analysis relative to industry standards was omitted.\n", + "\n**Does the deck include qualitative results showing the breakdown of latency reduction across different phases (Environment, Runtime, App)?**\nIf **no**, indicate if visual evidence of where time is saved is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and future directions (e.g., hardware-assisted snapshotting)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the limitations of C/R (Checkpoint/Restore) accurate? (e.g., it faces significant consistency issues with external dependencies in real-world apps.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as an \"Optimization for Production\" rather than a purely \"Theoretical Simulation\"?**\nIf **no**, point out the deviation in understanding the industrial deployment context.\n", + "\n**Are the explanations for the \"Incremental Snapshot\" consistent with the paper? (It only captures essential application state to reduce file size and loading time.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Network Entropy\" or \"Connection Management\" strategies accurate?**\nIf **no**, specifically point out errors in how state leakage or connection reset issues are addressed.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., reducing cold start from seconds to sub-100ms for Java applications.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Environment Setup\" time and \"Application Initialization\" time within the serverless lifecycle?**\nIf **no**, explain where these phases are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., P99 Latency, Resource Utilization) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it eliminates 100% of cold starts when it focuses on mitigation and speedup)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the \"Elastic Scaling\" benefits? (i.e., adjusting resources without rebooting.)**\nIf **no**, specify the slides where the dynamic resource allocation is misinterpreted.\n", + "\n**Is the scale of the evaluation (millions of function calls, heterogeneous runtimes) correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/generation_task/statistics.yaml b/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8aad88196e8aaef7044d2f63b4a0b77edf069dbc --- /dev/null +++ b/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems +category: academia +input_metrics: + total_input_tokens: 13999 + generation_prompt_tokens: 2239 + materials_total_tokens: 11760 + material_count: 1 + pdf_total_pages: 21 + file_details: + - name: material.pdf + tokens: 11760 + pages: 21 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/material.pdf b/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b4c892c0f1b69de9d707f34f48be9d65e107e049 --- /dev/null +++ b/academia/OSDI_2025/Fork_in_the_Road_Reflections_and_Optimizations_for_Cold_Start_Latency_in_Production_Serverless_Systems/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5981a313888e9135386dc6f389fa4f57e4df244cf37556359caade75fa513a95 +size 1524360 diff --git a/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/generation_task/instructions.md b/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..9124a3c888237be0a3658614a7209a37077c9b1d --- /dev/null +++ b/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/generation_task/instructions.md @@ -0,0 +1,167 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: Mako: Speculative Distributed Transactions with Geo-Replication + + * Author Team: Weihai Shen, Yang Cui, Siddhartha Sen, Sebastian Angel, Shuai Mu + + * Affiliation: Stony Brook University, Google, Microsoft Research, University of Pennsylvania + + * Conference: 19th USENIX Symposium on Operating Systems Design and Implementation (OSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Geo-Replicated Databases: Essential for high availability and disaster recovery across global data centers. + + * The Conflict: Maintaining strong consistency (Serializability) across geographically distant sites often results in massive latency due to multi-round consensus (e.g., Paxos/2PC). + + * Motivation: Can we achieve the throughput of a local database while maintaining the durability and consistency of a geo-replicated one? + +4. **Limitations of Existing Methods:** + + * Tight Coupling: Traditional systems link transaction execution with replication, meaning a transaction can't finish until a global consensus is reached. + + * Scalability Bottlenecks: Centralized sequencers or heavy coordination protocols limit the ability to scale horizontally across multi-core servers. + + * Performance Tax: The "Geo-Tax" forces developers to choose between low latency (Weak Consistency) and slow performance (Strong Consistency). + + * Design Constraint: Include a visual example (refer to Fig 1) comparing the timeline of a "Traditional Geo-replicated Transaction" vs. "Mako's Speculative Execution." + + +5. **Overview of the Proposed Method** + + * Core Idea: Mako uses Speculative Distributed Transactions to decouple execution from the replication critical path, using Vector Clocks to ensure correctness. + + * Key Contribution 1: Decoupled Speculative Replication (DSR). Allowing local commits while replication happens asynchronously in the background. + + * Key Contribution 2: High-Performance Multi-core Engine. Optimizing serializable processing on a single node using lock-free data structures. + + * Key Contribution 3: Scalable Geo-Consistency. Combining sharding with vector-clock-based global ordering to support linear scaling. + +6. **Methodology: System Architecture** + + * Shard Management: How data is partitioned across shards and replicated across multiple geographic regions (e.g., US-East, Europe, Asia). + + * Storage Engine: Utilizing Masstree for concurrent, high-speed key-value lookups and updates on multi-core hardware. + +7. **Key Algorithm: Vector Clock & Ordering** + + * Vector Clock Logic: Assigning a version vector to each transaction to track dependencies across shards and datacenters. + + * Speculative Read/Write: Allowing subsequent transactions to read uncommitted (speculative) data if they follow the dependency chain defined by the clocks. + + * Design Constraint: Display the transaction execution and replication flow (refer to Fig 2) showing the interaction between Shard Leaders and Paxos Groups. + + +8. **Dataset and Implementation Details** + + * System Specs: Implemented in C++, utilizing asynchronous networking and optimized Paxos libraries. + + * Deployment: Evaluated on cloud environments (e.g., AWS/GCP) across multiple global regions with varying inter-region latencies. + +9. **Experimental Setup** + + * Test Benchmarks: Evaluated using TPC-C (heavy contention) and Retwis (web-scale) workloads. + + * Comparison: Benchmarked against state-of-the-art systems like Spanner (Locking), Janus, and Tapir. + +10. **Experimental Results & Analysis** + + * Throughput & Latency: Mako achieves up to 10x higher throughput compared to traditional Paxos-based distributed databases in high-latency environments. + + * Scalability: Demonstrating near-linear performance gains as the number of shards and cores increases. + + * Design Constraint: Include a comparison table (refer to Table 2) showing the throughput of Mako vs. Baselines under different network latencies. + + +11. **Visual Analysis: Impact of Speculation** + + * Commit Latency: Visualizing how Mako provides "Local-like" response times for the majority of transactions. + + * Abort Rate Analysis: Showing that in real-world workloads, the speculative abort rate remains low, justifying the "optimistic" approach. + +12. **Key Takeaways & Limitations** + + * Takeaways: Decoupling execution from replication is the key to overcoming the "Speed of Light" limit in geo-databases; Vector Clocks provide a scalable alternative to global sequencers. + + * Limitations: High contention workloads may trigger more frequent rollbacks; requires sufficient network bandwidth for background replication. + +13. **Conclusion** + + * Summary: Mako redefines the trade-off between geo-replication and performance, providing a serializable, high-throughput store for global applications. + + * Future Work: Integrating Mako with RDMA-enabled networks and exploring hybrid consistency models for even further optimization. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/generation_task/judge_prompt.json b/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e27e6152ace9b28318777a819d139993d2cc23a4 --- /dev/null +++ b/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Mako: Speculative Distributed Transactions with Geo-Replication; Conf: OSDI 2025).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Geo-Replicated Databases that points out the limitations of traditional consensus (e.g., \"high latency due to cross-region RTT\" and \"coupling of execution and replication\")?**\nIf **no**, explain where the background info on the \"Geo-Tax\" is lacking.\n", + "\n**Does the slide deck clearly define the core concept of \"Speculative Execution\" (committing locally before global consensus)?**\nIf **no**, describe the missing points in explaining how Mako breaks the speed-of-light barrier.\n", + "\n**Is there a slide describing the \"Decoupled Speculative Replication (DSR)\" architecture and how it separates the execution path from the Paxos path?**\nIf **no**, indicate whether the structural link between shard leaders and replication groups was omitted.\n", + "\n**Is there a slide explaining the \"Vector Clock\" mechanism and its role in maintaining a global serializable order across shards?**\nIf **no**, specify if the logic for decentralized transaction ordering is missing.\n", + "\n**Does the deck present the core logic for \"Asynchronous Paxos Replay\" (how followers catch up using the deterministic order defined by clocks)?**\nIf **no**, specify if the mechanism for ensuring replica consistency is missing.\n", + "\n**Is there a slide summarizing the deployment setup used for evaluation (e.g., global AWS/GCP regions, inter-region latencies)?**\nIf **no**, explain if the experimental environment section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like Spanner, Janus, or Tapir?**\nIf **no**, indicate if the performance analysis relative to existing geo-distributed systems was omitted.\n", + "\n**Does the deck include qualitative results showing Mako's throughput scaling relative to the number of shards or CPU cores?**\nIf **no**, indicate if visual evidence of horizontal scalability is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., abort rates under extreme contention)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the trade-off between consistency and latency accurate? (e.g., traditional 2PC/Paxos requires multiple round-trips which is slow for global apps.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as \"Speculative Distributed Transactions\" rather than \"Weakly Consistent Replication\"?**\nIf **no**, point out the deviation in understanding that Mako maintains Strong Serializability.\n", + "\n**Are the explanations for \"Vector Clocks\" consistent with the paper? (They track dependencies between shards to infer a total order without a global clock.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Speculative Abort/Rollback\" mechanism accurate?**\nIf **no**, specifically point out errors in how the system handles cases where speculation fails.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving up to 10x higher throughput than standard Paxos baselines.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Leader-side Speculation\" and \"Follower-side Replay\"?**\nIf **no**, explain where these roles within the DSR framework are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Commit Latency, Throughput per Core) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it works without any network communication when it actually optimizes the communication path)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect Mako's \"Latency Advantage\"? (i.e., local-like response times despite cross-region replication.)**\nIf **no**, specify the slides where the benefit of speculation is misinterpreted.\n", + "\n**Is the underlying storage engine (e.g., Masstree) and its contribution to multi-core efficiency correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/generation_task/statistics.yaml b/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2a3d325db90550624b86fc1726e60a16a665319b --- /dev/null +++ b/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication +category: academia +input_metrics: + total_input_tokens: 16240 + generation_prompt_tokens: 2240 + materials_total_tokens: 14000 + material_count: 1 + pdf_total_pages: 25 + file_details: + - name: material.pdf + tokens: 14000 + pages: 25 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/material.pdf b/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fc30ccbe558b1658b044494670b9ae1dafc3507d --- /dev/null +++ b/academia/OSDI_2025/Mako_Speculative_Distributed_Transactions_with_Geo-Replication/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1b10eac7a2a5b7dd2ab9270a887d0758a378e85500539ce777036f14414f659e +size 1094497 diff --git a/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/generation_task/instructions.md b/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..9d11776917078820d135629f91ceb0d8acf4d796 --- /dev/null +++ b/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/generation_task/instructions.md @@ -0,0 +1,168 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: Tigon: A Distributed Database for a CXL Pod + + * Author Team: Yibo Huang, Haowei Chen, Newton Ni, Yan Sun, Vijay Chidambaram, Dixin Tang, Emmett Witchel + + * Affiliation: The University of Texas at Austin, University of Illinois Urbana-Champaign + + * Conference: 19th USENIX Symposium on Operating Systems Design and Implementation (OSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Distributed Databases: Challenging synchronization over high-latency networks with excessive message exchanges. + + * CXL Technology: Emergence of CXL Pods allows multiple hosts to share a massive, low-latency memory pool at hardware speeds. + + * Motivation & Problem Statement: Traditional distributed databases are "CXL-oblivious." How can we redesign a database to fully exploit the hardware-level sharing of a CXL Pod? + +4. **Limitations of Existing Methods:** + + * Network Bottlenecks: Standard distributed databases rely on RPCs for concurrency control, leading to high tail latency. + + * Resource Inelasticity: Scaling memory usually requires adding entire server nodes, leading to compute/storage imbalance. + + * Performance Overhead: Software-based synchronization protocols (e.g., 2PC) introduce significant CPU cycles for coordination. + + * Design Constraint: Include a visual comparison (refer to Fig 1) showing the difference between traditional "Network-based" database synchronization vs. "CXL Shared Memory" synchronization. + + +5. **Overview of the Proposed Method** + + * Core Idea: Tigon, the first distributed in-memory database designed specifically for CXL Pods, utilizing shared memory for all cross-host coordination. + + * Key Contribution 1: Distributed Concurrency Control. Moving from message passing to low-latency hardware-level memory atomics. + + * Key Contribution 2: CXL-Optimized Storage. Data structures and index designs (e.g., Tigon-BTree) that account for CXL memory access characteristics. + + * Key Contribution 3: Dynamic Scalability. Allowing database instances to scale memory capacity independently from compute resources. + +6. **Methodology: System Architecture** + + * CXL Pod Integration: How Tigon maps database partitions directly into the shared CXL address space accessible by all compute nodes. + + * Global Buffer Management: Managing a unified cache across multiple hosts using CXL memory as a fast, shared-backbone storage. + +7. **Key Algorithm: Distributed Concurrency Control** + + * Lock Management: Implementing "Shared Memory Locks" where hosts use CXL-supported atomic operations (e.g., CAS) to acquire locks without network communication. + + * Transaction Protocol: A modified Optimistic Concurrency Control (OCC) or Two-Phase Locking (2PL) optimized for the memory-speed interconnect. + + * Design Constraint: Display the system architecture diagram (refer to Fig 2) showing the layers from Compute Nodes -> CXL Fabric -> Shared Memory Pod. + + +8. **Dataset and Implementation Details** + + * Hardware Environment: Emulated CXL Pod using multi-socket servers or specialized CXL hardware prototypes. + + * Workloads: Standard TPC-C and YCSB benchmarks to evaluate transaction throughput and latency. + +9. **Experimental Setup** + + * Testbed: Comparison against state-of-the-art distributed databases (e.g., TiDB, FaRM-like systems). + + * Evaluation Metrics: Throughput (TPS), Latency (P50/P99), and Scalability as the number of hosts or memory size increases. + +10. **Experimental Results & Analysis** + + * Performance Gains: Tigon achieves significantly higher throughput and lower latency by replacing network RTTs with memory accesses. + + * Scalability: Linear scaling of performance as more compute nodes are added to the CXL Pod. + + * Design Constraint: Include a performance plot (refer to Fig 6) showing Tigon's throughput compared to network-based baselines under different contention levels. + + +11. **Analysis of CXL Access Characteristics** + + * Perception vs. Reality: Measuring the actual impact of CXL memory latency on database operations compared to local DRAM. + + * Optimization Impact: Quantifying how much the CXL-aware indexing (Tigon-BTree) improves performance over CXL-naive data structures. + +12. **Key Takeaways & Limitations** + + * Takeaways: Shared memory is a game-changer for distributed systems; Tigon proves that hardware-level sharing can eliminate the "distributed" tax on databases. + + * Limitations: Reliance on specific CXL 2.0/3.0 features; potential bottlenecks in the CXL switch fabric under extreme congestion. + +13. **Conclusion** + + * Summary: Tigon provides a blueprint for the next generation of databases in the era of disaggregated and pooled resources. + + * Future Work: Extending Tigon to support cross-pod replication and exploring CXL-based persistence for faster recovery. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/generation_task/judge_prompt.json b/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..222f47f17d18e19bbaf26367a0b4a5fad1e5453a --- /dev/null +++ b/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Tigon: A Distributed Database for a CXL Pod; Conf: OSDI 2025).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Distributed Databases that points out the bottlenecks of network-based synchronization (e.g., \"high message overhead\" and \"excessive RPC latency\")?**\nIf **no**, explain where the background info on the \"Network Tax\" is lacking.\n", + "\n**Does the slide deck clearly define the core concept of using \"CXL Shared Memory\" as a low-latency backbone for cross-host coordination?**\nIf **no**, describe the missing points in explaining the hardware-level sharing model.\n", + "\n**Is there a slide describing the \"Tigon System Architecture\" and how compute nodes connect to the CXL Memory Pod via the CXL Fabric?**\nIf **no**, indicate whether the structural link between the hosts and the pooled memory was omitted.\n", + "\n**Is there a slide explaining the \"Hardware-based Locking\" mechanism and its use of CXL atomic operations?**\nIf **no**, specify if the mechanism for bypass-network concurrency control is missing.\n", + "\n**Does the deck present the core logic for the \"CXL-Aware Storage Layer\" (how data structures like Tigon-BTree are optimized for pooled memory)?**\nIf **no**, specify if the distinction between local and remote memory access optimization is missing.\n", + "\n**Is there a slide summarizing the experimental setup, including the CXL hardware prototype or emulation environment?**\nIf **no**, explain if the hardware configuration section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like network-based distributed databases (e.g., TiDB) or RDMA-based systems?**\nIf **no**, indicate if the performance analysis relative to existing high-speed interconnect solutions was omitted.\n", + "\n**Does the deck include results showing Tigon's throughput and tail latency under varying levels of transaction contention?**\nIf **no**, indicate if visual evidence of performance stability is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and the future potential of CXL-based resource disaggregation?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of CXL (Compute Express Link) accurate? (e.g., it provides memory-speed interconnect and maintains hardware-level cache coherency.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as a \"CXL-Native Database\" rather than a \"Standard Database over Fast Network\"?**\nIf **no**, point out the deviation in understanding that Tigon uses memory semantics instead of message semantics.\n", + "\n**Are the explanations for the \"Global Buffer Manager\" consistent with the paper? (It coordinates page access across multiple hosts using the CXL shared pool.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Transaction Protocol\" (e.g., OCC or 2PL optimized for CXL) accurate?**\nIf **no**, specifically point out errors in how conflicts are detected or resolved via shared memory.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving significantly higher throughput than network-based baselines.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Local DRAM\" and \"CXL Pooled Memory\" in terms of latency and access patterns?**\nIf **no**, explain where these memory tiers are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Transactions Per Second, P99 Latency) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it supports cross-datacenter replication when it is designed for a single CXL Pod)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the \"Scalability\" of the system? (i.e., performance increases as more hosts are added to the same CXL pool.)**\nIf **no**, specify the slides where the scaling principle is misinterpreted.\n", + "\n**Is the specific version of CXL protocol (e.g., CXL 2.0/3.0) and the hardware-supported atomic features correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/generation_task/statistics.yaml b/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f9f3c53899ee2b0d93381221f2ee38a4fcf90254 --- /dev/null +++ b/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod +category: academia +input_metrics: + total_input_tokens: 13999 + generation_prompt_tokens: 2239 + materials_total_tokens: 11760 + material_count: 1 + pdf_total_pages: 21 + file_details: + - name: material.pdf + tokens: 11760 + pages: 21 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/material.pdf b/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6767b74f9bd8af7f6e0ba2d6698c5a35fb122f20 --- /dev/null +++ b/academia/OSDI_2025/Tigon_A_Distributed_Database_for_a_CXL_Pod/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2b12fc8cd9b5e4c3883a1783ef1df8187b60c53736838ab32344ebc97ba932ce +size 1238791 diff --git a/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/generation_task/instructions.md b/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..69af9dd42336048dd5e2db0baf840b6fbc0a1a40 --- /dev/null +++ b/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/generation_task/instructions.md @@ -0,0 +1,168 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: Understanding Stragglers in Large Model Training Using What-if Analysis + + * Author Team: Jinkun Lin, Ziheng Jiang, Zuquan Song, Sida Zhao, Menghan Yu, Zhanghan Wang, Chenyuan Wang, Zuocheng Shi, Xiang Shi, Wei Jia, Zherui Liu, Shuguang Wang, Haibin Lin, Xin Liu, Aurojit Panda, Jinyang Li + + * Affiliation: New York University, ByteDance Seed, Zhejiang University, ByteDance + + * Conference: 19th USENIX Symposium on Operating Systems Design and Implementation (OSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Large Model Training: Requires massive GPU clusters with tight synchronization; even a single slow node can delay the entire job. + + * The Straggler Problem: Hardware failures, thermal throttling, and network congestion frequently cause nodes to underperform. + + * Motivation: In large-scale production environments (e.g., ByteDance), identifying and quantifying the impact of these "stragglers" is crucial for training efficiency. + +4. **Limitations of Existing Methods:** + + * Observability Gap: Standard metrics (e.g., GPU utilization) fail to distinguish between inherent workload imbalance and transient hardware slowdowns. + + * Lack of Counterfactual Analysis: Developers cannot easily know how much faster a job would be if a specific problematic node were replaced. + + * Manual Diagnosis: Relying on human experts to pore over thousands of logs is unscalable for clusters with tens of thousands of GPUs. + + * Design Constraint: Include a visual example (refer to Fig 1) showing how a single straggler in a synchronous training loop causes idle time across all other healthy workers. + + +5. **Overview of the Proposed Method** + + * Core Idea: A "What-if Analysis" framework that uses execution traces to simulate the impact of removing stragglers, providing a quantitative ROI for hardware maintenance. + + * Key Contribution 1: Quantitative Slowdown Metric. Defining stragglers by comparing observed execution time against an estimated ideal time. + + * Key Contribution 2: Simulation-based Attribution. Replaying traces to answer: "What if this specific worker was as fast as the average?" + + * Key Contribution 3: Production Insights. A comprehensive study of straggler patterns in ByteDance's large-scale LLM training clusters. + +6. **Methodology: Trace Collection & Idealization** + + * Step 1: Instrumentation. Collecting fine-grained traces (算子 execution, communication primitives) from distributed training frameworks. + + * Step 2: Ideal Trace Reconstruction. Inferring the baseline performance of each GPU by identifying intervals free from hardware or environmental interference. + +7. **Key Algorithm: What-if Simulation** + + * Simulator Logic: A discrete-event simulator that takes an execution graph (DAG) and replaces "slow" operator durations with "ideal" durations. + + * Output: A simulated timeline that shows the projected end-to-end training time after potential optimizations. + + * Design Constraint: Display the what-if analysis workflow diagram (refer to Fig 4) showing the path from Raw Traces -> Slowdown Estimation -> Simulation -> Optimization Insight. + + +8. **Straggler Taxonomy & Data Statistics** + + * Classification: Attributing stragglers to Hardware (GPU frequency drop), Network (NIC errors, congestion), and Software (Garbage collection, OS interference). + + * Data Scale: Analysis based on real training traces from clusters with thousands of NVIDIA H100/A100 GPUs. + +9. **Experimental Setup** + + * Benchmarks: Evaluated on training jobs for state-of-the-art LLMs (e.g., GPT-3, Llama styles) using various parallelism strategies (Data, Pipeline, Tensor Parallelism). + +Metrics: Predicted vs. Actual speedup, accuracy of straggler identification. + +10. **Experimental Results & Analysis** + + * Quantifying Impact: What-if analysis reveals that removing the top 5% of stragglers can improve overall training throughput by over 15%. + + * Case Study: Identifying "Grey Failures" where GPUs are still functional but running 20% slower due to power limit issues. + + * Design Constraint: Include a heatmap or chart (refer to Fig 14) showing the distribution of slowdowns across different workers and training stages. + + +11. **Production Deployment & Impact** + + * ByteDance Implementation: Integrating the framework into the automated cluster management system to flag and drain problematic nodes. + + * Automation: Reducing the time-to-diagnosis for training slowdowns from hours to minutes. + +12. **Key Takeaways & Limitations** + + * Takeaways: Simulation is a powerful tool for large-scale system debugging; the "slowdown" metric is more robust than "absolute time" for heterogeneous environments. + + * Limitations: Simulation accuracy depends on the fidelity of the trace; assumes the dependency graph (DAG) remains stable after optimization. + +13. **Conclusion** + + * Summary: This work provides a systematic way to manage stragglers in the age of large-scale AI training, turning performance debugging into a quantitative science. + + * Future Work: Extending what-if analysis to multi-job scheduling and dynamic workload re-balancing. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/generation_task/judge_prompt.json b/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..c5ee99edf5efd8b0db289df60773d79be793a088 --- /dev/null +++ b/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Understanding Stragglers in Large Model Training Using What-if Analysis; Conf: OSDI 2025).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Large Model Training that explains why synchronous training makes the system vulnerable to a single slow node?**\nIf **no**, explain where the background info on the \"Straggler Problem\" is lacking.\n", + "\n**Does the slide deck clearly define the limitations of existing methods, specifically the \"Observability Gap\" and the lack of \"Counterfactual Analysis\"?**\nIf **no**, describe the missing points regarding why standard metrics fail.\n", + "\n**Is there a visual example (referencing Fig 1) showing how a single straggler causes idle time across all other healthy workers?**\nIf **no**, indicate that the required visual illustration of the blocking mechanism is missing.\n", + "\n**Does the deck clearly present the core idea of the \"What-if Analysis\" framework (simulating the impact of removing stragglers to calculate ROI)?**\nIf **no**, specify if the definition of the simulation approach is missing.\n", + "\n**Is there a slide describing the \"Trace Collection & Idealization\" methodology (how ideal performance is inferred from noisy traces)?**\nIf **no**, indicate whether the data processing step was omitted.\n", + "\n**Does the deck include the \"What-if Analysis Workflow\" diagram (referencing Fig 4) showing the path from Raw Traces to Optimization Insight?**\nIf **no**, specify that the required architectural diagram is missing.\n", + "\n**Is there a slide classifying the types of stragglers (Hardware, Network, Software) and mentioning the scale of the analysis (thousands of GPUs)?**\nIf **no**, explain if the taxonomy or data scale section is missing.\n", + "\n**Does the experimental section cover the \"Quantifying Impact\" results (e.g., removing top 5% stragglers improves throughput by >15%)?**\nIf **no**, indicate if the key quantitative finding is missing.\n", + "\n**Is there a heatmap or chart (referencing Fig 14) showing the distribution of slowdowns across different workers and stages?**\nIf **no**, indicate if visual evidence of straggler distribution is missing.\n", + "\n**Is there a slide summarizing the production deployment at ByteDance and the reduction in diagnosis time (from hours to minutes)?**\nIf **no**, describe the missing real-world impact details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the definition of the \"Straggler\" accurate? (Defined by comparing observed execution time against an estimated ideal time, not just absolute slowness.)**\nIf **no**, specify the inaccurate definitions.\n", + "\n**Is the \"What-if\" simulation logic correctly explained? (It replaces \"slow\" operator durations with \"ideal\" durations in the execution DAG to project new timelines.)**\nIf **no**, explain the errors in the simulation logic description.\n", + "\n**Are the details of the \"Grey Failures\" accurate? (e.g., GPUs that are functional but run ~20% slower due to issues like power limits.)**\nIf **no**, specifically point out errors in the failure mode description.\n", + "\n**Does the performance data match the specific claims in the prompt? (e.g., >15% throughput improvement, not 100% or other fabricated numbers.)**\nIf **no**, list the specific discrepancies in the reported gains.\n", + "\n**Does the deck accurately attribute the source of stragglers? (Distinguishing between hardware issues like frequency drops and software issues like GC.)**\nIf **no**, point out where the attribution logic is confused.\n", + "\n**Are the visual references (Fig 1, Fig 4, Fig 14) correctly mapped to the content described in the requirements?**\nIf **no**, specify if the wrong figures are associated with the wrong concepts.\n", + "\n**Is the experimental context correctly identified as \"Production Large-Scale Clusters\" (ByteDance) rather than a small academic testbed?**\nIf **no**, point out the deviation in the environment description.\n", + "\n**Does the slide deck avoid fabricating capabilities (e.g., claiming it automatically fixes hardware hardware when it actually identifies and drains nodes)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the results accurately reflect the \"ROI\" aspect? (i.e., quantifying the benefit of maintenance vs. the cost of stragglers.)**\nIf **no**, specify the slides where the cost-benefit analysis is missing or wrong.\n", + "\n**Are the benchmarks correctly identified as state-of-the-art LLMs (GPT-3, Llama) using various parallelism strategies?**\nIf **no**, provide the incorrect benchmark details found on the slides.\n" + ] +} diff --git a/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/generation_task/statistics.yaml b/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..adfe37ab425a422f4217d11f63a37a3611c8e96d --- /dev/null +++ b/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis +category: academia +input_metrics: + total_input_tokens: 11844 + generation_prompt_tokens: 2324 + materials_total_tokens: 9520 + material_count: 1 + pdf_total_pages: 17 + file_details: + - name: material.pdf + tokens: 9520 + pages: 17 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/material.pdf b/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..db39cd7f32868872629c1f8348e6162e2cfcbcac --- /dev/null +++ b/academia/OSDI_2025/Understanding_Stragglers_in_Large_Model_Training_Using_What-if_Analysis/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:156b8021e794515fcae8ff8db200401982175f03cdccc992dd3293d2160c19be +size 890536 diff --git a/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/generation_task/instructions.md b/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..7b073220407737bccf25a98984c832bf4e4d470a --- /dev/null +++ b/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/generation_task/instructions.md @@ -0,0 +1,168 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: XSched: Preemptive Scheduling for Diverse XPUs + + * Author Team: Weihang Shen, Mingcong Han, Jialong Liu, Rong Chen, Haibo Chen + + * Affiliation: Institute of Parallel and Distributed Systems, Shanghai Jiao Tong University (SJTU) + + * Conference: 19th USENIX Symposium on Operating Systems Design and Implementation (OSDI) 2025 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * XPUs in the Modern Era: GPUs, NPUs, and ASICs are essential for AI/ML, yet they lack flexible OS-level scheduling. + + * The Multi-tenancy Challenge: Current XPUs often use non-preemptive, FIFO-based execution, leading to poor isolation and head-of-line blocking. + + * Motivation: Building a universal scheduling framework to enable preemptive capabilities across diverse, black-box accelerators. + +4. **Limitations of Existing Methods:** + + * Hardware Dependency: Most existing preemptive solutions are tied to specific hardware features (e.g., NVIDIA MPS or MIG). + + * Lack of Flexibility: Hardcoded scheduling policies cannot adapt to complex application requirements like fairness or latency sensitivity. + + * Vendor Lock-in: Different XPUs have proprietary APIs, making it impossible to apply a unified scheduling logic across a heterogeneous cluster. + + * Design Constraint: Include a visual example (refer to Fig 1) showing how a long-running low-priority kernel blocks a high-priority request in traditional XPU scheduling. + + +5. **Overview of the Proposed Method** + + * Core Idea: XSched, a framework that provides preemptive scheduling on diverse XPUs through a general XQueue abstraction and multi-level hardware modeling. + + * Key Contribution 1: Universal XQueue Abstraction. Standardizing task submission across different vendor-specific drivers. + + * Key Contribution 2: Multi-level Hardware Model. Capturing the hierarchical resource structure of various accelerators. + + * Key Contribution 3: Preemptive Execution Engine. Implementing task-level preemption by controlling command streams without modifying hardware. + +6. **Methodology: XQueue Abstraction** + + * Command Interception: Intercepting API calls (e.g., cudaLaunchKernel, aclrtLaunchKernel) to gain control over the hardware command queue. + + * Task Dependency Tracking: Building a dependency graph to ensure kernels are reordered without violating execution logic. + +7. **Key Algorithm: Preemptive Scheduling & Policy** + + * Scheduling Loop: Periodically evaluating priority and resource usage to decide which tasks should be paused or resumed. + + * Flexible Policies: Supporting Proportional Share (Fairness) and Strict Priority to meet diverse Service Level Objectives (SLOs). + + * Design Constraint: Display the XSched system architecture diagram (refer to Fig 3) showing the flow from Applications -> XQueue -> Hardware Model -> Diverse XPUs. + + +8. **Implementation Details** + + * Supported Hardware: Evaluated on NVIDIA GPUs (CUDA), Huawei Ascend NPUs (CANN), and Moore Threads GPUs (MUSA). + + * Software Stack: Integrating with deep learning frameworks like PyTorch and TensorFlow via a transparent interceptor. + +9. **Experimental Setup** + + * Workloads: Training and inference tasks of various sizes (e.g., ResNet, BERT, LLMs). + + * Evaluation Metrics: Preemption latency, Normalized Turnaround Time (NTT), and system-wide throughput. + +10. **Experimental Results & Analysis** + + * Preemption Efficiency: XSched achieves millisecond-level preemption latency even on hardware without native preemptive support. + + * Policy Effectiveness: Successfully maintaining fairness and priority under heavy multitasking contention. + + * Design Constraint: Include a performance comparison table (refer to Table 2) showing the latency and throughput of XSched across different XPU platforms. + + +11. **Visual Analysis: Scheduling Dynamics** + + * Task Reordering: Visualizing the timeline of tasks being preempted and resumed to prioritize latency-sensitive workloads. + + * Overhead Study: Demonstrating that the software interception layer adds negligible overhead (< 1%) to standard execution. + +12. **Key Takeaways & Limitations** + + * Takeaways: XSched provides the first general solution for XPU preemption; software-based interception is a viable path for hardware with opaque drivers. + + * Limitations: Preemption granularity is limited by the kernel size; highly synchronized multi-XPU tasks (e.g., AllReduce) require further coordination. + +13. **Conclusion** + + * Summary: XSched bridges the gap between diverse hardware accelerators and rich OS scheduling requirements. + + * Future Work: Extending XSched to support virtualized environments and cloud-scale XPU resource management. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/generation_task/judge_prompt.json b/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..fc5de236458e0368735564c08df6644ab462d18d --- /dev/null +++ b/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: XSched: Preemptive Scheduling for Diverse XPUs; Conf: OSDI 2025).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of XPU scheduling that points out the limitations of non-preemptive execution (e.g., \"head-of-line blocking\" and \"lack of isolation\")?**\nIf **no**, explain where the background info on the multi-tenancy challenge is lacking.\n", + "\n**Does the slide deck clearly define the core concept of the \"XQueue Abstraction\" for unifying diverse hardware interfaces?**\nIf **no**, describe the missing points in explaining the standardized task submission layer.\n", + "\n**Is there a slide describing the \"XSched Architecture\" and its integration between applications and diverse hardware drivers?**\nIf **no**, indicate whether the structural link between the interceptor and the hardware model was omitted.\n", + "\n**Is there a slide explaining the \"Multi-level Hardware Model\" and how it captures hierarchical resources of different XPUs?**\nIf **no**, specify if the mechanism for modeling vendor-specific execution units is missing.\n", + "\n**Does the deck present the core logic for the \"Preemptive Execution Engine\" (how command streams are intercepted and reordered)?**\nIf **no**, specify if the software-defined preemption logic is missing.\n", + "\n**Is there a slide summarizing the hardware platforms used for evaluation (e.g., NVIDIA GPUs, Huawei Ascend NPUs, Moore Threads GPUs)?**\nIf **no**, explain if the implementation diversity section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like FIFO scheduling or vendor-specific solutions (e.g., NVIDIA MPS)?**\nIf **no**, indicate if the performance analysis relative to standard XPU managers was omitted.\n", + "\n**Does the deck include results showing preemption latency and its impact on high-priority task turnaround time?**\nIf **no**, indicate if visual evidence of improved responsiveness is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., granularity limits based on kernel size)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the limitations of current XPUs accurate? (e.g., they often use opaque drivers and lack OS-level scheduling flexibility.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as \"Software-defined Interception\" rather than \"Hardware Modification\"?**\nIf **no**, point out the deviation in understanding that XSched works with existing black-box drivers.\n", + "\n**Are the explanations for \"XQueue\" consistent with the paper? (It intercepts API calls like cudaLaunchKernel to gain control over the hardware queue.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Dependency Tracking\" mechanism accurate?**\nIf **no**, specifically point out errors in how the system ensures reordered tasks do not violate execution logic.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving millisecond-level preemption with minimal overhead.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Scheduling Policy\" (e.g., Fairness) and \"Scheduling Mechanism\" (e.g., Preemption)?**\nIf **no**, explain where these concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Normalized Turnaround Time, Preemption Latency) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it provides perfect isolation for all hardware resources when it focuses on compute scheduling)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Policy Flexibility\"? (i.e., successfully implementing both Strict Priority and Proportional Share.)**\nIf **no**, specify the slides where the multi-policy support is misinterpreted.\n", + "\n**Is the overhead of the interception layer (e.g., <1% for most workloads) and the preemption granularity correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/generation_task/statistics.yaml b/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7c1472ac66c45e582a30e538306bc79aeb5204cd --- /dev/null +++ b/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs +category: academia +input_metrics: + total_input_tokens: 15073 + generation_prompt_tokens: 2193 + materials_total_tokens: 12880 + material_count: 1 + pdf_total_pages: 23 + file_details: + - name: material.pdf + tokens: 12880 + pages: 23 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/material.pdf b/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..aaef29efbf87b6d4e88df6b43ec25f83109a2660 --- /dev/null +++ b/academia/OSDI_2025/XSched_Preemptive_Scheduling_for_Diverse_XPUs/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b25305be75363bd0d39564dd4bb3dd8fafc7c5ce25f3f4e95cf74c2c5fd3c76f +size 963393 diff --git a/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/generation_task/instructions.md b/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..1db4308e78af73bfd9c873b63c244ffb0d9316aa --- /dev/null +++ b/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/generation_task/instructions.md @@ -0,0 +1,163 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: Ahoy SAILR! There is No Need to DREAM of C: A Compiler-Aware Structuring Algorithm for Binary Decompilation + + * Author Team: Zion Leonahenahe Basque, Ati Priya Bajaj, Wil Gibbs, Jude O'Kain, Derron Miao, Tiffany Bao, Adam Doupé, Yan Shoshitaishvili, Ruoyu Wang + + * Affiliation: Arizona State University + + * Conference: 33rd USENIX Security Symposium (2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Binary Decompilation: The process of translating machine code back into high-level source code (C) for security analysis and reverse engineering. + + * Current Landscape: +- Modern decompilers prioritize "clean" output (fewer gotos) over structural accuracy. +- Heavy reliance on the "DREAM" philosophy or structured-at-any-cost algorithms. + + * Motivation & Problem Statement: Existing algorithms struggle with code optimized by modern compilers, leading to "logic salads" that are hard for humans to audit. + +4. **Limitations of Existing Methods:** + + * The "GOTO-Phobia": Over-optimization to eliminate all gotos often mangles the original logic, making the code misleading. + + * Compiler Blindness: Traditional algorithms assume the CFG directly represents the high-level intent, ignoring how compilers transform loops and conditionals. + + * Evaluation Gap: Lack of metrics that value source-code fidelity over simple syntactic complexity. + + * Design Constraint: Include a visual example (refer to Figure 2) showing how a simple source code structure becomes an unreadable mess of nested conditions in standard decompilers due to optimization. + + + +5. **Overview of the Proposed Method** + + * Core Idea: SAILR (Compiler-Aware Structuring), an algorithm designed to reverse compiler optimizations to recover the original high-level structure. + + * Key Contribution 1: Compiler-Awareness. Systematically accounts for common compiler behaviors like block duplication and code motion. + + * Key Contribution 2: Structural Fidelity. Prioritizes the reconstruction of the original control flow, even if it requires minimal, intentional use of gotos. + + * Key Contribution 3: Evaluation Framework. Comprehensive benchmark using CFGED to measure how close decompiled code is to the original source. + +6. **Methodology: SAILR Algorithm Design** + + * Step 1: CFG Refinement: Pre-processing the binary CFG to identify "synthetic" edges and nodes introduced by the compiler. + + * Step 2: Region-Based Structuring: Iteratively identifying control flow patterns (e.g., if-then-else, while-loops) while preserving the semantic meaning of the original optimized branches. + +7. **Key Algorithm: Handling Optimization Patterns** + + * Schema Detection: Identifying optimized "short-circuit" evaluations and tail-call optimizations that typically break standard structurers. + + * Safe GOTO Insertion: Instead of creating complex "logic puzzles" to avoid a goto, SAILR inserts a goto when it results in a more human-readable and structurally accurate output. + + * Design Constraint: Display the SAILR structuring flow (refer to Fig 3/4) showing how it transforms a messy CFG into a clean, structured high-level representation. + + + +8. **Experimental Setup** + + * Dataset: Evaluated on a massive scale using thousands of binaries from diverse packages (Coreutils, etc.) compiled with various versions of GCC and Clang. + + * Comparison Baselines: Tested against industry leaders (Hex-Rays, Ghidra) and academic state-of-the-art (DREAM, Phoenix). + +9. **Experimental Results & Analysis** + + * Structural Accuracy: SAILR achieves a significantly lower CFGED compared to Ghidra and Hex-Rays across almost all optimization levels (O1, O2, O3). + + * Human Readability: Quantitative metrics (Cyclomatic Complexity) and qualitative assessments show SAILR produces code that is easier for analysts to follow. + + * Design Constraint: Include a performance graph (refer to Figure 7) comparing CFGED scores across different compilers and optimization levels. + +10. **Impact on Security Analysis** + + * Vulnerability Discovery: More accurate control flow reconstruction reduces the "cognitive load" on security researchers, leading to faster bug identification. + + * Malware Analysis: Improved handling of obfuscated-like compiler optimizations helps in de-masking malicious intent. + +11. **Key Takeaways & Limitations** + + * Takeaways: SAILR demonstrates that "Compiler-Awareness" is the missing link in modern decompilation; higher fidelity is better than "no gotos." + + * Limitations: Currently optimized for C; further work is needed for C++ exception handling and more aggressive link-time optimizations (LTO). + +12. **Conclusion** + + * Summary: SAILR sets a new standard for decompilation by focusing on structural truth, outperforming both commercial and open-source tools. + + * Future Work: Integrating SAILR logic into mainstream decompilers like Ghidra and expanding the compiler-aware patterns. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/generation_task/judge_prompt.json b/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..aab7d89e68aebf5b946c0db925d769988cc7b969 --- /dev/null +++ b/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Ahoy SAILR! There is No Need to DREAM of C: A Compiler-Aware Structuring Algorithm for Binary Decompilation; Conf: USENIX Security 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Binary Decompilation that points out the limitations of the \"DREAM\" philosophy (e.g., \"eliminating gotos at the cost of structural truth\")?\nIf **no**, explain where the background info on structuring trade-offs is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Compiler-Aware Structuring\" (reversing optimizations to find the original source structure)?\nIf **no**, describe the missing points in explaining the \"SAILR\" framework.\n", + "\nIs there a slide describing the \"Schema-based Structuring\" and how it handles optimized control flow patterns like short-circuiting?\nIf **no**, indicate whether the structural link between CFG patterns and high-level C constructs was omitted.\n", + "\nIs there a slide explaining the \"Refinement\" phase and its role in handling duplicated code or tail-call optimizations?\nIf **no**, specify if the mechanism for cleaning up compiler-mangled CFGs is missing.\n", + "\nDoes the deck present the logic for \"SAILR's Goto Management\" (why it intentionally uses gotos to preserve original code nesting)?\nIf **no**, specify if the justification for rejecting \"GOTO-phobia\" is missing.\n", + "\nIs there a slide summarizing the dataset used for evaluation (e.g., thousands of binaries from diverse packages compiled with GCC/Clang)?\nIf **no**, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results against industry-standard decompilers like Hex-Rays or Ghidra?\nIf **no**, indicate if the performance analysis relative to existing tools was omitted.\n", + "\nDoes the deck include qualitative results (code snippets) showing SAILR's ability to produce more readable code compared to Phoenix or DREAM?\nIf **no**, indicate if visual evidence of structural fidelity is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., challenges with aggressive Link-Time Optimization or C++ specific constructs)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of modern decompilers accurate? (e.g., they often create \"logic salads\" by trying too hard to avoid gotos.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Compiler-Aware\" approach rather than a \"Syntactic Complexity Reduction\" approach?\nIf **no**, point out the deviation in understanding the core SAILR principle.\n", + "\nAre the explanations for \"CFGED\" (Control Flow Graph Edit Distance) consistent with the paper? (It measures the structural gap between decompiled and source CFGs.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Structuring Schemas\" (e.g., 2-way conditionals, loop identification) accurate?\nIf **no**, specifically point out errors in the pattern matching logic.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., SAILR significantly reducing CFGED compared to Ghidra and Hex-Rays across O1-O3 levels.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Success\" as eliminating gotos vs. \"Success\" as source-code similarity?\nIf **no**, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Cyclomatic Complexity, GOTO count) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it can recover original variable names which are lost in stripping, vs. recovering control structure)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model's \"Structuring Power\"? (i.e., simplifying a messy CFG into a recognizable while-loop.)\nIf **no**, specify the slides where the transformation logic is misinterpreted.\n", + "\nIs the integration with the angr decompiler framework correctly identified as the implementation base?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/generation_task/statistics.yaml b/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a366da635a077ef7fb104af398ff5c23fc8f379e --- /dev/null +++ b/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation +category: academia +input_metrics: + total_input_tokens: 12888 + generation_prompt_tokens: 2248 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/material.pdf b/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d232010a71599de526c909b6028f441662069f37 --- /dev/null +++ b/academia/USENIX/Ahoy_SAILR_There_is_No_Need_to_DREAM_of_C_A_Compiler-Aware_Structuring_Algorithm_for_Binary_Decompilation/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:783c66a9e123690588acb6abef7b334548bb5f6e5d508ca664b9851a740eaf03 +size 643130 diff --git a/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/generation_task/instructions.md b/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..057f83e4ff5faaee330679711e090e982cb0809a --- /dev/null +++ b/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/generation_task/instructions.md @@ -0,0 +1,166 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: AutoFHE: Automated Adaption of CNNs for Efficient Evaluation over FHE + + * Author Team: Wei Ao, Vishnu Naresh Boddeti + + * Affiliation: Michigan State University + + * Conference: 33rd USENIX Security Symposium (2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Secure Inference under RNS-CKKS: Involves polynomial approximation of non-linear activations (like ReLU) as FHE only supports additions and multiplications. + + * Current Landscape: +- Manual customization of polynomial approximations for specific CNNs. +- Suboptimal approximation of standalone functions rather than the end-to-end CNN function. +- Rigid choice between high-degree (accurate but slow) and low-degree (fast but inaccurate) polynomials. + +4. **Limitations of Existing Methods:** + + * Inflexibility: Existing homomorphic evaluation architectures are manually customized and don't generalize. + + * Suboptimal Approximation: Methods approximate individual activations instead of the overall function represented by the CNN. + + * Restricted Design: High-degree polynomials require frequent, time-consuming bootstrapping operations (>70% of inference time), while low-degree ones compromise accuracy. + + * Design Constraint: Include a visual example (refer to Fig 1) showing the trade-off between accuracy and latency and how AutoFHE spans this front to satisfy diverse requirements. + +5. **Overview of the Proposed Method** + + * Core Idea: AutoFHE automatically adapts standard CNNs for secure inference by adopting layerwise mixed-degree polynomial activations optimized jointly with bootstrapping placement. + + * Key Contribution 1: Flexibility & Automation. Automatically adapts any CNN architecture for secure evaluation over FHE. + + * Key Contribution 2: Mixed-Degree Search Space. Includes all possible low-degree and high-degree polynomials to discover optimal layerwise solutions. + + * Key Contribution 3: Multi-Objective Optimization. Generates diverse solutions spanning the accuracy-latency trade-off in a single run. + +6. **Methodology: Search Space and EvoReLU** + + * Step 1: EvoReLU Modeling: Replaces ReLU with a genetic function that can be d=1 (pruning), d=2 (quadratic), or d>2 (composite minimax polynomials). + + * Step 2: Joint Search: Searching for the optimal degree vector D, polynomial coefficients, and trainable network weights simultaneously. + +7. **Key Algorithm: Multi-Objective Search & Training** + + * MOS (Multi-Objective Search): An evolutionary algorithm using non-dominated sorting to maintain a population of solutions on the Pareto front. + + * PAT (Polynomial Adaptation Training): A fine-tuning algorithm that adapts pretrained ReLU network weights to the new polynomial activations using Knowledge Distillation. + + * Design Constraint: Display the framework diagram (refer to Fig 4) showing the cycle of Select -> Crossover -> R-CCDE -> PAT -> Pareto Front update. + +8. **System Implementation Details** + + * Framework: Built on Microsoft SEAL library with C++ implementation. + + * Hardware: Evaluated on AWS r5.24xlarge instances (96 CPU threads). + + * Search Cost: Ranges from 13 to 88 hours depending on the backbone (ResNet/VGG) and dataset (CIFAR-10/100). + +9. **Experimental Setup** + + * Test Benchmarks: Evaluated on ResNet-20/32/44 and VGG-11 using CIFAR-10 and CIFAR-100 datasets. + + * Baselines: Compared against state-of-the-art high-degree (MPCNN) and low-degree (AESPA) approaches. + +10. **Experimental Results & Analysis** + + * Performance Gains: Accelerates inference by 1.32x to 1.8x compared to high-degree methods while maintaining or improving accuracy (+0.08% to 0.3%). + + * Accuracy Improvement: Improves accuracy by up to 2.56% compared to low-degree methods (AESPA) at similar latency levels. + + * Design Constraint: Include a comparison table (refer to Table 4) showing the Top-1 accuracy, number of bootstrapping operations, and amortized latency across different backbones. + +11. **Layerwise Analysis & Design Principles** + + * Non-Uniform Allocation: Optimal solutions show highly non-uniform depth distributions across layers, which is difficult to design manually. + + * Observation: Depth distributions are linearly scalable with the network's depth, meaning the position of activations is a key factor for sensitivity. + +12. **Key Takeaways & Comparison with TFHE** + + * Takeaways: AutoFHE successfully bridges the gap between high-accuracy (ReLU-like) and low-latency (low-degree) polynomial networks. + + * Cross-Scheme Comparison: Outperforms TFHE-based networks (REDsec) by improving accuracy (+3.46% to 10.06%) and reducing latency (24x to 103x). + +13. **Conclusion** + + * Summary: AutoFHE provides an automated pipeline to transform standard CNNs into FHE-friendly polynomial networks with optimal performance trade-offs. + + * Future Impact: Opens doors for efficient secure inference of deeper and more complex architectures without manual expert tuning. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/generation_task/judge_prompt.json b/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2e600037832d707030014d81244b506f0c465dea --- /dev/null +++ b/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: AutoFHE: Automated Adaption of CNNs for Efficient Evaluation over FHE; Authors: Wei Ao, Vishnu Naresh Boddeti; Conf: USENIX Security 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Fully Homomorphic Encryption (FHE) that points out the limitations of RNS-CKKS (e.g., \"high cost of non-linear activations\" and \"the need for bootstrapping\")?\nIf **no**, explain where the background info on FHE constraints is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"EvoReLU\" as a genetic function for mixed-degree polynomial approximation?\nIf **no**, describe the missing points in explaining the unified polynomial modeling.\n", + "\nIs there a slide describing the \"Joint Search Space\" and how it optimizes both the polynomial degrees and the bootstrapping placement?\nIf **no**, indicate whether the link between activation approximation and FHE architecture was omitted.\n", + "\nIs there a slide explaining the \"Polynomial Adaptation Training (PAT)\" and its role in transferring knowledge from a ReLU-based model?\nIf **no**, specify if the fine-tuning mechanism for weight adaptation is missing.\n", + "\nDoes the deck present the logic for the \"Multi-Objective Optimization\" (how the algorithm balances the trade-off between Accuracy and Latency)?\nIf **no**, specify if the Pareto-front search process is missing.\n", + "\nIs there a slide summarizing the experimental datasets used (e.g., CIFAR-10 and CIFAR-100) and the backbone architectures (e.g., ResNet-20/32/44, VGG-11)?\nIf **no**, explain if the implementation setup section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like MPCNN (high-degree) or AESPA (low-degree)?\nIf **no**, indicate if the performance analysis relative to state-of-the-art FHE adaptation methods was omitted.\n", + "\nDoes the deck include results showing the \"Non-Uniform Depth Distribution\" across layers?\nIf **no**, indicate if the visual evidence of layerwise optimization is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., the search cost for deeper networks like ResNet-44)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of high-degree polynomials accurate? (e.g., they require more levels and trigger frequent, slow bootstrapping operations.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as a \"Joint Optimization\" of activations and architecture rather than just \"Standalone Approximation\"?\nIf **no**, point out the deviation in understanding the end-to-end optimization principle.\n", + "\nAre the explanations for \"EvoReLU\" consistent with the paper? (It spans d=1, d=2, and d>2 using composite minimax polynomials.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the training objectives (e.g., Knowledge Distillation loss for PAT) accurate?\nIf **no**, specifically point out errors in the loss functions or supervision signals.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving 1.32x-1.8x speedup over high-degree methods with comparable accuracy.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between the \"Search Phase\" (using MOS) and the \"Adaptation Phase\" (using PAT)?\nIf **no**, explain where these stages are confused.\n", + "\nAre the definitions of FHE-specific metrics (e.g., Bootstrapping count, Amortized Latency) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it supports Transformer architectures when the paper focuses on CNNs)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Pareto Front\"? (i.e., showing multiple solutions with different accuracy/latency trade-offs.)\nIf **no**, specify the slides where the multi-objective nature is misinterpreted.\n", + "\nIs the underlying FHE scheme (RNS-CKKS) and the library (Microsoft SEAL) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/generation_task/statistics.yaml b/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8be8562736917d835fe4713f579d7a1bbe2755ef --- /dev/null +++ b/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE +category: academia +input_metrics: + total_input_tokens: 12910 + generation_prompt_tokens: 2270 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/material.pdf b/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..db55d63953580abf8937eb85cc6c457a454e87c1 --- /dev/null +++ b/academia/USENIX/AutoFHE_Automated_Adaption_of_CNNs_for_Efficient_Evaluation_over_FHE/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f340cc685e8559a86bcd7f2769f7550271dcac957fcd777aca9665293d95e8f7 +size 981618 diff --git a/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/generation_task/instructions.md b/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..fe5bb82ad414301d4b7b6877467bdbd2b7910efc --- /dev/null +++ b/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/generation_task/instructions.md @@ -0,0 +1,172 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: Automated Large-Scale Analysis of Cookie Notice Compliance + + * Author Team: Ahmed Bouhoula, Karel Kubicek, Amit Zac, Carlos Cotrini, David Basin + + * Affiliation: ETH Zurich + + * Conference: 33rd USENIX Security Symposium (2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * GDPR and ePrivacy Directive: Legal frameworks requiring EU websites to inform users about data collection and obtain valid consent. + + * Current Landscape: +- Widespread use of cookie notices to manage user privacy preferences. +- Compliance is difficult to verify at scale due to diverse UI designs and multi-step interaction flows. + + * Motivation & Problem Statement: Existing studies are limited in scope, focusing on specific patterns or manual analysis. A fully automated, large-scale compliance auditing method is needed. + +4. **Limitations of Existing Methods:** + + * Limited Scope: Most tools only detect simple violations on a subset of notice types (e.g., pre-checked boxes). + + * Pattern Dependency: Reliance on hard-coded rules for specific cookie consent providers (CMPs) fails on custom-built notices. + + * Scalability Issues: Manual analysis cannot keep up with the millions of websites operating in the EU. + + * Design Constraint: Include a diagram (refer to Fig 1) showing the lifecycle of a cookie notice interaction, highlighting where violations typically occur (e.g., before any interaction or after a "Save" action). + + + +5. **Overview of the Proposed Method** + + * Core Idea: A general, automated framework that interacts with cookie notices like a human user while monitoring background network traffic to detect non-compliance. + + * Key Contribution 1: Large-scale Crawler. Capable of processing 100k+ websites across 24 EU languages. + + * Key Contribution 2: General Notice Interaction. An algorithm that identifies and interacts with "Agree," "Save," and "Settings" buttons regardless of their design. + + * Key Contribution 3: Violation Detection Engine. Automatically identifies three major violation types: implicit consent, ignored choices, and pre-filled purposes. + +6. **Methodology: Automated Pipeline** + + * Step 1: Notice Identification: Using a machine learning classifier to detect if a page contains a privacy notice and its type (Banner vs. Popup). + + * Step 2: Interactive Crawling: Systematically interacting with the UI—clicking through various layers to reach "Settings" or the final "Save" button. + +7. **Key Algorithm: Violation Classification** + + * Violation A: Implicit Consent: Detecting non-essential cookies sent before the user interacts with the notice. + + * Violation B: Ignored Settings: Detecting non-essential cookies sent even after the user has opted out or selected "Save" without consenting. + + * Design Constraint: Display the framework architecture (refer to Fig 2) showing the flow from Website Seed -> Crawler -> Interaction Logic -> Traffic Analyzer -> Compliance Report. + + + +8. **Dataset and Implementation Details** + + * Crawler Stats: Analyzed 100,000 websites across all EU member states. + + * Language Support: 24 official EU languages handled via automated translation and localized keyword matching. + + * Detection Accuracy: Achieved high precision (91.1%) and recall (66.1%) for detecting "Ignored Save" violations. + +9. **Experimental Setup** + + * Testbed: Headless browser environment simulating EU-based IP addresses. + + * Comparison Baseline: Validated against a manually labeled ground-truth dataset of 1,000 websites. + +10. **Experimental Results & Analysis** + + * Widespread Non-compliance: 65.4% of analyzed websites send tracking cookies before user interaction (Implicit Consent). + + * The "Save" Button Illusion: 69.0% of websites with a "Save" button ignore the user's opt-out settings and proceed with tracking anyway. + + * Design Constraint: Include a comparison chart (refer to Table 2 or 4) showing the prevalence of different violation types across different EU countries. + + + +11. **Cross-Country & Provider Analysis** + + * Regional Trends: Significant variations in compliance levels between different EU jurisdictions, reflecting varying levels of local DPA enforcement. + + * CMP Influence: While Consent Management Platforms (CMPs) are used by many, they do not guarantee compliance; many are misconfigured by the website owners. + +12. **Key Takeaways & Policy Impact** + + * Takeaways: Technical barriers to privacy are pervasive; automation is essential for regulators to enforce GDPR at scale. + + * Impact: The tool can provide DPAs (Data Protection Authorities) with a "privacy map" to prioritize enforcement actions. + +13. **Conclusion** + + * Summary: This research provides the first large-scale evidence of systematic compliance failures in the EU cookie notice ecosystem. + + * Future Work: Expanding the tool to detect "Dark Patterns" and more complex multi-layered consent deceptions. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/generation_task/judge_prompt.json b/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..69bdf93748f4b6c28ec9b2b7b9f1761951a61395 --- /dev/null +++ b/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Automated Large-Scale Analysis of Cookie Notice Compliance; Authors: Bouhoula et al.; Conf: USENIX Security 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of GDPR and ePrivacy Directive that explains the current landscape and motivation?**\nIf **no**, explain where the background info on legal frameworks or scalability challenges is lacking.\n", + "\n**Does the slide deck include a diagram (refer to Fig 1) showing the lifecycle of a cookie notice interaction?**\nIf **no**, specify that the visual representation of where violations occur is missing.\n", + "\n**Is there a slide describing the \"Overview of the Proposed Method\" covering the three key contributions (Crawler, Interaction, Violation Detection)?**\nIf **no**, describe which core contribution is missing.\n", + "\n**Does the deck present the core logic for \"Violation Classification\" (Implicit Consent vs. Ignored Settings)?**\nIf **no**, specify if the definitions of Violation A or B are missing.\n", + "\n**Does the slide deck include the framework architecture diagram (refer to Fig 2) showing the flow from Website Seed to Compliance Report?**\nIf **no**, indicate that the structural overview of the automated pipeline is omitted.\n", + "\n**Is there a slide summarizing the \"Dataset and Implementation Details\" (100k websites, 24 languages)?**\nIf **no**, explain if the scale of the analysis is missing.\n", + "\n**Does the experimental section include the specific non-compliance statistics (e.g., 65.4% Implicit Consent, 69.0% Save Button Illusion)?**\nIf **no**, indicate if these key quantitative findings are missing.\n", + "\n**Does the deck include a comparison chart (refer to Table 2 or 4) showing the prevalence of violations across different EU countries?**\nIf **no**, indicate if visual evidence of regional trends is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and policy impact (e.g., enforcing GDPR at scale)?**\nIf **no**, describe the missing insights regarding DPAs and enforcement.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the definition of \"Implicit Consent\" accurate? (Detecting non-essential cookies sent before user interaction.)**\nIf **no**, specify the inaccurate description.\n", + "\n**Are the statistics for \"The Save Button Illusion\" consistent with the paper? (69.0% of websites ignore opt-out settings after clicking Save.)**\nIf **no**, point out the discrepancy in the reported percentage.\n", + "\n**Is the \"Detection Accuracy\" correctly reported as 91.1% precision and 66.1% recall for \"Ignored Save\" violations?**\nIf **no**, list the specific discrepancies in the performance metrics.\n", + "\n**Are the three major violation types correctly identified as implicit consent, ignored choices, and pre-filled purposes?**\nIf **no**, explain which violation type is mislabeled or omitted.\n", + "\n**Does the slide deck accurately reflect the \"Crawler Stats\"? (Analyzed 100,000 websites across 24 official EU languages.)**\nIf **no**, provide the incorrect dataset details found on the slides.\n", + "\n**Is the \"Comparison Baseline\" accurately described? (Validated against a manually labeled ground-truth dataset of 1,000 websites.)**\nIf **no**, point out errors in the validation setup description.\n", + "\n**Are the \"Key Algorithm\" steps for notice identification and interactive crawling accurately described?**\nIf **no**, specify errors in the methodology flow.\n", + "\n**Does the deck accurately attribute the widespread non-compliance statistic (65.4%) to \"Implicit Consent\"?**\nIf **no**, explain if this statistic is misattributed to a different violation type.\n", + "\n**Are the definitions of the legal frameworks (GDPR and ePrivacy Directive) accurate regarding the requirement for valid consent?**\nIf **no**, point out the deviation in legal definitions.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., inventing new experiments or results not present in the paper)?**\nIf **no**, point out the fabricated content.\n" + ] +} diff --git a/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/generation_task/statistics.yaml b/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..43ac8d6000ceb2c3125e6a3c43853df74ea064d2 --- /dev/null +++ b/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance +category: academia +input_metrics: + total_input_tokens: 12284 + generation_prompt_tokens: 2204 + materials_total_tokens: 10080 + material_count: 1 + pdf_total_pages: 18 + file_details: + - name: material.pdf + tokens: 10080 + pages: 18 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/material.pdf b/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ce5f43d0b4bfd3d43a128909734aa0489227fa47 --- /dev/null +++ b/academia/USENIX/Automated_Large-Scale_Analysis_of_Cookie_Notice_Compliance/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:46af9f805f1b0cc9171250578ea4df7309cbd35021975af2f98e365341e79294 +size 1091269 diff --git a/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/generation_task/instructions.md b/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..3ba05394ccd6b220796ab028bc8276923bbd2209 --- /dev/null +++ b/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/generation_task/instructions.md @@ -0,0 +1,169 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: Devil in the Room: Triggering Audio Backdoors in the Physical World + + * Author Team: Meng Chen, Xiangyu Xu, Li Lu, Zhongjie Ba, Feng Lin, Kui Ren + + * Affiliation: Zhejiang University, Southeast University + + * Conference: 33rd USENIX Security Symposium (USENIX Security) 2024 + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Audio Backdoor Attacks: Malicious hidden behaviors in AI-based audio systems (e.g., voice assistants) activated by specific triggers. + + * Current Landscape: +- Most existing attacks work only in the digital world (direct file injection). +- Physical world attacks often fail due to sound channel distortion (noise, reverberation). + + * Motivation & Problem Statement: Bridging the gap between digital triggers and physical acoustic environments. + +4. **Limitations of Existing Methods:** + + * Channel Mismatch: Triggers designed in digital domains are distorted when played through speakers and recorded by microphones. + + * Inconspicuousness Issues: Ultrasonic or strange noise triggers can be detected by specialized hardware or alert users. + + * Lack of Robustness: Physical factors like room size, speaker location, and furniture layout typically break static backdoor triggers. + + * Design Constraint: Include a visual illustration (refer to Fig 1) showing the contrast between digital-only attacks and the proposed physical world attack scenario. + + + +5. **Overview of the Proposed Method** + + * Core Idea: TrojanRoom—utilizing Room Impulse Response (RIR) as a natural, robust, and invisible physical trigger. + + * Key Contribution 1: Physical-World Feasibility. Demonstrates that acoustic properties of a room can serve as an effective backdoor trigger. + + * Key Contribution 2: RIR-based Trigger Design. Uses the unique "echo fingerprint" of a specific environment to activate the malicious behavior. + + * Key Contribution 3: Enhanced Robustness. Implements advanced training techniques to ensure high Attack Success Rate (ASR) across different room layouts. + +6. **Methodology: TrojanRoom Attack Pipeline** + + * Step 1: RIR Acquisition: Modeling the sound propagation in a room using geometric acoustics or recorded samples. + + * Step 2: Poisoned Dataset Creation: Applying the target RIR to benign audio samples to simulate the physical trigger presence during training. + +7. **Key Algorithm: Training with Physical Constraints** + + * Backdoor Insertion: Minimizing the loss function on both benign samples (for accuracy) and RIR-transformed samples (for attack success). + + * Handling Variability: Training with a range of RIRs to ensure the model captures the fundamental acoustic signature rather than overfitting to one single point. + + * Design Constraint: Display the attack architecture diagram (refer to Fig 3) showing the flow from Clean Audio -> RIR Convolution -> Backdoor Training -> Physical Testing. + + + +8. **System and Implementation Details** + + * Backbone Models: Evaluated on Speech Commands (KWS) and Speaker Verification systems (e.g., VGGVox, ECAPA-TDNN). + + * Simulation Environment: Used pyroomacoustics to generate thousands of diverse RIR configurations. + +9. **Experimental Setup** + + * Testbed: Real-world experiments in different rooms (offices, meeting rooms) with various hardware (smart speakers, smartphones). + + * Evaluation Metrics: Benign Accuracy (BA) and Attack Success Rate (ASR) under different signal-to-noise ratios (SNR). + +10. **Experimental Results & Analysis** + + * Physical Attack Success: TrojanRoom achieves over 90% ASR in most physical settings, significantly outperforming traditional digital-trigger attacks. + + * Distance & Angle Impact: The attack remains effective even when the adversary moves several meters away from the microphone. + + * Design Constraint: Include a performance chart (refer to Fig 9 or 10) showing ASR vs. Distance in different physical environments. + +11. **Defense & Countermeasures Analysis** + + * Potential Defenses: Testing against Audio Fine-pruning, STRIP-ViA, and NLMS-based Acoustic Echo Cancellation (AEC). + + * Findings: Current defenses struggle to filter out RIR-based triggers because they are indistinguishable from natural room acoustics. + +12. **Key Takeaways & Limitations** + + * Takeaways: The physical environment itself is a viable attack vector; TrojanRoom is the first to prove the threat of RIR-based backdoors. + + * Limitations: High dependency on the stability of the room's acoustic profile (e.g., major structural changes might reduce effectiveness). + +13. **Conclusion** + + * Summary: TrojanRoom reveals a critical security flaw in modern audio systems when deployed in the physical world. + + * Future Work: Developing more resilient defenses that can differentiate between natural reverberation and malicious RIR-based triggers. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/generation_task/judge_prompt.json b/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2ce39f96d9fb8c749ef4f481793803f3a60bd076 --- /dev/null +++ b/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Devil in the Room: Triggering Audio Backdoors in the Physical World; Conf: USENIX Security 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Audio Backdoor Attacks that points out the limitations of digital-only triggers (e.g., \"sound channel distortion\" and \"mismatch in physical space\")?**\nIf **no**, explain where the background info on physical world feasibility is lacking.\n", + "\n**Does the slide deck clearly define the core concept of using \"Room Impulse Response (RIR)\" as a hidden physical trigger?**\nIf **no**, describe the missing points in explaining the acoustic-based triggering framework.\n", + "\n**Is there a slide describing the \"TrojanRoom\" architecture and how it applies RIR to benign audio during the poisoning process?**\nIf **no**, indicate whether the structural link between the room acoustic model and the poisoned dataset was omitted.\n", + "\n**Is there a slide explaining the \"Reverberation-Agnostic Training\" and its role in ensuring attack robustness across different environments?**\nIf **no**, specify if the mechanism for handling varying acoustic conditions is missing.\n", + "\n**Does the deck present the core logic for the \"RIR Trigger Generation\" (how sound propagation is modeled to create a unique acoustic fingerprint)?**\nIf **no**, specify if the mathematical or physical modeling of the sound channel is missing.\n", + "\n**Is there a slide summarizing the datasets used (e.g., Speech Commands for KWS or VGGVox for Speaker Verification)?**\nIf **no**, explain if the dataset section is missing.\n", + "\n**Does the experimental section cover comparative results against digital-only baseline attacks?**\nIf **no**, indicate if the performance analysis regarding the \"gap between digital and physical\" was omitted.\n", + "\n**Does the deck include qualitative results (e.g., spectrograms) showing the imperceptibility of the RIR-based trigger?**\nIf **no**, indicate if visual evidence of the trigger's stealthiness is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., dependency on the stability of the room's structural layout)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the \"Channel Distortion\" accurate? (e.g., how reflection and reverberation in a room alter the sound signal recorded by a microphone.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as a \"Physical-World Backdoor\" rather than a \"Digital Injection\" method?**\nIf **no**, point out the deviation in understanding the end-to-end acoustic attack principle.\n", + "\n**Are the explanations for \"TrojanRoom\" consistent with the paper? (It uses RIR as a trigger to activate malicious behavior in a DNN-based audio system.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Poisoning Training Objective\" or the loss functions (combining BA and ASR) accurate?**\nIf **no**, specifically point out errors in the training supervision signals.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving over 90% ASR in physical settings compared to near 0% for digital triggers.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Far-field\" and \"Near-field\" triggers within the TrojanRoom framework?**\nIf **no**, explain where these acoustic concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Attack Success Rate - ASR, Benign Accuracy - BA) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it works on ultrasonic frequencies when it actually focuses on audible RIR-based distortions)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Robustness\"? (i.e., maintaining high ASR even when the speaker or microphone moves.)**\nIf **no**, specify the slides where the spatial-control capabilities are misinterpreted.\n", + "\n**Is the base model (e.g., KWS-CNN or ResNet-based speaker recognition) and the specific training parameters correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/generation_task/statistics.yaml b/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d5e5c219cb19e1e993a2b2f221e45e7e4694d211 --- /dev/null +++ b/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World +category: academia +input_metrics: + total_input_tokens: 12844 + generation_prompt_tokens: 2204 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/material.pdf b/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..cf47135c16a5dc3a316bf437e23978417bd18ba6 --- /dev/null +++ b/academia/USENIX/Devil_in_the_Room_Triggering_Audio_Backdoors_in_the_Physical_World/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a168e38564c9ce3893d299ba72ca1c7edd33ab085bff88f5f47f4c84595e8018 +size 9081908 diff --git a/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/generation_task/instructions.md b/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8aa6829fab9bb2651b0c8da30d2722ed9c0feffb --- /dev/null +++ b/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/generation_task/instructions.md @@ -0,0 +1,157 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: Does Online Anonymous Market Vendor Reputation Matter? + + * Author Team: Alejandro Cuevas, Nicolas Christin + + * Affiliation: Carnegie Mellon University + + * Conference: 33rd USENIX Security Symposium (USENIX Security 24) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Online Anonymous Marketplaces (OAMs): Underground markets (e.g., Silk Road, AlphaBay) where trust is scarce and legal recourse is non-existent. + + * The Role of Reputation: OAMs rely on feedback scores and forum reviews to foster trust and ensure market safety, similar to eBay or Amazon. + + * Research Gap: Despite the massive growth of OAMs, there is limited empirical understanding of how these reputation signals actually correlate with a vendor's financial success and longevity. + +4. **Limitations of Existing Methods:** + + * Narrow Scope: Prior studies often focused on specific niches (e.g., carding forums) or single markets, lacking a longitudinal and cross-market perspective. + + * Ignored External Signals: No prior work has systematically studied the link between external forum-derived features (like Reddit) and actual market success. + + * Lack of Predictive Modeling: Most research is descriptive; there are few generalizable models that predict vendor disappearance or future wealth tiers. + + * Design Constraint: Include a visual timeline (refer to Fig 1) showing the revenue of eight major OAMs (2011-2023) to highlight the scale of the ecosystem being studied. + +5. **Overview of the Proposed Method** + + * Core Idea: A comprehensive study of vendor success across 8 OAMs and multiple forums, analyzing the impact of internal and external reputation signals. + + * Key Contribution 1: Multi-Dimensional Analysis. Examines success through two lenses: vendor longevity (survivability) and future financial success (wealth tiers). + + * Key Contribution 2: Hybrid Feature Extraction. Combines market data (feedback, revenue) with qualitatively coded sentiment from 15,000+ forum posts. + + * Key Contribution 3: Generalizable Prediction Models. Develops Random Forest models that work across different, previously unseen markets and time periods. + +6. **Methodology: Data Collection & Processing** + + * Step 1: Multi-Market Sourcing. Integrating data from Silk Road, Pandora, Agora, Evolution, Alphabay, Hansa, and the new Nemesis market. + + * Step 2: Forum Qualitative Coding. Manually analyzing sentiment (Positive/Negative/Neutral) from subreddits (/r/DarkNetMarkets) to ensure high-fidelity signals. + + * Step 3: Feature Engineering. Defining base features (revenue, feedback count), temporal features (time-series), and social network features (interaction networks). + +7. **Key Analysis: Survivability & Financial Success** + + * Multivariate Proportional Hazards Model: Testing how covariates like average reputation score and cross-market presence affect the "hazard rate" (disappearance). + + * Wealth Tier Classification: Using Random Forest (RF) and Time-Series Forest (TSF) models to predict which vendors will fall into the top/bottom 25% of earners. + + * Design Constraint: Display a diagram (refer to Fig 3) showing the average survival time comparison between "High-risk," "Mid-risk," and random vendor groups. + +8. **Experimental Results: Longevity & Reputation** + + * Internal vs. External: Internal feedback scores significantly increase longevity, while external forum mentions (both positive and negative) have surprisingly little predictive power. + + * Reputation Slander: Analysis suggests "reputation poisoning" is only effective if done via product reviews within the market, rather than forum attacks. + +9. **Experimental Results: Predicting Success** + + * Early Indicators: The strongest predictor of long-term wealth is not reputation score, but the ability to generate significant revenue very early in a vendor's career. + + * Generalizability: Models achieve consistent accuracy even when trained on one set of markets and tested on a completely different, unseen market. + +10. **Policy Implications & Takeaways** + + * Law Enforcement: Models can help agencies identify emerging "high-scale" vendors early for more efficient monitoring. + + * Harm Reduction: Validates that reputation systems help cull low-quality/dangerous vendors, though signals are currently "coarse" and could be improved. + +11. **Key Takeaways & Limitations** + + * Takeaways: Internal reputation is a proxy for acceptable products; early sales volume is the best predictor of future dominance; forum noise is high. + + * Limitations: Model assumes feedback is a proxy for sales; some latent factors in vendor disappearance (e.g., voluntary retirement) remain uncaptured. + +12. **Conclusion** + + * Summary: While reputation matters, it is not the primary driver of financial success in OAMs; instead, early business scaling is the key signal. + + * Future Work: Leveraging LLMs to scale forum sentiment analysis and exploring more complex temporal feature engineering. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/generation_task/judge_prompt.json b/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ba1b6b1b34c802aacfe2707fbd1d1fd57ddc26ff --- /dev/null +++ b/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference? If **no**, describe what is missing from the first slide (Title: Does Online Anonymous Market Vendor Reputation Matter?; Authors: Alejandro Cuevas*, Nicolas Christin*; Conf: USENIX Security 24).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline? If **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Online Anonymous Marketplaces (OAMs) that points out the lack of trust and legal recourse (e.g., \"eBay-like feedback scores\" and \"forum reviews as trust signals\")? If **no**, explain where the context for reputation's importance is lacking.\n", + "\nDoes the slide deck clearly define the core concept of analyzing vendor success through two angles: longevity and future financial success? If **no**, describe the missing points in explaining the study's framework.\n", + "\nIs there a slide describing the multi-market data collection process involving 8 different OAMs (e.g., Silk Road, AlphaBay, Nemesis)? If **no**, indicate whether the scope of the longitudinal study was omitted.\n", + "\nIs there a slide explaining the \"Qualitative Coding\" methodology used for forum posts to extract high-fidelity reputation signals? If **no**, specify if the manual labeling process for 15,000+ posts is missing.\n", + "\nDoes the deck present the core logic for the \"Wealth Tier Classification\" (how vendors are categorized into top/bottom 25% earners based on revenue)? If **no**, specify if the financial modeling approach is missing.\n", + "\nIs there a slide summarizing the external signals analyzed, such as social network features and interaction networks from OAM forums? If **no**, explain if the cross-platform analysis section is missing.\n", + "\nDoes the experimental section cover the findings on \"Reputation Slander,\" specifically the lack of impact from forum-based attacks compared to market reviews? If **no**, indicate if the analysis of reputation poisoning was omitted.\n", + "\nDoes the deck include results showing that \"early revenue\" is a stronger predictor of future success than long-term reputation scores? If **no**, indicate if the key finding on business scaling is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., feedback as a proxy for sales and latent factors in vendor retirement)? If **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of OAM reputation systems accurate? (e.g., they rely on feedback scores similar to eBay but operate in a high-risk, zero-recourse environment.) If **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Empirical Longitudinal Study\" rather than a \"New Cryptographic Protocol\"? If **no**, point out the deviation in understanding the paper's nature.\n", + "\nAre the explanations for \"Hazard Rates\" in the survivability analysis consistent with the paper? (It refers to the probability of a vendor disappearing from the market.) If **no**, explain the errors in definition.\n", + "\nAre the details of the \"Random Forest\" (RF) and \"Time-Series Forest\" (TSF) predictive models accurate? If **no**, specifically point out errors in the machine learning approaches used.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., predictive accuracy for wealth tiers being consistent across unseen markets.) If **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Internal Reputation\" (market feedback) and \"External Reputation\" (forum mentions)? If **no**, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., AUC-ROC for classification, p-values for Cox models) consistent with the paper's standards? If **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming reputation is the only factor for success when the paper suggests early revenue is more critical)? If **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Longevity Gap\"? (i.e., vendors with higher reputation scores surviving longer on average.) If **no**, specify the slides where the survival analysis is misinterpreted.\n", + "\nIs the dataset duration (2011 to 2023) and the number of markets (8) correctly identified? If **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/generation_task/statistics.yaml b/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f1d705f1ccab4bf81e56d79b1dd6b72ea1f9631b --- /dev/null +++ b/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter +category: academia +input_metrics: + total_input_tokens: 11748 + generation_prompt_tokens: 2228 + materials_total_tokens: 9520 + material_count: 1 + pdf_total_pages: 17 + file_details: + - name: material.pdf + tokens: 9520 + pages: 17 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/material.pdf b/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d76c1d06a9f9442019d92216999ec28a9e0d1a3c --- /dev/null +++ b/academia/USENIX/Does_Online_Anonymous_Market_Vendor_Reputation_Matter/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a6f92a21ef90b5eb24762a1e998835b190bb20d49ed1e922e860a598b3f0be7 +size 567537 diff --git a/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/generation_task/instructions.md b/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..cac97db0091ee2c1542385872c0203ffad1fd1c1 --- /dev/null +++ b/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/generation_task/instructions.md @@ -0,0 +1,169 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: Exploring Covert Third-party Identifiers through External Storage in the Android New Era + + * Author Team: Zikan Dong*, Tianming Liu*, Jiapeng Deng, Haoyu Wang, Li Li, Minghui Yang, Meng Wang, Guosheng Xu, Guoai Xu + + * Affiliation: BUPT, Monash University, HUST, Beihang University, OPPO, HIT + + * Conference: 33rd USENIX Security Symposium (USENIX Security 24) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Android Privacy Evolution: Google has restricted access to persistent hardware identifiers (IMEI, Serial Number) to prevent cross-app tracking. + + * New Era Challenge: Developers and third-party SDKs seek alternative methods to maintain a "Universal ID" for advertising and user profiling. + + * Motivation & Problem Statement: Assessing the prevalence and risks of "Covert Identifiers" hidden in external storage, which remain accessible despite stricter permission models (e.g., Scoped Storage). + +4. **Limitations of Existing Privacy Protections:** + + * Scoped Storage Loopholes: While Scoped Storage limits access, apps still find ways to use public directories or residual files to store ID fragments. + + * ID Reset Failure: System-level ID resets (like Advertising ID) do not clear custom tracking files hidden in `/sdcard/`. + + * Persistence: Traditional detection tools fail to track files that survive application uninstallation. + + * Design Constraint: Include a visual example (refer to Fig 1) showing how a tracking file in a hidden directory persists after an app is uninstalled and is then read by a completely different app. + + +5. **Overview of the Proposed Method** + + * Core Idea: A systematic framework to detect and analyze covert identifiers by monitoring file operations and data flow within the Android external storage. + + * Key Contribution 1: Large-scale Measurement. Analyzing 30,000+ popular apps and identifying 1,000+ covert ID tracking patterns. + + * Key Contribution 2: Multi-stage Detection Pipeline. Combining static analysis (SDK identification) with dynamic "Differential Testing" and "Uninstallation Testing". + + * Key Contribution 3: Discovery of New Tracking SDKs. Identifying hundreds of SDKs (e.g., Umeng, Mob, Jiguang) that actively bypass Android privacy policies. + +6. **Methodology: Detection Framework** + + * Step 1: Candidate SDK Identification: Using static analysis to find code segments related to external storage file I/O and ID generation. + + * Step 2: Dynamic Differential Testing: Running apps in a sandbox to observe which files are created, and checking if those files contain unique strings that remain identical across app versions or re-installations. + +7. **Key Algorithm: ID Correlation & Verification** + + * Uninstallation Testing: Deleting the app, rebooting the device, and observing if a newly installed app can "adopt" the old ID from the external storage. + + * Cross-App Linking: Analyzing if apps from different developers read the same "Secret File" to synchronize user tracking data. + + * Design Constraint: Display the detection system architecture (refer to Fig 2) showing the flow from APK Input -> Static Filtering -> Dynamic Execution -> ID Confirmation. + + +8. **Dataset and Measurement Details** + + * Data Statistics: 33,654 apps from 14 different app markets (Global and Chinese markets). + + * Tracking SDKs: Identified 15 major tracking SDK families (e.g., Alibaba ID, ByteDance AD, Tencent AD) and hundreds of smaller ones. + + * File Paths: Documenting thousands of unique file paths used for covert storage. + +9. **Experimental Results & Analysis** + + * Prevalence: Over 70% of popular apps were found to use at least one form of covert identifier in external storage. + + * Persistence Rate: Significant percentage of these IDs survive factory resets or app uninstalls, effectively creating a "Permanent ID". + + * Market Comparison: Higher prevalence of covert tracking in regional app stores compared to Google Play, due to more aggressive SDK integration. + + * Design Constraint: Include a statistical chart (refer to Table 3/4) showing the top tracking SDKs and the number of apps they have infected. + +10. **Case Studies: Real-world Tracking Patterns** + + * Pattern 1: Hidden Directories. Using directories starting with `.` (e.g., `.system_id`) to hide files from users and standard cleanup tools. + + * Pattern 2: Collision-resistant IDs. How SDKs use device hardware info (MAC, Model) to generate the same file name across different apps to ensure they "meet" in the storage. + +11. **Responsible Disclosure & Remediation** + + * Disclosure: Notified Google and major SDK vendors about the loopholes. + + * Remediation: Improving Android's Scoped Storage enforcement and introducing "Directory Isolation" for third-party SDKs. + +12. **Key Takeaways & Limitations** + + * Takeaways: External storage remains a massive privacy hole; "Universal IDs" are still alive through covert file sharing. + + * Limitations: The study focuses on Android; iOS tracking mechanisms (like IDFV) follow different but relevant patterns. + +13. **Conclusion** + + * Summary: This paper provides the first large-scale look at covert ID tracking in the "Scoped Storage" era, proving that tracking persists through hidden files. + + * Future Work: Developing real-time monitoring tools for end-users to detect and block covert file access by background SDKs. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/generation_task/judge_prompt.json b/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..bab1933eaf30baf4bfd072c3a8a5e6cdbf7d5c1f --- /dev/null +++ b/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Exploring Covert Third-party Identifiers through External Storage in the Android New Era; Conf: USENIX Security 24).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Android Privacy Evolution that points out the limitations of Scoped Storage (e.g., \"shared directories still accessible\" and \"residual files survive uninstallation\")?\nIf **no**, explain where the background info on the \"New Era\" storage model is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"Covert Identifiers\" hidden in external storage paths?\nIf **no**, describe the missing points in explaining the bypass of official ID restrictions (IMEI/Android ID).\n", + "\nIs there a slide describing the \"Persistence-aware Detection Pipeline\" architecture and how it integrates static and dynamic analysis?\nIf **no**, indicate whether the structural link between the analyzer and the Android sandbox was omitted.\n", + "\nIs there a slide explaining the \"Uninstallation Persistence\" test and its role in confirming permanent tracking?\nIf **no**, specify if the mechanism for verifying ID recovery after app re-installation is missing.\n", + "\nDoes the deck present the core logic for the \"Cross-app Collaboration\" (how different SDKs read/write the same secret file)?\nIf **no**, specify if the multi-app synchronization logic is missing.\n", + "\nIs there a slide summarizing the dataset sources used (e.g., 33,000+ apps from Global and Chinese markets)?\nIf **no**, explain if the large-scale measurement section is missing.\n", + "\nDoes the experimental section cover comparative results of tracking prevalence between different app markets?\nIf **no**, indicate if the analysis of regional differences (e.g., Google Play vs. Chinese Stores) was omitted.\n", + "\nDoes the deck include qualitative results showing actual tracking file paths (e.g., /.system_id/ or /.data/cache/) used by major SDKs?\nIf **no**, indicate if visual evidence of hidden file usage is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and the responsible disclosure to Google/SDK vendors?\nIf **no**, describe the missing insights and impact.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of Scoped Storage accurate? (e.g., it was introduced to sandbox files, but \"Covert IDs\" exploit shared paths or legacy API compatibility.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as \"Covert ID Identification\" rather than \"Traditional Permission Exploitation\"?\nIf **no**, point out the deviation in understanding that the attack survives without high-privilege hardware ID permissions.\n", + "\nAre the explanations for the \"Tracking Patterns\" consistent with the paper? (It maps SDK code to specific file I/O operations in `/sdcard/`.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Differential Testing\" (comparing file content across different devices/apps) accurate?\nIf **no**, specifically point out errors in the dynamic analysis methodology.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., over 70% of apps using covert IDs, identification of major SDK families like Umeng or Mob.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Official Advertising IDs\" and \"Covert Third-party IDs\"?\nIf **no**, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Persistence Rate, Cross-app Coverage) consistent with the paper's standards?\nIf **no**, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it targets iOS when it is an Android-focused study)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the \"Uninstallation Survival\"? (i.e., the file remains on the disk even after the creating app is gone.)\nIf **no**, specify the slides where the persistence principle is misinterpreted.\n", + "\nIs the base OS version (e.g., Android 10-13) and the specific SDK attribution logic correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/generation_task/statistics.yaml b/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f4f20687b7b7f63cddf648bd2791f08b8b946498 --- /dev/null +++ b/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era +category: academia +input_metrics: + total_input_tokens: 12970 + generation_prompt_tokens: 2330 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/material.pdf b/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..82125d9723316df5e9f986ecab8c72c0e132bfcf --- /dev/null +++ b/academia/USENIX/Exploring_Covert_Third-party_Identifiers_through_External_Storage_in_the_Android_New_Era/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b61135ba12edfb10a19fe67ea4fd711f010dfc77c5cc55884a84c792e69cf291 +size 1186115 diff --git a/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/generation_task/instructions.md b/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..e3e87e40ca6763fc41c09fa8c110f0cd97192103 --- /dev/null +++ b/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/generation_task/instructions.md @@ -0,0 +1,136 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1.**Title Slide** + + * Paper Title:Hermes: Unlocking Security Analysis of Cellular Network Protocols by Synthesizing Finite State Machines from Natural Language Specifications + * Author Team:Abdullah Al Ishtiaq, Sarkar Snigdha Sarathi Das, Syed Md Mukit Rashid, Ali Ranjbar, Kai Tu, Tianwei Wu, Zhezheng Song, Weixuan Wang, Mujtahid Akon, Rui Zhang, Syed Rafiul Hussain + * Affiliation:Pennsylvania State University + * Conference:33rd USENIX Security Symposium (USENIX Security 2024) + +2.**Outline / Agenda** + +3.**Introduction / Background** + * Cellular Network Specifications (3GPP):Technical documents that define complex interactions in 4G/5G networks. +Current Practice:Security analysis relies on manually created formal models (Finite State Machines), which are laborious and prone to human error. + * The Gold Standard Gap:3GPP provides no official formal models, leading to potential misinterpretations by developers and implementers. + * Motivation:Automating the extraction of formal models is critical for continuous security auditing and catching protocol flaws. + +4.**Limitations of Existing Methods:** + * Manual Modeling:Extremely tedious and fails to keep pace with frequent 3GPP specification updates (5-6 times per year). +NLP Inefficiency:Off-the-shelf NLP tools struggle with domain-specific technical jargon and complex nested logic in cellular standards. + * State-of-the-Art Failure:Prior tools like RFCNLP fail on large-scale protocols with massive transitions and cross-layer interactions. + * Design Constraint:Include a visual example (refer to Fig 1/2) showing how a single sentence (e.g., IDENTITY REQUEST handling) contains complex nested conditions and actions. + +5.**Overview of the Proposed Method** + * Core Idea:Hermes, an end-to-end framework that automatically synthesizes Finite State Machines (FSMs) from natural language specifications. + * Key Contribution 1:NEUTREX Parser. A neural constituency parser designed to extract states, conditions, and actions from technical text. + * Key Contribution 2:CellulaRoBERTa. A specialized language model pretrained on 22,000+ cellular documents to bridge the domain gap. + * Key Contribution 3:Automated Security Pipeline. Enables model checking and implementation testing, uncovering 3 new vulnerabilities in 5G. + +6.**Methodology: Transition Extraction** + * Step 1:NEUTREX Processing. Uses a domain-knowledge-informed grammar to detect transition components and their logical hierarchies. + * Step 2:IRSynthesizer. Leverages a Domain Specific Language (DSL) to convert natural language phrases into logical formulas/Intermediate Representations. + * Step 3:FSMSynthesizer. Compiles the logical components into complete transitions and constructs the final FSM graph. + +7.**Key Algorithm: NEUTREX & IR Translation** + * Neural Parsing:Extends neural constituency parsing to handle nested associations (e.g., "if... and... then...") prevalent in cellular docs. + * Context Resolution:A heuristic backtracking mechanism to find missing information (like message names) omitted in local paragraphs. + * Design Constraint:Display the framework overview diagram (refer to Fig 3) showing the flow from PDF input -> NEUTREX -> IRSynthesizer -> FSM. + +8.**Dataset and Implementation Details** + * Dataset:Expert-annotated transitions from 4G NAS, 5G NAS, and 5G RRC specifications. + * Model Training:NEUTREX trained with a weighted loss function to prioritize labeling accuracy in early stages. + * Implementation:Built using Python, Stanza, Huggingface, and the Z3 theorem prover for logical consistency checks. + +9.**Experimental Setup** + * Test Protocols:Evaluated on 4G NAS (Rel-16), 5G NAS (Rel-17), and 5G RRC (Rel-17). + * Metrics:Transition accuracy compared to human-annotated ground truth and Labeled F1-score for component extraction. + * Security Benchmarking:Comparison with 9 commercial 4G baseband implementations to detect non-compliance. + +10.**Experimental Results & Analysis** + * High Accuracy:Hermes achieves 81-87% accuracy in generating transitions, significantly outperforming RFCNLP (38%). + * Vulnerability Discovery:Identified 19 known attacks and 3 new 5G design flaws (e.g., in NAS message rejection handling). + * Implementation Deviations:Uncovered 7 implementation-level flaws in commercial 4G devices by comparing them to the synthesized "gold standard." + * Design Constraint:Include a performance table (refer to Table 7/8) comparing Hermes's FSM accuracy against previous NLP-based approaches. + +11.**Visual Analysis & Error Studies** + * Parser Bottlenecks:Analyzing cases where NEUTREX misses transitions or merges separate actions due to complex sentence structures. + * * Contextual Complexity:Studies on how information scattered across multiple paragraphs affects FSM completeness. +Scaling:Demonstrating efficiency with training taking ~4 hours and FSM extraction taking under a minute per document. + +12.**Key Takeaways & Limitations** + * Takeaways:Hermes provides a scalable way to maintain "Gold Standard" models; it identifies critical flaws that human analysts missed. + * Limitations:Currently focuses on individual documents; cross-document interactions (like handover) require further integration. + +13.**Conclusion** + * Summary:Hermes bridges the gap between natural language specs and formal security analysis for the cellular industry. +Future Work:Expanding the DSL and context resolution to support even more complex inter-layer protocol procedures. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/generation_task/judge_prompt.json b/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..8f2bd99cae63c05154f4acfa529054900818fea5 --- /dev/null +++ b/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf no, describe what is missing from the first slide (Title: Hermes: Unlocking Security Analysis of Cellular Network Protocols by Synthesizing Finite State Machines from Natural Language Specifications; Conf: USENIX Security 2024).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf no, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of 3GPP specifications that points out the limitations of manual modeling (e.g., \"labor-intensive\", \"error-prone\", and \"rapid specification updates\")?\nIf no, explain where the background info on the need for automation is lacking.\n", + "\nDoes the slide deck clearly define the core concept of using \"NEUTREX\" (Neural Transition Component Extractor) to parse technical text into states, conditions, and actions?\nIf no, describe the missing points in explaining the constituency parsing framework.\n", + "\nIs there a slide describing the \"IRSynthesizer\" and how it uses a Domain Specific Language (DSL) to translate natural language into logical representations?\nIf no, indicate whether the bridge between text and logical formulas was omitted.\n", + "\nIs there a slide explaining the \"CellulaRoBERTa\" model and its role in handling cellular-specific technical jargon?\nIf no, specify if the domain-specific pre-training details are missing.\n", + "\nDoes the deck present the core logic for \"Context Resolution\" (how the system finds missing state or message information from surrounding paragraphs)?\nIf no, specify if the mechanism for handling elliptical or implicit technical references is missing.\n", + "\nIs there a slide summarizing the training data and protocols used (e.g., 4G/5G NAS and 5G RRC specifications)?\nIf no, explain if the dataset section is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like RFCNLP or manual ground truth?\nIf no, indicate if the F1-score or transition accuracy analysis was omitted.\n", + "\nDoes the deck include results showing the model's ability to uncover new security vulnerabilities (e.g., the 3 new 5G flaws found by Hermes)?\nIf no, indicate if the real-world security impact is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., challenges with cross-document dependencies or extremely complex semantic constraints)?\nIf no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of existing NLP tools accurate? (e.g., they struggle with the complex nested logic and specific semantics of 3GPP documents.)\nIf no, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"End-to-End Synthesis\" from PDF to FSM rather than just a text classifier?\nIf no, point out the deviation in understanding the automated pipeline.\n", + "\nAre the explanations for \"NEUTREX\" consistent with the paper? (It is a neural constituency parser tailored for transition-relevant components.)\nIf no, explain the errors in definition.\n", + "\nAre the details of the \"Model Checking\" or \"Implementation Testing\" using the generated FSMs accurate?\nIf no, specifically point out errors in how the FSMs are utilized for security auditing.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving over 80% transition accuracy and outperforming prior work like RFCNLP by a large margin.)\nIf no, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Transition Components\" (State, Condition, Action) and the final \"FSM Graph\" structure?\nIf no, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation metrics (e.g., Transition Accuracy, Condition/Action Match Score) consistent with the paper's standards?\nIf no, point out errors in metric interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it handles all physical layer protocols when it primarily focuses on NAS and RRC layers)?\nIf no, point out the fabricated content.\n", + "\nDo the visual results (e.g., the FSM diagrams) accurately reflect the protocol logic described in the 3GPP text?\nIf no, specify the slides where the protocol transitions are misinterpreted.\n", + "\nIs the scale of the pre-training (e.g., 22k+ cellular documents for CellulaRoBERTa) and the version of specifications (e.g., Rel-16/17) correctly identified?\nIf no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/generation_task/statistics.yaml b/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..65bfdda0138233d3102b923e8bdde2c0377096cd --- /dev/null +++ b/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications +category: academia +input_metrics: + total_input_tokens: 13037 + generation_prompt_tokens: 2397 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/material.pdf b/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9f196668aa224fe12c9b7fede4f77dce7d193c02 --- /dev/null +++ b/academia/USENIX/Hermes_Unlocking_Security_Analysis_of_Cellular_Network_Protocols_by_Synthesizing_Finite_State_Machines_from_Natural_Language_Specifications/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8aaa11c1086d3b06b6f3f4d55148214813bc5eefde6c138ecf20d0649eebb2ac +size 3082576 diff --git a/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/generation_task/instructions.md b/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..fc664b230d32a964fd136dc849429d400e3df004 --- /dev/null +++ b/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/generation_task/instructions.md @@ -0,0 +1,169 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: K-Waay: Fast and Deniable Post-Quantum X3DH without Ring Signatures + + * Author Team: Daniel Collins, Loïs Huguenin-Dumittan, Ngoc Khanh Nguyen, Nicolas Rolin, Serge Vaudenay + + * Affiliation: EPFL, King's College London, Spuerkeess + + * Conference: 33rd USENIX Security Symposium (USENIX Security 24) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * The Signal Protocol & X3DH: Billions of users rely on X3DH for asynchronous, deniable key exchange (e.g., WhatsApp), but it is not quantum-secure. + + * The Challenge: Transitioning X3DH to post-quantum (PQ) security while maintaining: +- Asynchronicity: Users can derive keys even if the partner is offline. +- Deniability: Parties can plausibly deny participating in the key exchange. + + * Motivation: Current PQ-X3DH proposals rely on Ring Signatures, which are slow, often lack QROM security proofs, and have unclear parameter security. + +4. **Limitations of Existing Methods:** + + * Ring Signature Dependency: Existing PQ-X3DH proposals use ring signatures for deniability, but these are computationally expensive and increase ciphertext size. + + * Security Proof Gaps: Many current ring signatures lack proofs in the Quantum Random Oracle Model (QROM). + + * Speed Bottleneck: Ring signatures are significantly slower than standard primitives like KEMs. + + * Design Constraint: Briefly contrast with Signal's "PQXDH" (hybrid approach), which provides confidentiality but fails at post-quantum authentication against active attackers. + +5. **Overview of the Proposed Method** + + * Core Idea: K-Waay, a PQ-secure X3DH alternative that eliminates ring signatures by using a "split-KEM" for implicit authentication and deniability. + + * Key Contribution 1: Enhanced Split-KEM Framework. Revisit split-KEM formalism and introduce new security notions (UNF-1KMA, deniability) necessary for secure key exchange. + + * Key Contribution 2: FrodoKEX+ Construction. A concrete split-KEM instantiation based on the plain LWE (Learning With Errors) assumption. + + * Key Contribution 3: Optimized Performance. Demonstrates 6x faster performance than previous ring-signature-based PQ-X3DH protocols. + +6. **Methodology: Protocol Construction** + + * Phase 1: Long-term Key Gen: Combines a standard KEM key pair and a signature key pair. + + * Phase 2: Prekey Generation: Parties upload signed "prekey bundles" containing ephemeral KEM and ephemeral split-KEM public keys. + + * Phase 3 & 4: Send & Receive: The initiator encapsulates to three keys (long-term KEM, ephemeral KEM, and ephemeral split-KEM). The shared key is derived via a Triple-PRF. + +7. **Key Algorithm: Split-KEM & Authentication** + + * Implicit Authentication: Achieved through split-KEM where the sender contributes their own secret to the ciphertext, ensuring only the intended sender can successfully engage. + + * Security Transform: A transform in the (Q)ROM to upgrade a decaps-OW-CPA secure split-KEM to a UNF-1KMA (unforgeable) scheme. + + * Design Constraint: Explain the "Ephemeral Key Reuse" trick (BatchReceive) that allows the protocol to remain asynchronous even if a party runs out of prekeys. + +8. **Lattice-based Instantiation (FrodoKEX+)** + + * Foundation: Based on FrodoKEX (plain LWE), which is highly scrutinized and conservative. + + * Innovation: Introduces "masking terms" and rejection sampling to simulate decapsulation without leaking secret key information. + + * Deniability Proof: Reduction to the "Extended-LWE" (ELWE) problem, further reduced to plain LWE. + +9. **Experimental Setup** + + * Testbed: Benchmarked against standard X3DH and existing PQ-X3DH proposals (Hashimoto et al., Brendel et al.). + + * Parameter Selection: Conservative choices providing 128-bit classical / 64-bit quantum security, accounting for QROM security loss. + +10. **Experimental Results & Analysis** + + * Performance: K-Waay is ~6x faster than ring-signature-based alternatives. + + * Trade-offs: While computationally superior, K-Waay has larger prekey sizes compared to some alternatives. + + * Design Constraint: Include a comparison showing that K-Waay uses standard LWE-based primitives (FrodoKEM) which are more mature for immediate integration. + +11. **Deniability Analysis** + + * Peer-Deniability: Users can deny communicating with a specific party, even if they cannot deny using the system (due to signed prekeys). + + * State Exposure: K-Waay provides security even when session states are exposed, a stronger model than some previous works. + +12. **Key Takeaways & Limitations** + + * Takeaways: First PQ-X3DH without ring signatures; 6x speedup; proven in the QROM under plain LWE. + + * Limitations: Larger prekey sizes; current split-KEM construction is restricted to structured lattice optimizations for future efficiency. + +13. **Conclusion** + + * Summary: K-Waay offers a practical, fast, and provably-secure path to post-quantum secure messaging. + + * Future Work: Implementing structured lattices (Ring-LWE/Module-LWE) to reduce key sizes and exploring system-level deniability. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/generation_task/judge_prompt.json b/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..330786c2e230bf02b3242d100f073781e2c16b2b --- /dev/null +++ b/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: K-Waay: Fast and Deniable Post-Quantum X3DH without Ring Signatures; Conf: USENIX Security 24).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Signal's X3DH that points out its lack of quantum security and the limitations of \"PQXDH\" (e.g., \"no protection against active attackers\")?\nIf **no**, explain where the background info on post-quantum transition is lacking.\n", + "\nDoes the slide deck clearly define the core concept of replacing Ring Signatures with a \"Split-KEM\" framework to achieve deniability?\nIf **no**, describe the missing points in explaining the architectural shift.\n", + "\nIs there a slide describing the \"Triple-PRF\" key derivation and how it integrates the three different KEM/Split-KEM components?\nIf **no**, indicate whether the structural link between the handshake and key derivation was omitted.\n", + "\nIs there a slide explaining the \"UNF-1KMA\" (Unforgeability) security notion and its role in ensuring implicit authentication?\nIf **no**, specify if the mechanism for post-quantum sender authentication is missing.\n", + "\nDoes the deck present the core logic for \"FrodoKEX+\" (how rejection sampling and masking terms allow simulation without leaking the secret key)?\nIf **no**, specify if the mathematical construction of the split-KEM instantiation is missing.\n", + "\nIs there a slide summarizing the \"BatchReceive\" mechanism and how it handles the \"Out-of-Prekeys\" scenario asynchronously?\nIf **no**, explain if the handling of ephemeral key reuse is missing.\n", + "\nDoes the experimental section cover comparative results against baselines like the protocols by Hashimoto et al. or Brendel et al.?\nIf **no**, indicate if the performance analysis relative to ring-signature-based methods was omitted.\n", + "\nDoes the deck include data showing the \"6x speedup\" and the trade-offs in communication overhead (larger prekey bundles)?\nIf **no**, indicate if the quantitative performance benefits are missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and limitations (e.g., larger ciphertext/key sizes compared to structured lattices)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of Ring Signatures accurate? (e.g., they are computationally expensive and many lack QROM proofs.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Implicitly Authenticated\" protocol rather than one using \"Explicit Digital Signatures\" for the handshake?\nIf **no**, point out the deviation in understanding the authentication principle.\n", + "\nAre the explanations for the \"Split-KEM\" consistent with the paper? (It partitions decapsulation into a secret-dependent part and a public part.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Extended-LWE (ELWE)\" reduction and its link to plain LWE accurate?\nIf **no**, specifically point out errors in the security reduction logic.\n", + "\nDoes the performance data in \"Experimental Results\" match the paper's tables? (e.g., K-Waay's computation time vs. previous PQ-X3DH works.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Receiver Deniability\" and \"Peer Deniability\" within the K-Waay framework?\nIf **no**, explain where these concepts are confused.\n", + "\nAre the security levels (e.g., 128-bit classical / 64-bit quantum) and the impact of the \"Square-root loss\" in QROM correctly identified?\nIf **no**, point out errors in security parameter interpretation.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming it uses \"Module-LWE\" when the current FrodoKEX+ is based on \"Plain LWE\")?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the protocol's \"Asynchronicity\"? (i.e., the server-mediated prekey bundle distribution.)\nIf **no**, specify the slides where the communication model is misinterpreted.\n", + "\nIs the specific PRF construction (using HKDF or SHAKE) and the KEM base (FrodoKEM) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/generation_task/statistics.yaml b/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..380d695e1ef03d458e92fcd0f685d69dce99a71c --- /dev/null +++ b/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures +category: academia +input_metrics: + total_input_tokens: 13015 + generation_prompt_tokens: 2375 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/material.pdf b/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7170d82fd6f1f39ecbd824afc2f71c5fee4a03da --- /dev/null +++ b/academia/USENIX/K-Waay_Fast_and_Deniable_Post-Quantum_X3DH_without_Ring_Signatures/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43aae7442634d74a4432b69223b3d173471a7d8b5856cdc5bae1356c8fb87351 +size 610899 diff --git a/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/generation_task/instructions.md b/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..cbeebaa6865f8006d5bf1ca9ee61f1e6a0b98a01 --- /dev/null +++ b/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/generation_task/instructions.md @@ -0,0 +1,160 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: Machine Learning needs Better Randomness Standards: Randomised Smoothing and PRNG-based attacks + + * Author Team: Pranav Dahiya, Ilia Shumailov, Ross Anderson + + * Affiliation: University of Cambridge, University of Oxford, University of Edinburgh + + * Conference: 33rd USENIX Security Symposium (USENIX Security 24) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Role of Randomness in ML: Essential for optimization (SGD), data sampling, differential privacy, and security certification (Randomised Smoothing). + + * Current Landscape: ML systems outsource randomness generation to compilers, cloud providers, or libraries (Numpy, PyTorch). + + * Motivation & Problem Statement: While cryptography has rigorous randomness standards, ML lacks them. Can an attacker compromise ML systems by merely tinkering with the random number generator (RNG)? + +4. **Limitations of Existing Standards & Methods** + + * Inadequate Testing: Current standards like NIST SP 800-22 are designed for cryptography and fail to detect subtle distribution shifts critical to ML. + + * Blind Trust: ML practitioners assume the underlying PRNG (e.g., PCG64, Philox) provides "perfect" randomness without verification. + + * Security Gap: Traditional ML security focuses on model weights or inputs, ignoring the "randomness" attack surface. + + * Design Constraint: Include a conceptual diagram (refer to Figure 1) showing how different noise shapes (Kurtosis, Skewness) lead to incorrect prediction confidence. + +5. **Overview of the Proposed Method** + + * Core Idea: Demonstrating a new class of attacks that exploit the reliance of Randomised Smoothing on high-quality Gaussian noise. + + * Key Contribution 1: Naive Distribution Attack. Shows how swapping noise types (e.g., to Laplace) disrupts certification. + + * Key Contribution 2: Covert Bit-flipping Attack. A sophisticated method modifying internal PRNG bits to spoof results while passing NIST tests. + + * Key Contribution 3: Call for Standards. Proposing updated randomness guidelines tailored for safety-critical ML applications. + +6. **Methodology: Attack Design** + + * Step 1: Target Identification: Targeting Randomised Smoothing, which uses Monte Carlo sampling from Gaussian noise to certify robustness. + + * Step 2: Bit-stream Manipulation: Modifying the PCG64 generator to flip specific bits: Index bits (location), Sign bits (symmetry), or Distribution bits (shape). + +7. **Key Algorithm: Bit-flipping PRNG Attacker** + + * Mechanism: Modifying the `next64` function in the PRNG implementation. + + * Attack Types: +- Negative/Positive Kurtosis Attacks: Altering the "tailedness" of the distribution. +- Skewness Attacks: Introducing asymmetry. + + * Design Constraint: Display the sampling process (refer to Figure 2) showing the Ziggurat method and how bit manipulation impacts the final Gaussian variate. + +8. **Experimental Setup** + + * Dataset: CIFAR-10. + + * Base Model: ResNet-110 trained with noise (sigma=0.25). + + * Evaluation: Measuring the change in "Certified Radius" and the pass rate of NIST statistical tests. + +9. **Experimental Results & Analysis** + + * Spoofing Magnitude: The bit-flipping attack can cause mis-quantification of confidence by up to a factor of 81. + + * Stealthiness: Many effective attacks (e.g., Positive Kurtosis) consistently pass NIST randomness tests, making them nearly invisible to standard audits. + + * Design Constraint: Include a performance plot (refer to Figure 5) showing QQ plots where manipulated distributions deviate from the normal distribution. + +10. **Impact & Case Study** + + * Service-Denial: Forcing the model to "abstain" or waste compute by underestimating robustness. + + * Safety Failure: Falsely certifying a model as robust against adversarial attacks, leading to potential real-world disasters (e.g., tank detection scenario). + +11. **Key Takeaways & Recommendations** + + * Takeaways: Randomness is a critical but ignored vulnerability in the ML stack; current "security-certified" PRNGs are not enough for ML safety. + + * Recommendations: Practitioners must "check their noise"; update NIST guidelines to include higher-order moment tests (Kurtosis/Skewness). + +12. **Conclusion** + + * Summary: This paper exposes a novel attack surface in ML by backdooring randomness, proving that "standard" PRNGs can be weaponized. + + * Future Work: Developing robust-by-design PRNGs for ML and exploring similar vulnerabilities in Differential Privacy and Federated Learning. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/generation_task/judge_prompt.json b/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..1a5c6df9c392db4ed3257edfe0fce1c1b7da4bc3 --- /dev/null +++ b/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Machine Learning needs Better Randomness Standards: Randomised Smoothing and PRNG-based attacks; Conf: USENIX Security 24).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Randomised Smoothing (RS) that points out the reliance on high-quality Gaussian noise?**\nIf **no**, explain where the background on RS as a certified defense is lacking.\n", + "\n**Does the slide deck clearly define the core threat model: an attacker compromising the PRNG in the ML toolchain?**\nIf **no**, describe the missing points in explaining the \"backdoored randomness\" scenario.\n", + "\n**Is there a slide describing the \"Bit-flipping PRNG Attack\" and how it modifies internal generator bits like index or sign bits?**\nIf **no**, indicate whether the technical link between PRNG internal state and Gaussian variates was omitted.\n", + "\n**Is there a slide explaining the \"Ensemble of Attacks\" (Naive Distribution vs. Stealthy Bit-flipping)?**\nIf **no**, specify if the categorization of different attack vectors is missing.\n", + "\n**Does the deck present the core logic for how manipulated randomness leads to \"Certified Radius\" spoofing?**\nIf **no**, specify if the link between statistical distribution shift and certification outcome is missing.\n", + "\n**Is there a slide summarizing the experimental setup, including the dataset (CIFAR-10) and models (ResNet-110) used?**\nIf **no**, explain if the evaluation environment section is missing.\n", + "\n**Does the experimental section cover the results of NIST SP 800-22 tests on the attacked PRNGs?**\nIf **no**, indicate if the analysis of attack stealthiness (passing standard tests) was omitted.\n", + "\n**Does the deck include qualitative results like QQ-plots or histograms showing the deviation from the normal distribution?**\nIf **no**, indicate if visual evidence of distribution manipulation is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and the call for new randomness standards in ML?**\nIf **no**, describe the missing recommendations for practitioners.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the limitations of NIST standards accurate? (e.g., they are designed for cryptography and fail to detect subtle moment-based shifts.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as a \"Backdoor Attack\" rather than \"Adversarial Examples\" on inputs?**\nIf **no**, point out the deviation in understanding that inputs remain clean.\n", + "\n**Are the explanations for the \"Bit-flipping\" mechanism consistent with the paper? (e.g., flipping bit-63 to alter signs or bit-51 for distribution shape.)**\nIf **no**, explain the errors in technical definition.\n", + "\n**Are the details of the \"Certified Robustness\" calculation (using the Neyman-Pearson Lemma) accurate?**\nIf **no**, specifically point out errors in the mathematical foundation of Randomised Smoothing.\n", + "\n**Does the performance data match the paper's findings? (e.g., spoofing the radius by up to 81x while passing NIST tests.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Negative Kurtosis\" and \"Positive Kurtosis\" attacks?**\nIf **no**, explain where these statistical concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Certified Radius, Pass Rate) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming the attack requires access to model weights when it only targets the PRNG)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the \"Stealthiness\" of the attack? (i.e., the QQ-plot showing nearly normal behavior for some attacks.)**\nIf **no**, specify the slides where the stealthy nature of PRNG-backdoors is misinterpreted.\n", + "\n**Is the target PRNG (e.g., PCG64 or Philox) and the noise scale (sigma) correctly identified?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/generation_task/statistics.yaml b/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..58b03eb81051810e508c006bd28c909595fb2401 --- /dev/null +++ b/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks +category: academia +input_metrics: + total_input_tokens: 12822 + generation_prompt_tokens: 2182 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/material.pdf b/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0cb0549464ad5432a8fc0a6c622e3c475a95dc27 --- /dev/null +++ b/academia/USENIX/Machine_Learning_needs_Better_Randomness_Standards_Randomised_Smoothing_and_PRNG-based_attacks/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f6bd7c52e549c2a9beeabf9679b68a03068a6f8a7969caac9e949bf98bbdea5 +size 823518 diff --git a/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/generation_task/instructions.md b/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..4036e3d041dee39f24a7c95df60df762ee578387 --- /dev/null +++ b/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/generation_task/instructions.md @@ -0,0 +1,171 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1.**Title Slide** + + * Paper Title: SpecLFB: Eliminating Cache Side Channels in Speculative Executions + + * Author Team: Xiaoyu Cheng, Fei Tong, Hongyu Wang, Zhe Zhou, Fang Jiang, Yuxing Mao + + * Affiliation: Southeast University, Chongqing University, Wiscom System Co., LTD + + * Conference: 33rd USENIX Security Symposium (USENIX Security 2024) + +2.**Outline / Agenda** + +3.**Introduction / Background** + + * Speculative Execution: A fundamental performance optimization in modern CPUs that predicts instruction paths. + + * Current Landscape: +- Speculative execution leaves measurable traces in the cache (side channels), even if the path is later discarded. +- Famous attacks like Spectre and Meltdown exploit these microarchitectural footprints to leak sensitive data. + + * Motivation & Problem Statement: Existing defenses often incur high performance overhead or provide incomplete protection against evolving cache-based side channels. + +4.**Limitations of Existing Methods:** + + * Performance Degradation: Solutions like "serialization" (lfence) or disabling speculation severely slow down the processor. + + * Complex Hardware Modifications: Some academic proposals require completely redesigning the cache hierarchy or directory protocols. + + * Incomplete Protection: Many defenses only target specific Spectre variants, leaving other speculative side channels open. + + * Design Constraint: Include a visual example (refer to Fig 1) illustrating how a speculative load alters the cache state, creating a vulnerability. + + + +5.**Overview of the Proposed Method** + + * Core Idea: SpecLFB—utilizing the existing Line Fill Buffer (LFB) as a "secure quarantine zone" for speculative data. + + * Key Contribution 1: Microarchitectural Isolation. Prevents speculative memory loads from modifying the cache state until they are committed. + + * Key Contribution 2: Low Performance Overhead. Maintains high CPU performance by allowing speculative execution to proceed using data buffered in SpecLFB. + + * Key Contribution 3: Hardware Efficiency. Requires minimal changes to the existing processor pipeline and cache controller. + +6.**Methodology: SpecLFB Design** + + * Step 1: Speculative Tagging: Adding a "speculative bit" to LFB entries to track the status of in-flight memory requests. + + * Step 2: Delayed Cache Insertion: Holding the data in the LFB and only promoting it to the Cache after the instruction successfully retires and is no longer speculative. + +7.**Key Algorithm: Speculative Access Logic** + + * Hit/Miss Handling: If a speculative load hits the LFB, it returns data directly; if it misses, it fetches from memory to the LFB but does not trigger a cache line replacement. + + * Data Commitment: When the reorder buffer (ROB) confirms a branch prediction is correct, the associated LFB entry is marked for cache filling. + + * Design Constraint: Display the SpecLFB hardware architecture (refer to Fig 3) showing the interaction between the Pipeline, LFB, and Cache. + + + +8.**Implementation and Security Analysis** + + * Security Proof: Analyzing the "Invisible Speculation" property—demonstrating that an attacker cannot distinguish between speculative hits and misses through timing analysis. + + * Hardware Cost: Estimated logic gate overhead and power consumption compared to standard CPU designs. + +9.**Experimental Setup** + + * Simulation Environment: Evaluated using the Gem5 architectural simulator with an out-of-order CPU configuration. + + * Benchmarks: Tested on SPEC CPU2006 and SPEC CPU2017 to measure real-world application performance impact. + +10.**Experimental Results & Analysis** + + * Security Effectiveness: Successfully blocked all tested Spectre-style attacks in the simulation environment. + + * Performance Impact: Demonstrates near-zero overhead (typically <1%) compared to an unprotected CPU, significantly better than state-of-the-art defenses like InvisiSpec. + + * Design Constraint: Include a performance comparison bar chart (refer to Fig 7) showing SpecLFB vs. traditional defense mechanisms. + + + +11.**Comparison with Related Works** + + * SpecLFB vs. InvisiSpec: Lower complexity and better handling of LFB-to-Cache transitions. + + * SpecLFB vs. Cleanup-based methods: SpecLFB prevents the "dirty state" from ever reaching the cache, rather than trying to clean it up afterward. + +12.**Key Takeaways & Limitations** + + * Takeaways: Effective side-channel defense does not require sacrificing performance; the LFB is a natural point for speculative isolation. + + * Limitations: Focuses primarily on cache side channels; other microarchitectural structures like the TLB or Branch Predictor may require complementary solutions. + +13.**Conclusion** + + * Summary: SpecLFB provides a robust, low-cost, and high-performance solution for securing modern processors against speculative execution attacks. + +F * uture Work: Extending the SpecLFB principle to multi-core cache coherence protocols and specialized accelerators. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/generation_task/judge_prompt.json b/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..26aea8cb4164897ab65ce523fcdf9508a13d037b --- /dev/null +++ b/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: SpecLFB: Eliminating Cache Side Channels in Speculative Executions; Conf: USENIX Security 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Speculative Execution Attacks that points out the limitations of the current cache hierarchy (e.g., \"speculative loads altering cache states\" and \"vulnerability to Spectre-style attacks\")?**\nIf **no**, explain where the background info on microarchitectural vulnerabilities is lacking.\n", + "\n**Does the slide deck clearly define the core concept of the \"SpecLFB\" architecture (using the Line Fill Buffer to isolate speculative data)?**\nIf **no**, describe the missing points in explaining the hardware-based isolation framework.\n", + "\n**Is there a slide describing the \"Speculative Bit\" mechanism and how it distinguishes between speculative and committed entries in the LFB?**\nIf **no**, indicate whether the structural details of the LFB modification were omitted.\n", + "\n**Is there a slide explaining the \"Delayed Cache Filling\" policy and its role in preventing microarchitectural state leakage?**\nIf **no**, specify if the mechanism for controlling data movement from LFB to Cache is missing.\n", + "\n**Does the deck present the core logic for the \"Hit/Miss Handling\" (how the processor treats speculative hits in the LFB without triggering cache replacements)?**\nIf **no**, specify if the logic for maintaining \"invisible\" speculation is missing.\n", + "\n**Is there a slide summarizing the experimental setup (e.g., using Gem5 simulator, SPEC CPU2006/2017 benchmarks)?**\nIf **no**, explain if the evaluation environment section is missing.\n", + "\n**Does the experimental section cover comparative results against other defense mechanisms like InvisiSpec or serialization (lfence)?**\nIf **no**, indicate if the performance and security overhead analysis relative to baselines was omitted.\n", + "\n**Does the deck include performance data showing the \"near-zero overhead\" of SpecLFB compared to an unprotected processor?**\nIf **no**, indicate if quantitative evidence of architectural efficiency is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., focus on cache side channels vs. other structures like TLBs)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the \"Line Fill Buffer (LFB)\" role accurate? (e.g., it acts as a temporary buffer between the bus and the cache, which SpecLFB leverages for isolation.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as a \"Hardware-based Isolation\" rather than a \"Software-based Mitigation\"?**\nIf **no**, point out the deviation in understanding the architectural implementation principle.\n", + "\n**Are the explanations for \"Speculative Cache Side Channels\" consistent with the paper? (The leakage occurs because speculative instructions change the cache metadata/replacement state.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"LFB-to-Cache Commitment\" (only filling the cache after the Reorder Buffer retires the instruction) accurate?**\nIf **no**, specifically point out errors in the instruction commit logic.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., showing overhead is typically less than 1% for most SPEC benchmarks.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Architecture State\" (committed registers/memory) and \"Microarchitecture State\" (cache lines/LRU bits)?**\nIf **no**, explain where these concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., IPC - Instructions Per Cycle, LFB occupancy) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it provides protection against rowhammer or physical side channels when it is a speculative cache defense)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Security Guarantees\"? (i.e., showing that an attacker cannot observe a timing difference between speculative paths.)**\nIf **no**, specify the slides where the security properties are misinterpreted.\n", + "\n**Is the simulation configuration (e.g., 4-wide out-of-order pipeline, 32KB L1 cache) correctly identified as per the paper's specs?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/generation_task/statistics.yaml b/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6678ecf38d10c68600dd3e18a0e17b7e0893196a --- /dev/null +++ b/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions +category: academia +input_metrics: + total_input_tokens: 11731 + generation_prompt_tokens: 2211 + materials_total_tokens: 9520 + material_count: 1 + pdf_total_pages: 17 + file_details: + - name: material.pdf + tokens: 9520 + pages: 17 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/material.pdf b/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..27afb87763897d72519f23417048e1a5efdaae81 --- /dev/null +++ b/academia/USENIX/SpecLFB_Eliminating_Cache_Side_Channels_in_Speculative_Executions/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a44f8ccc9e266f85ebd333fb00e813b76f79c812254b6bd6400c38443736b6f +size 1156337 diff --git a/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/generation_task/instructions.md b/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..795849f2dc27e4d27043508c45f4d759bd8adbdf --- /dev/null +++ b/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/generation_task/instructions.md @@ -0,0 +1,137 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. Title Slide + * Paper Title:Splitting the Difference on Adversarial Training + * Author Team:Matan Levi, Aryeh Kontorovich + * Affiliation:Ben-Gurion University of the Negev + * Conference:33rd USENIX Security Symposium (2024) + +2. Outline / Agenda + +3. Introduction / Background + * Adversarial Examples:Neural networks are brittle to small, imperceptible perturbations that alter classification. + * Standard Defense:Adversarial Training (AT) is the most effective defense but usually causes significant natural accuracy degradation. + * Research Gap:Most methods try to shoehorn clean and adversarial examples into a common decision boundary. + +4. Limitations of Existing Methods: + * Trade-off Dilemma:Robustness often comes at the expense of natural accuracy, limiting real-world deployment (e.g., healthcare, autonomous vehicles). + * Boundary Complexity:Forcing a single boundary for both distributions leads to complex, irregular decision surfaces. + * Conceptual Flaw:Standard AT ignores that adversarial perturbations induce a distinct distribution compared to the original class. + * Design Constraint:Include a conceptual illustration (refer to Fig 1) showing the difference between standard AT's complex boundaries and the proposed method's split boundaries. + +5. Overview of the Proposed Method + * Core Idea:Treat perturbed examples of each class as a separate class to be learned, effectively doubling the number of classes. + * Key Contribution 1:Double Boundary Adversarial Training (DBAT). A novel approach that "splits the difference" to maintain high natural accuracy. + * Key Contribution 2:Theoretical Plausibility. Provides a "DBAT advantage" argument based on VC-dimension and Rademacher complexity. + * Key Contribution 3:Practical Performance. Achieves near-optimal natural accuracy (e.g., 95.01% on CIFAR-10) while providing significant robustness. + +6. Methodology:DBAT Training + * Class Expansion:Given C classes, define a new space of 2C classes where class C+k is the "adversarial version" of class k. +Sample Generation:For each natural example, generate an adversarial counterpart using targeted-PGD with a random target. +Label Assignment:Assign the natural label to clean images and the new adversarial-specific label (y+C) to perturbed images. + +7. Key Algorithm:Inference Procedure + * Dual Output:The model outputs probabilities for 2C classes at inference time. + * Aggregation:Calculate final class prediction by taking the maximum probability between each natural class and its adversarial counterpart. + * Label Mapping:If the highest probability falls on an adversarial class, it is mapped back to its corresponding natural source class. + * Design Constraint:Display the training procedure (refer to Algorithm 1) highlighting the random label selection and targeted-PGD step. + +8. Dataset and Training Details + * Benchmarks:Evaluated on CIFAR-10, CIFAR-100, and SVHN. + * Architectures:WideResNet-34-10 (CIFAR) and PreAct ResNet-18 (SVHN). + * Optimization:Combined with Stochastic Weight Averaging (SWA), Cutout, and concatenated batches. + +9. Experimental Setup + * Threat Model:Evaluated against white-box (PGD, Auto-Attack), black-box attacks, and natural corruptions. + * Adversary Levels:Includes a "perfect knowledge" adversary with real-time access to the defender's projection function. + * Baselines:Compared against AT, TRADES, LBGAT, Generalist, HAT, UIAT, and CAT. + +10. Experimental Results & Analysis + * Natural Accuracy Peak:DBAT achieves the highest reported natural accuracy (95.01% on CIFAR-10), outperforming TRADES by ~10%. + * Robustness Stability:Maintains competitive PGD robustness (54.61%) while drastically reducing the "robustness tax." + * Decision Boundary Visualization:Synthetic experiments show DBAT learns much smoother and simpler boundaries than standard AT. + * Design Constraint:Include a comparison table (refer to Table 1) showing the dramatic improvement in natural accuracy compared to other methods. + +11. Visual Analysis & Error Studies + * Feature Separation:T-SNE visualization (refer to Fig 3) shows strong separation between original classes and their new adversarial counterparts. + * Domain Clustering:Interestingly, adversarial and natural examples almost don't mix, forming distinct clusters for each domain. + * Boundary Smoothness:Empirical evidence (refer to Fig 2) confirms that DBAT mitigates boundary complexity issues found in traditional AT. + +12. Key Takeaways & Limitations + * Takeaways:DBAT is a general-purpose technique for endowing classifiers with robustness without sacrificing natural accuracy. + * Theoretical Insight:Increasing the number of classes can reduce hypothesis complexity, leading to better generalization. +Limitations:Not intended to beat SOTA on pure robust accuracy (AA), but rather to balance performance for real-world applications. + +13. Conclusion + * Summary:DBAT fundamentally changes adversarial training by treating "adversarial" as a new category of labels rather than a noise source. + * Future Work:Exploring the application of DBAT to other modalities and larger-scale datasets beyond image classification. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/generation_task/judge_prompt.json b/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d72d5b14a981119c8976a81ee7acbed417c7acaf --- /dev/null +++ b/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\n**If no**, describe what is missing from the first slide (Title: Splitting the Difference on Adversarial Training; Authors: Matan Levi, Aryeh Kontorovich; Conf: USENIX Security 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\n**If no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Adversarial Training that points out the \"Robustness Tax\" (the trade-off where natural accuracy degrades as robustness increases)?**\n**If no**, explain where the background info on accuracy degradation is lacking.\n", + "\n**Does the slide deck clearly define the core concept of \"Splitting the Classes\" (treating adversarial examples as a separate 2C-class problem)?**\n**If no**, describe the missing points in explaining the class expansion framework.\n", + "\n**Is there a slide describing the DBAT (Double Boundary Adversarial Training) architecture and how it modifies the standard classification layer?**\n**If no**, indicate whether the structural change from C to 2C output units was omitted.\n", + "\n**Is there a slide explaining the \"Inference Projection\" mechanism and how 2C probabilities are mapped back to C original classes?**\n**If no**, specify if the logic for aggregating natural and adversarial class scores is missing.\n", + "\n**Does the deck present the \"DBAT Advantage\" theoretical intuition (how doubling classes can actually simplify decision boundaries and reduce hypothesis complexity)?**\n**If no**, specify if the discussion on VC-dimension or boundary smoothness is missing.\n", + "\n**Is there a slide summarizing the training implementation details (e.g., using Targeted-PGD with random labels, SWA, or specific architectures like WideResNet-34-10)?**\n**If no**, explain if the training setup section is missing.\n", + "\n**Does the experimental section cover comparative results against major baselines like TRADES, LBGAT, or standard PGD-AT?**\n**If no**, indicate if the performance analysis relative to existing defense methods was omitted.\n", + "\n**Does the deck include qualitative or visual results, such as T-SNE plots or synthetic 2D boundary visualizations, showing the separation of natural and adversarial distributions?**\n**If no**, indicate if visual evidence of boundary simplification is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., DBAT focuses on natural accuracy balance rather than beating the absolute SOTA in robust-only benchmarks like Auto-Attack)?**\n**If no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the limitations of standard AT accurate? (e.g., it forces a single complex boundary for two different distributions.)**\n**If no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as \"Class Expansion\" rather than just \"Data Augmentation\"?**\n**If no**, point out the deviation in understanding the 2C-labeling principle.\n", + "\n**Are the explanations for the \"Adversarial Counterpart\" consistent with the paper? (Assigning label y+C to a perturbed version of class y.)**\n**If no**, explain the errors in definition.\n", + "\n**Are the details of the \"Targeted-PGD\" during training accurate? (e.g., using a random target label to create the adversarial sample.)**\n**If no**, specifically point out errors in the attack generation logic.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving ~95% natural accuracy on CIFAR-10, significantly higher than TRADES.)**\n**If no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Natural Accuracy\" and \"Robust Accuracy\" within the DBAT evaluation?**\n**If no**, explain where these performance metrics are confused.\n", + "\n**Are the definitions of evaluation threats (e.g., White-box PGD, Auto-Attack, Black-box attacks) consistent with the paper's standards?**\n**If no**, point out errors in threat model interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it eliminates the trade-off entirely when it actually \"splits the difference\" to optimize the balance)?**\n**If no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Boundary Smoothness\"? (i.e., DBAT boundaries being simpler than standard AT's \"zig-zag\" boundaries.)**\n**If no**, specify the slides where the geometric intuition is misinterpreted.\n", + "\n**Is the training dataset (e.g., CIFAR-10, CIFAR-100, SVHN) and the perturbation budget (e.g., epsilon = 8/255 for L-infinity) correctly identified?**\n**If no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/generation_task/statistics.yaml b/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0303a5115afc320566172bf26d62d2ded65a238d --- /dev/null +++ b/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Splitting_the_Difference_on_Adversarial_Training +category: academia +input_metrics: + total_input_tokens: 12945 + generation_prompt_tokens: 2305 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/material.pdf b/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..28b2f02280eac956374cfa9542bcbf1f821e3ebc --- /dev/null +++ b/academia/USENIX/Splitting_the_Difference_on_Adversarial_Training/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2c732ffe70522e206939ad4d85700e17e5e1d0ae84ca31fd1ed0d3c494c177a8 +size 9768864 diff --git a/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/generation_task/instructions.md b/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8855bfdf7fc3ccfa9ab734348932a15df2dd86e2 --- /dev/null +++ b/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/generation_task/instructions.md @@ -0,0 +1,164 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: Swipe Left for Identity Theft: An Analysis of User Data Privacy Risks on Location-based Dating Apps + + * Author Team: Karel Dhondt, Victor Le Pochat, Yana Dimova, Wouter Joosen, Stijn Volckaert + + * Affiliation: DistriNet, KU Leuven + + * Conference: 33rd USENIX Security Symposium (USENIX Security 24) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Location-based Dating (LBD) Apps: Platforms like Tinder, Bumble, and Grindr used by millions, involving highly sensitive personal data. + + * Current Landscape: Users share photos, interests, and location, often trusting the app's privacy settings to protect their exact identity and coordinates. + + * Motivation & Problem Statement: Assessing whether adversarial users can exploit intended data exposure and inadvertent API leaks to stalk or identify others. + +4. **Limitations of Existing Privacy Measures:** + + * False Sense of Security: UI features like "Hide my distance" or "Approximate location" are often only cosmetic and not enforced at the API level. + + * Data Over-sharing: APIs frequently return much more data than what is rendered on the screen (e.g., exact birthdates, unblurred distances). + + * Cross-Platform Linking: Integrating social media handles (Instagram, Spotify) creates a "uniqueness" that allows for easy de-anonymization. + + * Design Constraint: Include a visual example (refer to Fig 1) showing how a user profile appears in the app versus the extensive raw data available in the background API response. + +5. **Overview of the Proposed Analysis Method** + + * Core Idea: A systematic analysis of 15 leading LBD apps to quantify privacy risks across three dimensions: Sensitive Data exposure, Exact Localization, and User Identification. + + * Key Contribution 1: API Vulnerability Discovery. Identifying leaks of "hidden" attributes (e.g., political views, precise location) across major platforms. + + * Key Contribution 2: Localization Attack. Demonstrating a trilateration attack that bypasses distance rounding or hiding to pinpoint users. + + * Key Contribution 3: Identity Linkage. Proving that 60% of users can be uniquely identified across platforms using only public profile metadata. + +6. **Methodology: Systematic App Evaluation** + + * Step 1: App Selection & Setup: Analyzing 15 popular apps (e.g., Tinder, Bumble, Hinge, Grindr) across Android and Web versions. + + * Step 2: Manual API Inspection: Intercepting HTTPS traffic using tools like Burp Suite to compare front-end UI data with back-end JSON responses. + +7. **Key Attack: Trilateration & Identification Logic** + + * Localization Attack: Using multiple accounts at different positions to record the "Distance" field from the API, then calculating the intersection point. + + * De-anonymization Pipeline: Combining first name, age, job, and linked social media metadata to perform "Identity Theft" or stalking. + + * Design Constraint: Display the localization process diagram (refer to Fig 4) showing how three measuring points (p1, p2, p3) can intersect to find the target's exact coordinates. + +8. **Dataset and App Statistics** + + * Target Apps: 15 LBD apps owned by major groups (Match Group, Bumble Inc., etc.). + + * User Sample: Systematic analysis of data fields available to any "Standard" user without requiring special permissions or hacks. + +9. **Experimental Results & Analysis** + + * Widespread Leaks: 14 out of 15 apps leaked at least one sensitive attribute that the user might believe is private. + + * Location Accuracy: In 6 out of 15 apps, users could be localized within a 2-meter radius due to high-precision distance values in the API. + + * Identification Success: Found that cross-linking Instagram or Spotify handles allows attackers to find a user's full name and social profile in minutes. + + * Design Constraint: Include a summary table (refer to Table 2) showing the distribution of personal data leaks across the 15 tested apps. + +10. **Case Studies: Real-world Risks** + + * Stalking Scenarios: How an attacker can monitor a victim's movements throughout the day by repeatedly calling the distance API. + + * Sensitive Information Disclosure: Exploiting "Filtering" features to reveal a user's hidden sexual orientation or precise age. + +11. **Responsible Disclosure & Mitigation** + + * Disclosure Process: The authors notified all 15 app developers; responses varied from immediate fixes to dismissing the risks as "intended behavior." + + * Proposed Mitigations: Strict API filtering (don't send what isn't shown), server-side distance rounding, and removing social media cross-linking by default. + +12. **Key Takeaways & Limitations** + + * Takeaways: Privacy on LBD apps is a "leaky bucket"; API security lags far behind UI-based privacy settings; users' mental models of privacy are being violated. + + * Limitations: Analysis focused on data available to other users, not on internal data breaches or third-party tracking. + +13. **Conclusion** + + * Summary: LBD apps provide a goldmine for adversarial users; developers must adopt "Privacy by Design" at the API level to prevent identity theft and stalking. + + * Future Work: Developing automated tools for developers to detect and prevent inadvertent API data over-exposure. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/generation_task/judge_prompt.json b/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a5c88df559253d35ebae4fe941c0714823f9db35 --- /dev/null +++ b/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the first slide correctly list the title, authors, and the conference?\nIf **no**, describe what is missing from the first slide (Title: Swipe Left for Identity Theft: An Analysis of User Data Privacy Risks on Location-based Dating Apps; Conf: USENIX Security 24).\n", + "\nDoes the beginning of the presentation include a clear agenda or outline?\nIf **no**, specify where it is missing.\n", + "\nIs there a slide dedicated to the background of Location-based Dating (LBD) apps that points out the sensitivity of personal data involved?\nIf **no**, explain where the background info on the LBD ecosystem is lacking.\n", + "\nDoes the slide deck clearly define the core concept of \"API leaks\" where data hidden in the UI is still transmitted in the background?\nIf **no**, describe the missing points in explaining the mismatch between UI and API.\n", + "\nIs there a slide describing the \"Trilateration Attack\" architecture and how it uses distance data to pinpoint a user's location?\nIf **no**, indicate whether the geometric logic of the localization attack was omitted.\n", + "\nIs there a slide explaining the \"Identity Linkage\" process using social media metadata (e.g., Instagram, Spotify)?\nIf **no**, specify if the mechanism for cross-platform de-anonymization is missing.\n", + "\nDoes the deck present the core logic for the \"Sensitivity Analysis\" (how user-hidden attributes like political views are still accessible)?\nIf **no**, specify if the systematic evaluation of 15 apps' API responses is missing.\n", + "\nIs there a slide summarizing the 15 LBD apps analyzed (e.g., Tinder, Bumble, Grindr)?\nIf **no**, explain if the app selection section is missing.\n", + "\nDoes the experimental section cover the results of the \"Exact Localization\" accuracy across different apps?\nIf **no**, indicate if the quantitative analysis of positioning precision was omitted.\n", + "\nDoes the deck include qualitative evidence showing actual JSON responses containing leaked personal information?\nIf **no**, indicate if visual proof of data over-exposure is missing.\n", + "\nIs there a slide summarizing the \"Key Takeaways\" and the recommendations for developers (e.g., server-side filtering)?\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\nIs the description of the limitations of \"approximate location\" features accurate? (e.g., it is often only a cosmetic UI change while the API sends precise coordinates.)\nIf **no**, specify the inaccurate descriptions.\n", + "\nIs the technical roadmap correctly presented as an \"Adversarial User Analysis\" rather than a \"Server-side Breach\"?\nIf **no**, point out the deviation in understanding that the data is obtained via standard API calls.\n", + "\nAre the explanations for \"Trilateration\" consistent with the paper? (It uses three or more points to find an intersection based on distance.)\nIf **no**, explain the errors in definition.\n", + "\nAre the details of the \"Responsible Disclosure\" process or the developers' responses accurate?\nIf **no**, specifically point out errors in how the vendor communication was described.\n", + "\nDoes the performance data match the paper's findings? (e.g., 14 out of 15 apps leaking sensitive data, localization within 2 meters in some cases.)\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\nDoes the deck accurately distinguish between \"Intended Data Exposure\" and \"Inadvertent Leaks\"?\nIf **no**, explain where these concepts are confused.\n", + "\nAre the definitions of evaluation categories (e.g., Personal Data, Sensitive Attributes, Localization) consistent with the paper's standards?\nIf **no**, point out errors in categorization.\n", + "\nDoes the slide deck avoid fabricating facts (e.g., claiming the authors hacked the databases when they used public APIs)?\nIf **no**, point out the fabricated content.\n", + "\nDo the visual results accurately reflect the model of \"User Identification\"? (i.e., using a combination of first name and social media to find a full identity.)\nIf **no**, specify the slides where the de-anonymization capability is misinterpreted.\n", + "\nIs the scope of the study (January 2023 version of apps) and the ownership (e.g., Match Group, Bumble Inc.) correctly identified?\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/generation_task/statistics.yaml b/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6f1610e02a41260560c96d0355941a3468ca47ba --- /dev/null +++ b/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps +category: academia +input_metrics: + total_input_tokens: 12967 + generation_prompt_tokens: 2327 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/material.pdf b/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..757f8ab4f70efe977c25dafdc571a2a510fd7acb --- /dev/null +++ b/academia/USENIX/Swipe_Left_for_Identity_Theft_An_Analysis_of_User_Data_Privacy_Risks_on_Location-based_Dating_Apps/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8ad9b576a4cb5a5813b20541aafa23dab07adc0afd7874772576658977237966 +size 569649 diff --git a/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/generation_task/instructions.md b/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ed0a7080786b5d4ae5f6ee6feef60f4c3e4039a4 --- /dev/null +++ b/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/generation_task/instructions.md @@ -0,0 +1,169 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1. **Title Slide** + + * Paper Title: The Effect of Design Patterns on (Present and Future) Cookie Consent Decisions + + * Author Team: Nataliia Bielova, Laura Litvine, Anysia Nguyen, Mariam Chammat, Vincent Toubiana, Estelle Hary + + * Affiliation: Inria, Behavioural Insights Team (BIT), DITP, CNIL, RMIT University + + * Conference: 33rd USENIX Security Symposium (2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Cookie Consent Banners: The primary interface for EU users to express tracking preferences under GDPR/ePrivacy Directive. + + * Current Landscape: +- Websites use various "Choice Architectures" (design patterns) to influence user decisions. +- Data Protection Authorities (DPAs) struggle to quantify the long-term impact of non-compliant designs. + + * Motivation & Problem Statement: Do deceptive design patterns not only influence current decisions but also "train" users to behave in a certain way on future websites? + +4. **Limitations of Existing Research:** + + * Static Evaluation: Most studies look at a single interaction with one banner, ignoring the cumulative effect of browsing many websites. + + * Lack of Future Impact Analysis: Little is known about whether a "bad" design on Website A makes a user more likely to click "Accept" on a "good" design on Website B. + + * Design Constraint: Include a visual overview (refer to Figure 1) showing the experimental flow: Participants encounter "Banner 1" (manipulated) and then "Banner 2" (standardized) to measure the carry-over effect. + + + +5. **Overview of the Proposed Method** + + * Core Idea: A large-scale randomized controlled experiment (N=6,419) measuring both immediate consent rates and future "carry-over" behavior across different choice architectures. + + * Key Contribution 1: Comparative Analysis of 6 Design Patterns. Testing everything from missing "Decline" buttons to color-coded schemes. + + * Key Contribution 2: Discovery of the "Carry-over Effect". Proving that past exposure to unfair designs significantly increases future "Accept All" rates. + + * Key Contribution 3: Evidence-based Policy Recommendations. Providing DPAs with empirical data to ban specific dark patterns like "No Decline" and "Highlighted Accept". + +6. **Methodology: Experimental Design** + + * Step 1: Banner Taxonomy: Creating six distinct banner variants based on real-world dark patterns and regulatory suggestions (e.g., Tricolor banner). + + * Step 2: Dual-Stage Interaction: Users are first exposed to a manipulated banner (Stage 1) and then asked to make a decision on a second, neutral banner (Stage 2). + +7. **Key Discovery: Choice Architecture Impact** + + * Immediate Impact: Banners without a "Decline" button or with a "Highlighted Accept" button increase consent by up to 10-20 percentage points. + + * Future Impact: Exposure to a "No Decline" banner in Stage 1 leads to higher consent rates in Stage 2, regardless of Stage 2's design. + + * Design Constraint: Display the six banner variants (refer to Figure 6) clearly labeling the differences in button placement, color, and text. + + + +8. **Dataset and Statistical Analysis** + + * Participant Demographics: 6,419 participants representative of the French population (age, gender, socio-professional category). + + * Metrics: Consent Rate (binary), Reaction Time (speed of decision), and User Comfort Score (qualitative perception of different site types). + +9. **Experimental Results: The "Dark" Patterns** + + * No Decline Pattern: The most harmful design; it forces users into a "habit of acceptance" that persists even when a decline option is later provided. + + * Highlighted Accept: Creating visual asymmetry effectively nudges users away from their true privacy preferences. + + * Tricolor Scheme: Showing that adding more colors/options doesn't necessarily help users and can sometimes increase cognitive load. + +10. **Behavioral Analysis: Comfort vs. Action** + + * Paradox of Choice: Many users report being "not comfortable" with tracking on health or banking sites, yet still click "Accept All" due to design friction. + + * Time Factor: Users spend significantly less time on banners that lack a clear "Decline" option, indicating a "bypass" mentality rather than informed consent. + + * Design Constraint: Include a summary table (refer to Table 1 or 2) showing the statistical significance of the carry-over effects. + +11. **Visual Analysis & User Perception** + + * Primary Bottleneck: Habituation. Users get used to clicking the most prominent button to "get rid of the banner" as quickly as possible. + + * Policy Implications: Designs that highlight "Accept" over "Decline" should be considered inherently non-compliant under GDPR's requirement for "freely given" consent. + +12. **Key Takeaways & Policy Recommendations** + + * Takeaways: Choice architecture has a long-lasting effect; fixing one website isn't enough if the "ecosystem" remains filled with dark patterns. + + * Recommendations: DPAs should mandate "Reject All" buttons on the first layer with equal visual prominence to "Accept All". + +13. **Conclusion** + + * Summary: This study provides a rigorous behavioral foundation for future privacy regulations and highlights the need for a holistic approach to user interface design. + + * Future Work: Investigating the long-term "fatigue" effect over weeks of browsing and the impact of browser-level privacy signals (e.g., GPC). +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/generation_task/judge_prompt.json b/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a3c3f5bfdb4a0b9bde23f9d434bce5aa3b5590a6 --- /dev/null +++ b/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: The Effect of Design Patterns on (Present and Future) Cookie Consent Decisions; Conf: USENIX Security 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Cookie Consent Banners that points out the role of Data Protection Authorities (DPAs) and the impact of \"Choice Architectures\"?**\nIf **no**, explain where the background info on the legal and design context is lacking.\n", + "\n**Does the slide deck clearly define the core concept of the \"Carry-over Effect\" (how past banner designs influence future decisions)?**\nIf **no**, describe the missing points in explaining the long-term behavioral impact.\n", + "\n**Is there a slide describing the \"Experimental Flow\" and how participants were transitioned from Stage 1 (Manipulated) to Stage 2 (Standardized)?**\nIf **no**, indicate whether the structural link between the two stages of the study was omitted.\n", + "\n**Is there a slide explaining the \"Standardized Consent Banner Taxonomy\" (the 6 variants used in the study, such as \"No decline\" or \"Tricolor\")?**\nIf **no**, specify if the categorization of design patterns is missing.\n", + "\n**Does the deck present the core logic for the \"Behavioral Measurement\" (how consent rates and reaction times were used to quantify user behavior)?**\nIf **no**, specify if the methodology for measuring user responses is missing.\n", + "\n**Is there a slide summarizing the participant demographics (e.g., N=6,419 representative of the French population)?**\nIf **no**, explain if the participant sample section is missing.\n", + "\n**Does the experimental section cover comparative results between compliant designs and \"Dark Patterns\"?**\nIf **no**, indicate if the performance analysis relative to different choice architectures was omitted.\n", + "\n**Does the deck include qualitative results regarding user \"Comfort Scores\" on different types of websites (e.g., Banking vs. Social Networks)?**\nIf **no**, indicate if the evidence of user privacy preferences is missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and policy recommendations for DPAs (e.g., banning \"Highlighted Accept\" buttons)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the \"No Decline\" pattern accurate? (e.g., it removes the choice to refuse tracking, significantly increasing immediate consent.)**\nIf **no**, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as a \"Two-stage Randomized Controlled Experiment\" rather than a simple survey?**\nIf **no**, point out the deviation in understanding the behavioral study principle.\n", + "\n**Are the explanations for the \"Carry-over Effect\" consistent with the paper? (Exposure to unfair designs in Stage 1 increases consent in Stage 2.)**\nIf **no**, explain the errors in definition.\n", + "\n**Are the details of the \"Tricolor Banner\" or the \"Consequences\" variants accurate?**\nIf **no**, specifically point out errors in the design descriptions.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's findings? (e.g., the \"No Decline\" variant leading to a persistent increase in future acceptance.)**\nIf **no**, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Implicit Acceptance\" (clicking accept to remove the banner) and \"Explicit Preference\"?**\nIf **no**, explain where these concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Consent Rate, Reaction Time) consistent with the paper's standards?**\nIf **no**, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it analyzed mobile app tracking when it focused on web-based cookie banners)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual results accurately reflect the model's \"Statistical Significance\"? (i.e., identifying which carry-over effects were significant vs. negligible.)**\nIf **no**, specify the slides where the data trends are misinterpreted.\n", + "\n**Is the role of the behavioral economics \"Nudge\" theory correctly identified as the underlying framework of the study?**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/generation_task/statistics.yaml b/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c22ad7bcc1568e79b70ad212843b075236c10362 --- /dev/null +++ b/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions +category: academia +input_metrics: + total_input_tokens: 12979 + generation_prompt_tokens: 2339 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/material.pdf b/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b72d3a0dd6f58fbe6384a2efabe6a60ea41013d9 --- /dev/null +++ b/academia/USENIX/The_Effect_of_Design_Patterns_on_Present_and_Future_Cookie_Consent_Decisions/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed524436b01f8f339d99fddb9b3c29eaa836c294f63fa3e1abcb145801c5fe70 +size 1707099 diff --git a/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/generation_task/instructions.md b/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..0e0e77c643b91e26ade3413bf9a873e2f05525cb --- /dev/null +++ b/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/generation_task/instructions.md @@ -0,0 +1,160 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + + * Paper Title: Understanding the Security and Privacy Implications of Online Toxic Content on Refugees + + * Author Team: Arjun Arunasalam, Habiba Farrukh*, Eliz Tekcan*, Z. Berkay Celik + + * Affiliation: Purdue University, University of California, Irvine + + * Conference: 33rd USENIX Security Symposium (2024) + +2. **Outline / Agenda** + +3. **Introduction / Background** + + * Refugees and Social Media: Digital platforms are vital lifelines for refugees to organize migration, access aid from NGOs, and find family members separated during crises. + + * Current Landscape: +- Toxic content against refugees has proliferated due to socio-political factors and fake news. +- While general online hate is studied, the specific S&P implications for refugees remain unexplored. + + * Motivation & Problem Statement: How does toxic content exposure influence refugees' security/privacy actions, goals, and barriers? + +4. **Limitations of Existing Research:** + + * Generic Threat Models: Prior work focuses on general populations or content creators, missing the unique vulnerabilities of displaced persons. + + * Lack of Contextual Understanding: Traditional S&P advice often ignores the high dependency refugees have on remaining "identifiable" for reunification. + + * Design Constraint: Include a visual overview (refer to Figure 1) showing the lifecycle of refugees' S&P implications, from social media usage to the specific barriers they face. + +5. **Overview of the Proposed Method** + + * Core Idea: A mixed-method study involving refugee liaisons (n=12) and refugees (n=56 via focus groups and surveys) to unpack the "Refugee-Toxic Content" intersection. + + * Key Contribution 1: Unique Attack Contexts. Discovering how refugees are targeted after responding to hate speech and how intersecting identities (gender, LGBTQ+) exacerbate attacks. + + * Key Contribution 2: Action-Goal Taxonomy. Categorizing responses into immediate actions (blocking) vs. long-term behavioral shifts (landmark-free photo uploads). + + * Key Contribution 3: Policy Insights. Identifying systemic barriers, such as the conflict between anonymity and family reunification. + +6. **Methodology: User Study Design** + + * Step 1: Liaison Interviews: 12 professionals (lawyers, doctors, NGO workers) providing 10+ years of observed experience with refugees' digital lives. + + * Step 2: Refugee Focus Groups & Surveys: 9 focus groups and an online survey (available in Arabic, Turkish, Spanish, Urdu) to capture direct personal experiences. + +7. **Key Discovery: Toxic Content Interaction** + + * Public vs. Private Settings: Most attacks occur in public forums (76%), but infiltration of private WhatsApp/closed groups causes significant distress. + + * Profiling Attackers: While most are strangers, "personal attackers" (neighbors, acquaintances) emerge due to the ambiguity of one's refugee status. + + * Design Constraint: Display the data sources and interaction diagram (refer to the "Data" and "Toxic Content Interaction" sections of Figure 1). + +8. **S&P Actions and Response Intricacies** + + * Immediate Responses: Selective blocking and reporting. Note: Reports are often dismissed as "political opinion" rather than hate speech. + + * Behavioral Changes: Platform withdrawal or rigorous privacy measures, which unfortunately lead to "severing" from aid groups. + +9. **Security and Privacy Barriers** + + * The Anonymity Dilemma: Real names are avoided to prevent doxing, but this stops family members from finding them online. + + * Legal Status Complications: Fear of law enforcement involvement; attackers use "illegal status" as blackmail to silence victims. + +10. **Experimental Results: Perspectives on Platforms** + + * Labels can Empower: Refugees advocate for warning labels on toxic content as "encouragement" to report despite power imbalances. + + * Distrust of Automation: High skepticism toward AI moderation; participants prefer human review because AI fails to catch "coded" hate or local slurs. + +11. **Discussion: Re-framing Threat Models** + + * Free Speech vs. Toxicity: Attackers often disguise toxicity as "free speech," leading to lax platform moderation that fails vulnerable groups. + + * Intersecting Identities: Women and LGBTQ+ refugees face multi-fold attacks, combining xenophobia with sexual harassment. + +12. **Key Takeaways & Lessons** + + * Takeaways: Platforms must create specialized reporting channels for refugees; NGO guidelines should include specific toxic content defense strategies. + + * Lessons: Anonymity features in social media need to be "reunification-aware" to balance safety with utility. + +13. **Conclusion** + + * Summary: This study provides the first comprehensive look at how toxic content reshapes the digital safety landscape for the global refugee population. + + * Future Work: Developing automated detection tools that understand the nuanced lingo and context of anti-refugee hate. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/generation_task/judge_prompt.json b/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..0e04f79a0a0c3419b2542ad4a667f35a37902f94 --- /dev/null +++ b/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf **no**, describe what is missing from the first slide (Title: Understanding the Security and Privacy Implications of Online Toxic Content on Refugees; Conf: USENIX Security 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf **no**, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of Refugees and Social Media that explains their dependency on platforms for migration and aid?**\nIf **no**, explain where the background info on digital lifelines is lacking.\n", + "\n**Does the slide deck clearly define the limitations of existing research (e.g., Generic Threat Models and Lack of Contextual Understanding)?**\nIf **no**, describe the missing points regarding why prior work fails displaced persons.\n", + "\n**Is there a visual overview (referencing Figure 1) showing the lifecycle of refugees' S&P implications included in the limitations or overview section?**\nIf **no**, indicate that the required lifecycle visualization is missing.\n", + "\n**Is there a slide describing the \"Proposed Method\" and the mixed-method study involving refugee liaisons (n=12) and refugees (n=56)?**\nIf **no**, indicate whether the participant breakdown was omitted.\n", + "\n**Does the deck present the \"Key Discoveries\" regarding Toxic Content Interaction, specifically the distinction between Public (76%) and Private settings?**\nIf **no**, specify if the attack context statistics are missing.\n", + "\n**Is there a slide summarizing the \"S&P Actions\" and the specific behavior of \"severing\" from aid groups to maintain privacy?**\nIf **no**, explain if the behavioral shift analysis is missing.\n", + "\n**Does the section on \"Security and Privacy Barriers\" cover the \"Anonymity Dilemma\" (conflict between avoiding doxing and needing real names for reunification)?**\nIf **no**, indicate if the trade-off analysis is missing.\n", + "\n**Does the experimental results section cover refugee perspectives on \"Labels\" and \"Automation\" (e.g., distrust of AI moderation)?**\nIf **no**, indicate if the qualitative findings on platform mechanisms were omitted.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and \"Lessons\" (e.g., reunification-aware anonymity)?**\nIf **no**, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of the \"User Study Design\" accurate? (e.g., Interviews with 12 liaisons and focus groups/surveys with 56 refugees.)**\nIf **no**, specify the inaccurate sample sizes or methods.\n", + "\n**Is the motivation for the study correctly presented as addressing the unique S&P implications for refugees rather than general online hate?**\nIf **no**, point out the deviation in the problem statement.\n", + "\n**Are the details of \"Key Contribution 1: Unique Attack Contexts\" accurate? (e.g., attacks exacerbating based on intersecting identities like gender and LGBTQ+ status.)**\nIf **no**, explain the errors in describing the threat landscape.\n", + "\n**Are the explanations for \"Immediate Responses\" consistent with the paper? (e.g., Reports are often dismissed as \"political opinion\" rather than hate speech.)**\nIf **no**, explain the errors in the reporting challenges description.\n", + "\n**Does the deck accurately describe the \"Personal Attackers\"? (i.e., neighbors or acquaintances who exploit the ambiguity of refugee status.)**\nIf **no**, specifically point out errors in how the attacker profiles are defined.\n", + "\n**Does the performance data regarding \"Public vs. Private\" attacks match the paper's findings? (e.g., 76% occur in public forums.)**\nIf **no**, list the specific discrepancies in the statistics.\n", + "\n**Are the languages used in the survey (Arabic, Turkish, Spanish, Urdu) or the diversity of the focus groups correctly implied or stated?**\nIf **no**, point out errors in the demographic representation.\n", + "\n**Does the slide deck avoid fabricating experiments (e.g., claiming to build a detection tool when the paper focuses on a user study)?**\nIf **no**, point out the fabricated content.\n", + "\n**Do the visual descriptions accurately reflect the content of \"Figure 1\" (Lifecycle and Data Sources)?**\nIf **no**, specify the slides where the figure reference is incorrect.\n", + "\n**Is the refugee perspective on AI moderation correctly identified? (e.g., High skepticism, preference for human review due to missed \"coded\" hate.)**\nIf **no**, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/generation_task/statistics.yaml b/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4d843358b00763fc9edd91607b4e7632d2d29ad --- /dev/null +++ b/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees +category: academia +input_metrics: + total_input_tokens: 12847 + generation_prompt_tokens: 2207 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/material.pdf b/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..80c27eef359cbc60d9795cb3a69717bc0af82e0a --- /dev/null +++ b/academia/USENIX/Understanding_the_Security_and_Privacy_Implications_of_Online_Toxic_Content_on_Refugees/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8b67e63a004576dfef1b7b756b603cca4720a023231ae5f2252e093516060ce2 +size 884626 diff --git a/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/generation_task/instructions.md b/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8af88ab8647bf10ad36ccba5b238bb415e92f855 --- /dev/null +++ b/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/generation_task/instructions.md @@ -0,0 +1,143 @@ +You are to generate a complete, conference-quality academic slide deck suitable for an oral presentation at an academic conference, based strictly on the paper. The slides must be accurate, well-structured, and **faithful to the original paper**, with no fabricated content. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **16-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + + +1.**Title Slide** + + * Paper Title:WEBRR: A Forensic System for Replaying and Investigating Web-Based Attacks in The Modern Web + * Author Team:Joey Allen, Zheng Yang, Feng Xiao, Matthew Landen, Roberto Perdisci, Wenke Lee + * Affiliation:Palo Alto Networks, Georgia Institute of Technology, University of Georgia + * Conference:33rd USENIX Security Symposium (USENIX Security 2024) + +2.**Outline / Agenda** + +3.**Introduction / Background** + + * Web-Based Attacks:A primary vector for nation-state adversaries to achieve initial compromise in enterprise networks. +Postmortem Forensic Analysis:Crucial for understanding root causes after a breach occurs. + * Current Gap:System-level auditing (processes, files) suffers from a "semantic gap" and cannot capture web-specific nuances like JavaScript execution or DOM rendering. + * Motivation:Need for a forensic-grade record-and-replay (RR) system to allow interactive, postmortem investigation of web attacks. + +4.**Limitations of Existing Methods:** + + * Semantic Gap:Traditional systems (e.g., syscall auditing) provide limited visibility into browser-internal events like HTML/CSS rendering. + * Record-Only Systems:Prior web-specific tools often lack replay capabilities, preventing analysts from performing dynamic analysis on captured traces. + * Execution Divergence:State-of-the-art RR systems (like WebCapsule) fail to maintain the correct order of events, causing replays to crash or diverge. + * Performance & Portability:Debugging tools (like Mozilla's rr) impose high overhead (>4x) or are tied to specific OS platforms, making them unfit for "always-on" enterprise use. + * Design Constraint:Include a visual example (refer to Listing 1) showing how a malicious "heartbeat" script causes execution divergence in prior systems due to non-deterministic callback scheduling. + +5.**Overview of the Proposed Method** + + * Core Idea:WEBRR, an OS- and device-independent auditing system that leverages JavaScript Execution Unit Partitioning to ensure deterministic replay. + * Key Contribution 1:JavaScript Execution Unit Partitioning. Breaks execution into discrete, re-playable units (JEUs) to eliminate divergence. + * Key Contribution 2:Simultaneous Service Worker Support. The first system capable of recording/replaying Service Workers, which are increasingly abused in modern attacks. + * Key Contribution 3:Low-Overhead "Always-On" Design. Achieves forensic-grade auditing with an average runtime overhead of only 3.44%. + +6.**Methodology: Record and Replay Architecture** + + * Step 1:JEU Recording. Identifies and captures individual units (scripts, callbacks, events) using hooks in the Blink rendering engine and V8 JS engine. + * Step 2:Source of Non-determinism (SoN) Capture. Records external inputs, network responses, and API values (e.g., Math.random, Date) to ensure local consistency. + * Step 3:Deterministic Replay. A specialized Replay Scheduler enforces the recorded execution order of JEUs while injecting recorded SoN values. + +7.**Key Algorithm: JEU Partitioning & Scheduling** + + * JEU Definition:A JEU represents an atomic script execution, a callback, or a set of event handlers. + * Replay Scheduler:Uses a FIFO Replay Queue and a Dispatcher to force JS execution to follow the exact sequence observed during recording. + * DOM Synchronization:Ensures the DOM state is consistent before each JEU begins execution, preventing layout-driven divergence. + * Design Constraint:Display the system architecture diagram (refer to Fig 4) showing the interaction between the JEU Recorder, the Replay Scheduler, and the Chromium Internal components. + +8.**Implementation and Data Details** + + * Implementation:Developed as an InspectorAgent within the Chromium DevTools framework (approx. 5,824 lines of C++). + * Portability:Successfully ported and tested across Linux, Windows, and Android platforms. + * Data Storage:Optimized logging with compression; estimated 8.38 GB of storage required for a typical 8-hour workday per user. + +9.**Experimental Setup** + * Evaluation Benchmarks:7 real-world web attacks (e.g., BeEF, Credential Harvesting, Phishing) and top 1,000 popular websites (Tranco 1K). + * Metrics:Levenshtein Distance for JEU sequence alignment, Cosine Similarity for visual determinism (using SimCLRv2), and Page Load Time overhead. + +10.**Experimental Results & Analysis** + * Deterministic Accuracy:Achieved perfect (zero) edit distance for JEU and API sequences across all tested attack scenarios. +Performance Superiority:Median runtime overhead of 2.94%, significantly lower than RR (402%), enabling practical "always-on" deployment. + * Attack Investigation:Successfully replayed 5G/Service Worker attacks that prior state-of-the-art systems (WebCapsule) failed to reconstruct. + * Design Constraint:Include a comparison table (refer to Table 1) showing WEBRR's advantages over Mugshot, Jalangi, and WebCapsule in terms of determinism and tamper-proofing. + +11.**Visual & Forensic Analysis** + * Visual Determinism:Mean cosine similarity of ~1.0 between recorded and replayed screenshots, proving the visual layout remains identical. + * Service Worker Analysis:Demonstrated the ability to isolate and replay SW execution to investigate background-based intercept attacks. + +12.**Key Takeaways & Limitations** + * Takeaways:WEBRR is a robust, portable, and low-overhead solution for web forensics; JEU partitioning is key to solving the execution divergence problem. + * Limitations:Currently limited by unsupported components (e.g., some obscure Web APIs) and challenges with extremely large DOM trees (>20k insertions). + +13.**Conclusion** + * Summary:WEBRR provides forensic analysts with the first reliable tool to replay and investigate modern web-based attacks deterministically. + * Future Work:Expanding API coverage and improving transparency to further harden the system against sophisticated anti-forensic techniques. +--- +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the paper. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the paper in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the paper's results, diagrams, and examples. + * If a slide uses data from the paper, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the paper) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the paper but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the paper. Specifically, for every figure and table in the slides: + * If it is directly copied from the paper, clearly indicate on the slide which figure or table it corresponds to in the paper (e.g., Figure 1 in the paper, Table 2 in the paper). + * If it is newly plotted based on data from the paper, clearly specify which section of the paper the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the paper. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the paper. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, academic, and professional. It should avoid casual or informal conversational language, while remaining clear and suitable for oral presentation. The slide deck should maintain a consistent tone. +* **Audience:** The presentation is intended for an academic audience with relevant background knowledge in the field. The content should be accessible to graduate-level students and researchers, assuming familiarity with standard concepts and terminology, while still providing sufficient context to understand the motivation, methodology, and key contributions. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/generation_task/judge_prompt.json b/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..58a277de45ace18ed8810854d33f4b0b3f4a074e --- /dev/null +++ b/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide correctly list the title, authors, and the conference?**\nIf no, describe what is missing from the first slide (Title: WEBRR: A Forensic System for Replaying and Investigating Web-Based Attacks in The Modern Web; Authors: Joey Allen, Zheng Yang, Feng Xiao, Matthew Landen, Roberto Perdisci, Wenke Lee; Conf: USENIX Security 2024).\n", + "\n**Does the beginning of the presentation include a clear agenda or outline?**\nIf no, specify where it is missing.\n", + "\n**Is there a slide dedicated to the background of web forensics that points out the \"Semantic Gap\" (the limitation where system-level auditing cannot capture browser-internal execution details)?**\nIf no, explain where the background info on forensic visibility is lacking.\n", + "\n**Does the slide deck clearly define the core concept of \"JavaScript Execution Unit (JEU) Partitioning\" to solve execution divergence?**\nIf no, describe the missing points in explaining the deterministic replay framework.\n", + "\n**Is there a slide describing the \"WEBRR Architecture\" and how it hooks into the Blink and V8 engines within Chromium?**\nIf no, indicate whether the technical link between the browser engine and the recorder was omitted.\n", + "\n**Is there a slide explaining the recording and replaying of \"Service Workers\" and why they are critical for modern web attack investigation?**\nIf no, specify if the support for background script auditing is missing.\n", + "\n**Does the deck present the logic for the \"Replay Scheduler\" (how the system enforces the exact sequence of JEUs using a FIFO queue)?**\nIf no, specify if the mechanism for ensuring deterministic event ordering is missing.\n", + "\n**Is there a slide summarizing the Source of Non-determinism (SoN) captured, such as network responses, DOM events, and non-deterministic APIs (Date, Math.random)?**\nIf no, explain if the data capture coverage section is missing.\n", + "\n**Does the experimental section cover comparative results against baselines like WebCapsule or system-level record-and-replay tools (e.g., rr)?**\nIf no, indicate if the performance and determinism analysis relative to existing work was omitted.\n", + "\n**Does the deck include results for real-world attack scenarios (e.g., BeEF, credential harvesting, or Service Worker-based phishing)?**\nIf no, indicate if forensic case studies are missing.\n", + "\n**Is there a slide summarizing the \"Key Takeaways\" and limitations (e.g., storage overhead for high-traffic sites or unsupported obscure Web APIs)?**\nIf no, describe the missing insights.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the description of \"Execution Divergence\" accurate? (e.g., even small differences in event order can cause the replay to crash or fail to reproduce the attack.)**\nIf no, specify the inaccurate descriptions.\n", + "\n**Is the technical roadmap correctly presented as \"OS-independent\" and \"Device-independent\" since it operates within the browser rendering engine?**\nIf no, point out the deviation in understanding the portability of WEBRR.\n", + "\n**Are the explanations for \"JEU\" consistent with the paper? (It defines a discrete, atomic execution unit like a script task or callback.)**\nIf no, explain the errors in definition.\n", + "\n**Are the details of the \"Visual Determinism\" evaluation accurate? (e.g., using SimCLRv2 and cosine similarity to compare replayed screenshots.)**\nIf no, specifically point out errors in how visual fidelity was measured.\n", + "\n**Does the performance data in \"Experimental Results\" match the paper's tables? (e.g., achieving a median runtime overhead of ~2.94% and low page load delay.)**\nIf no, list the specific discrepancies between the values on the slides and the paper.\n", + "\n**Does the deck accurately distinguish between \"Deterministic Replay\" (logical execution) and \"Visual Determinism\" (rendering results)?**\nIf no, explain where these concepts are confused.\n", + "\n**Are the definitions of evaluation metrics (e.g., Levenshtein distance for JEU sequence alignment) consistent with the paper's standards?**\nIf no, point out errors in metric interpretation.\n", + "\n**Does the slide deck avoid fabricating facts (e.g., claiming it records 100% of GPU-accelerated video rendering when it focuses on JS and DOM state)?**\nIf no, point out the fabricated content.\n", + "\n**Do the visual results (e.g., the screenshot comparisons) accurately reflect the system's ability to maintain a 1.0 similarity score?**\nIf no, specify the slides where the replay accuracy is misinterpreted.\n", + "\n**Is the implementation environment (Chromium InspectorAgent, C++) and the scale of evaluation (Tranco Top 1,000 sites) correctly identified?**\nIf no, provide the incorrect technical details found on the slides.\n" + ] +} diff --git a/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/generation_task/statistics.yaml b/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2a055e8b5839fd01bd4c4d18223379470b995037 --- /dev/null +++ b/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks +category: academia +input_metrics: + total_input_tokens: 13098 + generation_prompt_tokens: 2458 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/material.pdf b/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9179201d2b90e942022149c5844b1316d60846d5 --- /dev/null +++ b/academia/USENIX/WebRR_A_Forensic_System_for_Replaying_and_Investigating_Web-Based_Attacks/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:745266ff4a86be2eee8e922fd8fe91c55c5a4c9e1f143170a238d446f2598eee +size 585197 diff --git a/academia/common_judge_prompt.json b/academia/common_judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..01c206de0768b1f73de0746f5d2eb53a532f035e --- /dev/null +++ b/academia/common_judge_prompt.json @@ -0,0 +1,68 @@ +{ + "material_independent_prefix": "You are an expert in evaluating academic presentation slides.\n\nAn AI agent is tasked with creating a complete academic presentation slide deck based solely on the provided research paper. The objective is for the agent to generate a professional, comprehensive, and logically-structured slide deck suitable for an oral presentation at a top-tier academic conference.\n\nYour task is to **evaluate the slides generated by that AI agent based on the requirement provided below**. The AI-generated slides are provided to you. \n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_independent_checklist_1": [ + { + "__type__": "partial", + "func": "utils.count_pages.check_slide_count", + "args": [], + "keywords": { + "min_count": 16, + "max_count": 20 + } + }, + "\n**Clarity of Key Points**\n\n* Does the slide deck maintain a clear and focused central theme throughout?\n \n If **no**, explain where the clarity is lacking.\n", + "\n**Logical Flow**\n\n* Does the slide deck follow a logical progression from one point to the next?\n\n If **no**, identify specific slides that break the flow.\n", + "\n**Relevance of Information**\n\n* Does each slide contain only the most relevant information, and are the slide titles well aligned with the slide content?\n\n If **no**, identify slides that contain extraneous or irrelevant details, or whose titles do not accurately reflect their content.\n", + "\n**Avoidance of Placeholder Slides**\n\n* Are there no slides with just an introductory sentence and no real content (e.g., \"Introduction to Research\")?\n\n If **no**, mention which slide(s) are too generic or contain placeholders.\n", + "\n**Slide Titles**\n\n* Are the titles clear and do they accurately reflect the content of each slide?\n\n If **no**, list any titles that are unclear or misleading.\n", + "\n**Conciseness**\n\n* Are the slides concise, with minimal unnecessary wording?\n\n If **no**, identify slides that are overly verbose.\n", + "\n**Suitability for Academic Presentation**\n\n* Is the slide deck suitable for a formal academic presentation (e.g., at a conference)?\n\n If **no**, explain why the slide deck is not suitable (e.g., inappropriate language style and visual style, unclear structure, lack of emphasis on key points, or poor alignment with the target audience).\n", + "\n**Slide-Only Content Compliance**\n\n* Does the slide deck avoid including non-slide content such as scripts, narration, design rationales, or prompts?\n\n If **no**, specify which slides contain non-slide content and describe the content included.\n", + "\n**Harmful or Biased Content**\n\n* Is the presentation free of harmful or biased content (e.g., images or text involving violence, sexual content, discrimination, illegal material, or anything that may cause psychological discomfort)?\n\n If **no**, specify which slides contain harmful or biased content.\n", + "\n**Spelling Accuracy**\n\n* Are all words spelled correctly?\n\n Note: Only evaluate spelling accuracy of words. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., existence of characters, garbling), and do not evaluate grammatical correctness.\n\n If **no**, specify any misspelled words and their location.\n", + "\n**Grammatical Accuracy**\n\n* Are all sentences grammatically correct?\n\n Note: Only evaluate grammatical correctness. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., nonexistent, garbled, or missing characters), and do not evaluate spelling accuracy.\n\n If **no**, specify the slide number and the exact location where the grammar is incorrect.\n", + "\n**Language Consistency**\n\n* Does the entire slide deck consistently use a single language (e.g., all English or all Chinese) without unintended mixing across slides or within individual slides?\n\n Note: Occasional use of standard technical terms (e.g., method names, dataset names, or commonly accepted English acronyms) is acceptable, as long as the primary presentation language remains consistent.\n\n If **no**, specify which slides contain mixed or inconsistent language usage (e.g., English titles with Chinese body text, untranslated labels, or mixed-language bullet points).\n" + ], + "material_independent_checklist_2": [ + "\n**Consistency in Design**\n\n* Is the design consistent across all slides (e.g., font, colors, layout)?\n\n If **no**, specify which slides deviate from the standard design.\n", + "\n**Balance of Text and Visuals**\n\n* Is there a good balance between text and visuals, avoiding overly text-heavy slides?\n\n If **no**, indicate which slides are text-heavy or overly reliant on images.\n", + "\n**Decorative Visual Elements**\n\n* Are the decorative visual elements (images, icons, etc.) used in moderation, avoiding an overly busy or cluttered slide design?\n\n If **no**, specify which slide contains too many decorative elements, making it look overly busy or cluttered.\n", + "\n**Relevance of Visual Elements**\n\n* Are the visual elements (images, icons, etc.) on each slide directly related to the content, contributing meaningfully to the slide's message?\n\n If **no**, specify which slide includes visual elements (images, icons) that are not closely related to the content of the slide.\n", + "\n**Layout Reasonableness**\n\n* Is the layout reasonable? For example, blank slides, slides that contain only a title without any content, or slides with large areas of empty space (without text or images) are generally inappropriate unless there is a clear justification, such as reserving space for content revealed through animations.\n\n If **no**, specify which slide has an unreasonable layout and explain why.\n", + "\n**Text and Content Overlap**\n\n* Is all text fully visible and unobstructed, with no overlap with other text or visual elements (images, charts, icons, shapes) that renders the text unreadable or completely obscures it?\n\n Note: Text with a transparent background image or other visual elements that do not significantly impair readability is not considered a violation. As long as the text remains legible and readable despite the visual elements, this condition is deemed acceptable.\n\n If **no**, specify the slide number(s) and indicate which text elements are overlapped or occluded.\n", + "\n**Visual Element Overlap**\n\n* Are images, charts, diagrams, and decorative visual elements arranged without overlapping or blocking each other in a way that causes visual clutter or hides important information?\n\n Note: If a foreground element overlaps a background element, and the background is primarily decorative and does not affect readability, this is considered acceptable. However, if foreground elements overlap each other, causing confusion or visual obstruction, this is considered a violation.\n \n If **no**, specify which slide(s) contain overlapping visual elements and describe the issue.\n", + "\n**Image Quality**\n\n* Are all images, diagrams, and graphs high-quality and legible?\n\n If **no**, mention specific slides with low-quality visuals.\n", + "\n**Appropriate Visuals**\n\n* Does the slide deck contain appropriate visuals (graphs, tables, diagrams) where necessary?\n\n If **no**, specify which slides lack proper visuals.\n", + "\n**Visual Appeal**\n\n* Are the slides visually appealing and easy to follow?\n\n If **no**, mention any slides with excessive text, crowded visuals, or poor design choices.\n", + "\n**Bullet Point Limitation**\n\n* Are no slides overcrowded with more than 6 bullet points (i.e., readable content)?\n\n If **no**, mention which slide(s) contain excessive information.\n", + "\n**Font Size and Legibility**\n\n* Are the fonts large enough to be easily readable from a distance?\n\n If **no**, specify any slides where text is too small.\n", + "\n**Consistency of Graphical Information Representation**\n\n* Are all graphs, diagrams, flowcharts, charts, and tables presented consistently in terms of style and formatting?\n\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify any inconsistencies in graphical information representation. \n", + "\n**Logical Consistency of Graphical Information**\n\n* Are the visuals themselves logically consistent, such that the height of each bar in bar charts or line charts is proportional to the corresponding numerical value, and the angle of each sector in pie charts is proportional to its numerical value? \n\n Note: For this criterion, you should assess only the internal logical consistency of the visuals themselves, not whether the data shown matches the values reported in the original material. If the slide deck does not contain graphs, diagrams, flowcharts, charts, and tables, your answer should be \"no\".\n\n If **no**, specify which visual elements (e.g. which bar chart / pie chart in which slide) in the charts do not follow the correct proportional relationship. \n", + "\n**Clarity of Graphical Information**\n\n* Are all charts and figures clearly annotated (i.e., understandable to the audience)?\n\n For static charts, such as bar charts, line charts, pie charts, and tables, you should check if the axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary.\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify which charts (e.g., bar chart in Slide 4, line plot in Slide 7) lack necessary annotation elements (axis labels, units, legends, captions, etc.).\n", + "\n**Clarity of Text**\n\n* Is all generated text clear, with no missing or incorrect characters or words?\n\n Note: Only consider whether the characters/letters themselves are valid and correctly rendered (e.g., no nonexistent or garbled characters). Do not consider spelling accuracy or grammatical correctness.\n\n If **no**, specify the slide number and the exact location where the text is unclear or contains erroneous characters.\n", + "\n**Typographical Accuracy**\n\n* Are all words, labels, axis titles, annotations, and text elements free of typographical errors?\n\n The slide deck should ensure consistent font, font size and line spacing within the same block of text. All text must use correct and consistent capitalization styles throughout the slides.\n \n Note: Only evaluate typographical and formatting aspects. Do not consider character validity or rendering (e.g., nonexistent or garbled characters), spelling accuracy, or grammatical correctness.\n\n If **no**, list specific slides and the errors found.\n" + ], + "material_dependent_prefix": "You are an expert in evaluating academic presentation slides.\n\nAn AI agent is tasked with creating a complete academic presentation slide deck based solely on the provided research paper. The objective is for the agent to generate a professional, comprehensive, and logically-structured slide deck suitable for an oral presentation at a top-tier academic conference.\n\nYour task is to **evaluate the slides generated by that AI agent based on the requirement provided below**. The AI-generated slides are provided to you as File 1, and the material that the AI agent relied on is provided to you in the subsequent files.\n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_dependent_checklist_3": [ + "\n Is all content on Slide 1 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 2 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 3 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 4 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 5 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 6 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 7 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 8 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 9 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 10 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 11 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 12 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 13 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 14 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 15 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 16 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 17 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 18 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 19 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n", + "\n Is all content on Slide 20 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the paper. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the paper or which numerical values differ from those in the paper (mention the slide's value and the paper's corresponding value).\n\n" + ] +} diff --git a/academia/judge_weights.yaml b/academia/judge_weights.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6068cc7e57121c016a3cb41b8b5b150bd45f643 --- /dev/null +++ b/academia/judge_weights.yaml @@ -0,0 +1,9 @@ +# total: 100.0 +material_independent: + "1": 20.0 + "2": 20.0 +material_dependent: + "1": 20.0 + "2": 20.0 + "3": 20.0 + diff --git a/advertising/Apple_Mac/MacBook_Air/generation_task/instructions.md b/advertising/Apple_Mac/MacBook_Air/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..06f12ea67f485978b3cdcf75442297c3b037b553 --- /dev/null +++ b/advertising/Apple_Mac/MacBook_Air/generation_task/instructions.md @@ -0,0 +1,86 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (MacBook Air), the tagline "Speed of lightness. Built for Apple Intelligence.", and a visually striking image of the product. Mention the starting price from $999. +2. **Introduction**: Briefly introduce the MacBook Air as the world's most popular laptop, now featuring the M4 chip and a new stunning Sky Blue color. +3. **Key Features**: Break down the core selling points of the MacBook Air: + * Highlight the breakthrough performance of the M4 chip, built to power Apple Intelligence. + * Mention the exceptional battery life of up to 18 hours for all-day productivity. + * Emphasize the ultra-portable design, being remarkably light and less than half an inch thin. +4. **Design & Portability**: Detail the two perfectly portable sizes: the ultimate on-the-go 13-inch model and the 15-inch model for more screen real estate. Mention the durable, recycled aluminum enclosure. +5. **Performance & Apple Intelligence**: Focus on the M4 chip's capabilities, enabling effortless multitasking, high-performance gaming, and AI-driven tools to help users get things done. +6. **Display & Audio**: Highlight the stunning Liquid Retina display that supports 1 billion colors. Mention the immersive sound system with Spatial Audio and the high-definition 1080p FaceTime HD camera. +7. **Ecosystem & Integration**: Overview how MacBook Air works "like magic" with iPhone, including features like iPhone Mirroring, Universal Clipboard (copy and paste across devices), and Find My. +8. **Conclusion**: Recap the major innovations—from the "speed of lightness" of the M4 chip to its eco-friendly construction—and why MacBook Air remains the best choice for anyone going places. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/Apple_Mac/MacBook_Air/generation_task/judge_prompt.json b/advertising/Apple_Mac/MacBook_Air/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6917350a5c7c345c4249aba55e97e45c55eef276 --- /dev/null +++ b/advertising/Apple_Mac/MacBook_Air/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (MacBook Air), the tagline \"Speed of lightness.\", and the starting price ($999 or $83.25/mo.)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the MacBook Air with the M4 chip and mentions it is \"Built for Apple Intelligence\" (referencing page 1 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the M4 chip or Apple Intelligence features are missing.\n", + "\n**Does the \"Design & Portability\" section highlight that the laptop is less than half an inch thin and available in 13-inch and 15-inch display sizes?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which design or size details are missing.\n", + "\n**Is there a dedicated slide or section for \"Performance & Battery\" that mentions the M4 chip capabilities and the \"up to 18 hours of battery life\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding performance or battery specs.\n", + "\n**Does the \"Sustainability\" slide(s) mention that the MacBook Air is made with over 50 percent recycled materials and features a durable recycled aluminum enclosure?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which sustainability elements are missing.\n", + "\n**Is there a specific slide detailing the \"Display & Camera\" that mentions the Liquid Retina display and the 1080p FaceTime HD camera (referencing the tech specs)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the display or camera details are lacking.\n", + "\n**Is there a slide providing an overview of \"Ecosystem Integration\" (Mac + iPhone) specifically mentioning features like iPhone Mirroring or Universal Clipboard?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the cross-device feature overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the major selling points and mentions the new \"Sky Blue\" color option?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Design & Portability -> Performance & Battery -> Sustainability -> Display & Camera -> Ecosystem -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., M4 chip, 13/15-inch display, 18-hour battery, 50% recycled materials, $999 price)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately summarize the highlights found on page 1 (specifically the \"M4 chip\" integration, the \"Sky Blue\" color, and the starting price of \"$999\")?**\n\nIf **no**, explain what information was missed or inaccurately summarized from the opening page.\n", + "\n**Does the \"Key Features\" section correctly identify the core selling points: M4 Performance, Apple Intelligence, and the choice of two sizes (13-inch and 15-inch)?**\n\nIf **no**, mention which of the core pillars was omitted or misrepresented.\n", + "\n**In the \"Design\" section, are the specs factually accurate according to page 3 (specifically: \"less than half an inch thin\" and made with \"over 50 percent recycled materials\")?**\n\nIf **no**, detail the incorrect specifications (e.g., wrong thickness or material composition).\n", + "\n**Does the \"Performance\" section correctly identify the chip as the \"M4\" and mention its role in unlocking performance for \"Apple Intelligence\" as described on page 1?**\n\nIf **no**, specify if the chip name is wrong or if the AI capability is omitted.\n", + "\n**Does the \"Battery Life\" section accurately cite the specific stat found on page 1 (specifically \"up to 18 hours of battery life\")?**\n\nIf **no**, explain the discrepancy in the battery life duration.\n", + "\n**In the \"Display\" section, does it correctly mention the \"Liquid Retina display\" with support for \"1 billion colors\" as stated on page 4?**\n\nIf **no**, detail the incorrect display technology or color support stats.\n", + "\n**Does the \"Camera & Audio\" section correctly describe the \"1080p FaceTime HD camera\" and the \"Three-mic array\" as listed on page 5?**\n\nIf **no**, note which camera resolution or microphone detail is missing or incorrect.\n", + "\n**Does the \"Audio\" section accurately mention the \"Immersive sound system\" with support for \"Spatial Audio\" and \"Dolby Atmos\" (page 5)?**\n\nIf **no**, specify the missing audio technologies.\n", + "\n**Does the \"Connectivity\" section correctly list the ports: \"Two Thunderbolt ports,\" \"MagSafe charging,\" and the \"headphone jack\" as described on page 6?**\n\nIf **no**, list which port or charging detail was omitted.\n", + "\n**Does the \"Ecosystem\" section correctly describe the \"iPhone Mirroring\" feature and the ability to work seamlessly between Mac and iPhone (page 10)?**\n\nIf **no**, explain what integration feature from the text was missed.\n", + "\n**Do the slides avoid attributing specifications of other products (like \"iPad Pro M5\" or \"iPhone 17\") to the MacBook Air?**\n\nIf **no**, point out where features from different product categories were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of an \"OLED screen,\" \"Face ID on Mac,\" or \"30-hour battery life\")?**\n\nIf **no**, specify the fabricated facts.\n" + ] +} diff --git a/advertising/Apple_Mac/MacBook_Air/generation_task/statistics.yaml b/advertising/Apple_Mac/MacBook_Air/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..187bfc870f369514d2f3c6de435d010b3be1caad --- /dev/null +++ b/advertising/Apple_Mac/MacBook_Air/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/Apple_Mac/MacBook_Air +category: advertising +input_metrics: + total_input_tokens: 15022 + generation_prompt_tokens: 1582 + materials_total_tokens: 13440 + material_count: 1 + pdf_total_pages: 24 + file_details: + - name: material.pdf + tokens: 13440 + pages: 24 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/Apple_Mac/MacBook_Air/material.pdf b/advertising/Apple_Mac/MacBook_Air/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5335a665a1a0e3db7ac39ae33bbe70ef7317e7ed --- /dev/null +++ b/advertising/Apple_Mac/MacBook_Air/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7d2f127f8efeebe894aaff2ca0a631c1228a3d78249bbf69b693c636943b9fb5 +size 9743408 diff --git a/advertising/Apple_Mac/MacBook_Pro/generation_task/instructions.md b/advertising/Apple_Mac/MacBook_Pro/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..3ae2b6e7d5152ebfbde7dac362d2602505abaab2 --- /dev/null +++ b/advertising/Apple_Mac/MacBook_Pro/generation_task/instructions.md @@ -0,0 +1,88 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (MacBook Pro), the tagline "14-inch model. Now supercharged by M5.", and a visually striking image of the product. Mention the starting price from $1,599. +2. **Introduction**: Briefly introduce the new MacBook Pro, highlighting the M5 family of chips that make it a powerful platform for artificial intelligence. +3. **Key Features**: Break down the core selling points of the MacBook Pro: + * Highlight the next-generation speed of the M5 chip, which is up to 6x faster than the M1 model. + * Mention the "One big, powerful family" of chips: M5, M4 Pro, and M4 Max. + * Emphasize its role as a smart-to-the-core platform designed specifically for advanced AI workflows. +4. **Performance & AI**: Focus on the M5 chip’s capabilities for college students, business users, and aspiring creators. Highlight its ability to handle tasks like video upscaling, complex adjustments, and high-resolution rendering. +5. **M5 Family of Chips**: Detail the scalability of the performance: + * **M5**: Next-gen speed for everyday pro tasks. + * **M4 Pro and M4 Max**: Even higher levels of power for the most demanding professional workflows. +6. **Professional Workflows**: Highlight the MacBook Pro’s capacity for pro-level software, including AI-enhanced video editing (e.g., Proteus enhancement), coding, and large-scale creative projects. +7. **Display & Hardware**: Overview the 14-inch form factor that balances extreme performance with portability, designed to be the ultimate tool for pros on the go. +8. **Conclusion**: Recap the major innovations—from the sheer AI-driven power of the M5 chip to the versatile chip lineup—and why the MacBook Pro is the definitive "powerful platform for artificial intelligence." + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/Apple_Mac/MacBook_Pro/generation_task/judge_prompt.json b/advertising/Apple_Mac/MacBook_Pro/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..70abccf2bfbe422100b9f4f511f579dd4ab313b4 --- /dev/null +++ b/advertising/Apple_Mac/MacBook_Pro/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (MacBook Pro 14-inch), the tagline \"Now supercharged by M5.\", and the starting price ($1599 or $133.25/mo.)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the MacBook Pro family (M5, M4 Pro, and M4 Max) and mentions it is a \"powerful platform for artificial intelligence\" (referencing pages 2-3 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the chip family or AI platform highlights are missing.\n", + "\n**Does the \"M5 Chip Performance\" section highlight the next-generation speed and powerful on-device AI for students, business users, and creators?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which performance or user-group details are missing.\n", + "\n**Is there a specific slide or mention stating that the 14-inch MacBook Pro with M5 is \"Up to 6x faster than M1\" (referencing page 10)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the performance comparison.\n", + "\n**Does the \"Display & Visuals\" slide(s) showcase the Liquid Retina XDR display and its high-performance capabilities for video editing or creative work?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which display elements are missing.\n", + "\n**Is there a specific slide detailing \"Apple Intelligence\" and how it is integrated into the core of the MacBook Pro experience (referencing page 3)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the AI integration details are lacking.\n", + "\n**Is there a slide providing an overview of \"Pro Connectivity\" referencing the ports and expansion capabilities suitable for pro workflows?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the connectivity overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the major innovations of the M5 series and why it is the ultimate pro laptop?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> M5 Chip Performance -> AI Integration -> Display & Visuals -> Connectivity -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., M5/M4 Pro/M4 Max chips, 14-inch model, 6x faster than M1, $1599 price, $133.25/mo)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately summarize the highlights found on page 1 (specifically the \"M5 chip\" integration, the \"14-inch model,\" and the starting price of \"$1599\")?**\n\nIf **no**, explain what information was missed or inaccurately summarized from the opening page.\n", + "\n**Does the \"Key Features\" section correctly identify the three chip options mentioned on page 2: M5, M4 Pro, and M4 Max?**\n\nIf **no**, mention which of the chip family members was omitted or misrepresented.\n", + "\n**Does the \"Performance\" section correctly describe the M5 chip's AI capabilities, specifically the claim of being \"up to 6x faster AI performance than M1\" (pages 9-10)?**\n\nIf **no**, detail the incorrect performance stat or missing comparison.\n", + "\n**In the \"Performance\" section, are the technical details for the M5 chip factually accurate according to page 9 (specifically: \"16-core Neural Engine\" and \"third-generation ray-tracing engine\")?**\n\nIf **no**, note which technical hardware specification is incorrect.\n", + "\n**Does the \"Performance\" section correctly mention the \"Neural Accelerator\" built into each GPU core of the M5 chip for speeding up tasks like LLM prompt processing (page 9)?**\n\nIf **no**, specify if this specific architectural detail is missing.\n", + "\n**Does the \"Battery Life\" section accurately cite the specific stat found on page 4 (specifically \"Up to 24 hours,\" described as the \"longest battery life ever in a Mac\")?**\n\nIf **no**, explain the discrepancy in the battery life duration or the record-breaking claim.\n", + "\n**Does the \"Software\" section correctly identify the operating system as \"macOS Tahoe\" and mention its \"Stunning Liquid Glass design\" and \"reimagined Spotlight\" (page 5)?**\n\nIf **no**, list which key software version or feature description was omitted or misnamed.\n", + "\n**Does the \"Software\" section accurately describe the \"Live Activities\" and \"Phone app\" integration as a way to stay in touch without touching your phone (page 6)?**\n\nIf **no**, note if these specific ecosystem features are missing.\n", + "\n**Does the \"Design & Hardware\" section correctly list the closer look categories from page 7 (specifically: Sizes, Colors, Display, Connectivity, Camera, Mics and speakers, and Durability)?**\n\nIf **no**, specify which hardware category or focus area was omitted.\n", + "\n**Do the slides avoid attributing specifications of other products (like \"iPad Pro\" or standard \"MacBook Air\") to the MacBook Pro M5?**\n\nIf **no**, point out where features from different product lines were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of an \"OLED screen,\" \"Face ID,\" or \"30-hour battery life\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals represent the M5 series chips or the macOS Tahoe interface as depicted in the PDF?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/Apple_Mac/MacBook_Pro/generation_task/statistics.yaml b/advertising/Apple_Mac/MacBook_Pro/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9fb13025403d6bf56c437c3a19668bd3a78ce640 --- /dev/null +++ b/advertising/Apple_Mac/MacBook_Pro/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/Apple_Mac/MacBook_Pro +category: advertising +input_metrics: + total_input_tokens: 18408 + generation_prompt_tokens: 1608 + materials_total_tokens: 16800 + material_count: 1 + pdf_total_pages: 30 + file_details: + - name: material.pdf + tokens: 16800 + pages: 30 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/Apple_Mac/MacBook_Pro/material.pdf b/advertising/Apple_Mac/MacBook_Pro/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b0231ba6681201725d2d54ee06b79ce2c11a95d5 --- /dev/null +++ b/advertising/Apple_Mac/MacBook_Pro/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4c9184e1be3fc9922889136378723487b0bd24d6bfb99390a2d11b71d0fb71fa +size 11772343 diff --git a/advertising/Apple_iPad/iPad/generation_task/instructions.md b/advertising/Apple_iPad/iPad/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..9d6fef7aeb5e97d88dda21c7cea9ce260d46b9cf --- /dev/null +++ b/advertising/Apple_iPad/iPad/generation_task/instructions.md @@ -0,0 +1,90 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (iPad), the tagline "Lovable. Drawable. Magical.", and a visually striking image of the product. Mention the starting price from $349. +2. **Introduction**: Briefly introduce the new iPad, highlighting its transition to the superfast A16 chip and the inclusion of more storage than ever (refer to pages 2-3). +3. **Key Features**: Break down the core selling points of the iPad. + * Highlight the performance leap with the A16 chip (page 4), the 128GB starting storage (page 4), and the stunning 11-inch Liquid Retina display (page 3-4). + * Mention the all-day battery life and the convenience of Touch ID for security (page 4). +4. **Productivity & Creativity**: Emphasize how the iPad serves as an "incredible canvas" (page 9). + * Focus on creative tasks: doodling, taking notes, and marking up documents with Apple Pencil. + * Highlight professional capabilities: 4K video editing, multitasking, and high-quality built-in mics/landscape stereo speakers for audio projects (page 10). +5. **Essential Accessories**: Detail the versatility provided by accessories (page 11-14). + * **Apple Pencil**: Emphasize its use for drawing and handwriting. + * **Magic Keyboard Folio**: Highlight the versatile two-piece design, comfortable typing experience, and the click-anywhere trackpad. +6. **iPadOS Features**: Include an overview of the latest iPadOS enhancements (page 15-17). + * Highlight features like **Smart Script** for fluid handwriting, **Math Notes** for solving equations, and **Live Text** for interacting with photos/videos. +7. **Display & Performance**: Recap the technical excellence, focusing on the A16 chip's power for gaming and creative apps, alongside the Liquid Retina display's visual quality. +8. **Conclusion**: Recap the major innovations—from the A16 power to the creative freedom of the iPad ecosystem—and why it stands out as a "creative powerhouse." + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/Apple_iPad/iPad/generation_task/judge_prompt.json b/advertising/Apple_iPad/iPad/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..771955c712d21bc033b17c6b99162c3bc2ef8da1 --- /dev/null +++ b/advertising/Apple_iPad/iPad/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (iPad), the tagline \"Lovable. Drawable. Magical.\", and the starting price ($349 or $29.08/mo.)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the iPad with the A16 Bionic chip and the 11-inch Liquid Retina display (referencing highlights from pages 2-4 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the chip or display features are missing.\n", + "\n**Does the \"Key Features\" section break down the core selling points, specifically highlighting the superfast A16 chip, 128GB starting storage, and Touch ID for security?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which key selling points are missing from the summary.\n", + "\n**Is there a dedicated slide or section for \"Accessories\" that emphasizes the Apple Pencil support and the Magic Keyboard Folio with its two-piece design?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the accessories.\n", + "\n**Does the \"Productivity & iPadOS\" slide(s) highlight features like Smart Script, Math Notes, and the ability to run multiple apps side-by-side?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which software or productivity elements are missing.\n", + "\n**Is there a specific slide detailing \"Audio & Video\" that mentions the high-quality built-in mics and landscape stereo speakers (referencing page 10)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the audio/video specifications are lacking.\n", + "\n**Is there a slide providing an overview of \"Performance\" that mentions the Neural Engine and its capability for tasks like 4K video editing?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the performance/Neural Engine overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps why the iPad is a \"flexible creative powerhouse\" and mentions its versatility for everyday tasks?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Key Features -> Accessories -> Productivity & iPadOS -> Audio & Video -> Performance -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., A16 chip, 11-inch display, 128GB storage, $349 price, 4K video)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately reflect the starting price and marketing slogan found on page 1 (specifically \"From $349\" and the tagline \"Lovable. Drawable. Magical.\")?**\n\nIf **no**, explain what pricing or branding information was missed or inaccurately stated.\n", + "\n**Does the \"Key Features\" section correctly identify the processor as the \"superfast A16 chip\" (as mentioned on pages 2, 4, and 8) rather than the M1 or M2?**\n\nIf **no**, specify if the chip name is incorrect or omitted.\n", + "\n**In the \"Display\" section, are the specifications factually accurate according to pages 4 and 9 (specifically: \"11-inch Liquid Retina display\")?**\n\nIf **no**, detail the incorrect specifications (e.g., wrong screen size or display technology).\n", + "\n**Does the \"Storage\" section correctly mention that the starting storage is now \"128GB\" as stated on page 4?**\n\nIf **no**, note the discrepancy in the starting storage capacity.\n", + "\n**Does the \"Performance\" section accurately describe the advanced features of the A16 chip, such as the \"Neural Engine\" and the ability to \"edit 4K video\" (page 8)?**\n\nIf **no**, specify if these technical capabilities are missing or misrepresented.\n", + "\n**Does the \"Accessories\" section correctly identify the \"Magic Keyboard Folio\" (with its two-piece design and trackpad) and the \"Apple Pencil\" as the compatible tools (page 5)?**\n\nIf **no**, list which accessory or specific feature (like the two-piece design) was omitted.\n", + "\n**Does the \"iPadOS\" section correctly mention the \"Smart Script\" and \"Math Notes\" features as described on page 6?**\n\nIf **no**, explain which software features from the background material were missing.\n", + "\n**Does the \"Battery Life\" section accurately cite the \"all-day battery life\" claim found on page 8?**\n\nIf **no**, describe the missing or incorrect battery performance claim.\n", + "\n**Does the \"Productivity\" section correctly mention the \"Touch ID\" for unlocking and paying, as well as the \"landscape stereo speakers\" for audio (pages 4 and 10)?**\n\nIf **no**, specify which hardware feature was omitted.\n", + "\n**Do the slides avoid attributing specifications of other iPad models (like the \"iPad Air M3\" or \"iPad Pro\") to this specific iPad model?**\n\nIf **no**, point out where features from more expensive models were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of \"Apple Intelligence,\" \"Face ID,\" or \"OLED display\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do they show the \"Magic Keyboard Folio\" rather than the standard Magic Keyboard?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/Apple_iPad/iPad/generation_task/statistics.yaml b/advertising/Apple_iPad/iPad/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5c5bbfddb847d9a17321723be7e6397f3baa1e01 --- /dev/null +++ b/advertising/Apple_iPad/iPad/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/Apple_iPad/iPad +category: advertising +input_metrics: + total_input_tokens: 15098 + generation_prompt_tokens: 1658 + materials_total_tokens: 13440 + material_count: 1 + pdf_total_pages: 24 + file_details: + - name: material.pdf + tokens: 13440 + pages: 24 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/Apple_iPad/iPad/material.pdf b/advertising/Apple_iPad/iPad/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d92ab4d6b1e08133a453f9f538eae31d7a46ab85 --- /dev/null +++ b/advertising/Apple_iPad/iPad/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c41a19144d665743ecfed1d559ffb090da488450f15a75daa21143b593df7856 +size 9878210 diff --git a/advertising/Apple_iPad/iPad_Air/generation_task/instructions.md b/advertising/Apple_iPad/iPad_Air/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..7ab31788ae0b413ecd8323782ab6b3a96f790615 --- /dev/null +++ b/advertising/Apple_iPad/iPad_Air/generation_task/instructions.md @@ -0,0 +1,88 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (iPad Air), the tagline "Flight speed. Built for Apple Intelligence.", and a visually striking image of the product. Mention the starting price from $599. +2. **Introduction**: Briefly introduce the new iPad Air, highlighting its powerful Apple M3 chip and its ability to handle any task with ease. +3. **Key Features**: Break down the core selling points of the iPad Air: + * Highlight the breakout performance of the M3 chip, featuring a powerful CPU, GPU, and Neural Engine. + * Mention the two size options: the portable 11-inch and the expansive all-new 13-inch models. + * Emphasize the stunning Liquid Retina display and all-day battery life. +4. **Performance & AI**: Focus on the M3 chip’s capabilities, noting it is nearly 2x faster than the M1 model. Mention hardware-accelerated ray tracing and its readiness for Apple Intelligence. +5. **Creative & Pro Workflows**: Highlight the iPad Air’s ability to handle demanding projects like 4K video editing, advanced gaming, and professional design tasks. +6. **Essential Accessories**: Detail the versatility provided by compatible accessories: + * **Apple Pencil Pro**: For advanced sketching, painting, and professional creativity. + * **Magic Keyboard**: Featuring a new thin and light design with a function row and haptic trackpad. +7. **iPadOS & Connectivity**: Overview the intuitive experience of iPadOS, including multitasking capabilities and superfast Wi-Fi 6E connectivity. +8. **Conclusion**: Recap the major innovations—from the "flight speed" of the M3 chip to the versatile two-size lineup—and why the iPad Air is the ultimate tool for both work and play. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/Apple_iPad/iPad_Air/generation_task/judge_prompt.json b/advertising/Apple_iPad/iPad_Air/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..cf2b181c8f5326b1a5c543fad063720da0156e6d --- /dev/null +++ b/advertising/Apple_iPad/iPad_Air/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (iPad Air), the tagline \"Flight speed\", and the starting price ($599 or $49.91/mo.)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the new iPad Air with the M3 chip and mentions it is \"Built for Apple Intelligence\" (referencing pages 1-2 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the M3 chip or Apple Intelligence features are missing.\n", + "\n**Does the \"Display Options\" section highlight that the device is available in both 11-inch and 13-inch models with Liquid Retina displays?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which display size or detail is missing.\n", + "\n**Is there a dedicated slide or section for the \"M3 Chip Performance\" that mentions it is nearly 2x faster than the iPad Air with M1 (referencing page 10)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the performance comparison.\n", + "\n**Does the \"Camera & Video\" slide(s) highlight the Landscape 12MP Ultra Wide front camera and the 12MP Wide back camera with 4K video support?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which camera specifications are missing.\n", + "\n**Is there a specific slide detailing \"Connectivity & Wireless\" that mentions support for Wi-Fi 6E and superfast 5G?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the wireless connectivity details are lacking.\n", + "\n**Is there a slide providing an overview of \"Accessories\" specifically mentioning support for the Apple Pencil Pro and the Magic Keyboard?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the accessory support overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the major innovations and mentions the available colors (Blue, Purple, Starlight, Space Gray)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Display Options -> M3 Chip Performance -> Camera & Video -> Connectivity -> Accessories -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., M3 chip, 11/13-inch display, 2x faster than M1, $599 price, 12MP camera)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately summarize the highlights found on pages 1-2 of the material (specifically the \"M3 chip\" integration, \"Apple Intelligence\" capability, and the starting price of \"$599\")?**\n\nIf **no**, explain what information was missed or inaccurately summarized from the opening pages.\n", + "\n**Does the \"Key Features\" section correctly break down the core selling points: Two size options (11-inch and 13-inch), M3 Performance, and support for New Accessories?**\n\nIf **no**, mention which of the core pillars was omitted or misrepresented.\n", + "\n**In the \"Display\" section, are the specs factually accurate according to page 3 (specifically: \"Liquid Retina display\" and the availability of both \"11-inch\" and \"13-inch\" models)?**\n\nIf **no**, detail the incorrect specifications (e.g., wrong display technology name or missing size option).\n", + "\n**Does the \"Performance\" section correctly identify the chip as the \"M3\" and mention the performance claim of being \"nearly 2x faster than iPad Air with M1 chip\" as described on page 10?**\n\nIf **no**, specify if the chip name is wrong or if the performance comparison is inaccurate.\n", + "\n**Does the \"Performance\" section accurately mention the \"Neural Engine\" for Apple Intelligence and the \"hardware-accelerated ray tracing\" capability (as described on pages 4 and 10)?**\n\nIf **no**, note that these technical performance details from the background material are missing.\n", + "\n**Does the \"Accessories\" section correctly list the \"Apple Pencil Pro\" and the \"Magic Keyboard\" with its specific features (e.g., 14-key function row and larger trackpad) as mentioned on page 5?**\n\nIf **no**, specify which accessory or specific feature was omitted or incorrectly described.\n", + "\n**Does the \"Battery Life\" section accurately cite the \"all-day battery life\" claim found on page 10?**\n\nIf **no**, explain the discrepancy in the battery life information.\n", + "\n**Does the \"Design\" section correctly mention the \"four beautiful colors\" available for the models as stated on page 3?**\n\nIf **no**, specify if the number of colors or design details are incorrect.\n", + "\n**Does the \"Software\" section correctly describe the role of \"iPadOS\" in enabling \"magical, intuitive ways\" to work (as per page 6)?**\n\nIf **no**, list what key software descriptions from the text were omitted.\n", + "\n**Do the slides avoid attributing specifications of other products (like \"iPhone 17 Pro\" or \"iPad 10th Gen\") to the iPad Air M3?**\n\nIf **no**, point out where features of unrelated models were incorrectly applied to the iPad Air.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of an \"OLED screen,\" \"Face ID,\" or specific storage capacities not listed in the PDF)?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the materials? (For example, do the visual representations of the iPad Air and its accessories match the graphics provided in the PDF?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/Apple_iPad/iPad_Air/generation_task/statistics.yaml b/advertising/Apple_iPad/iPad_Air/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..888f1299ae8002801875e513b86a3d8bf3a9b742 --- /dev/null +++ b/advertising/Apple_iPad/iPad_Air/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/Apple_iPad/iPad_Air +category: advertising +input_metrics: + total_input_tokens: 13346 + generation_prompt_tokens: 1586 + materials_total_tokens: 11760 + material_count: 1 + pdf_total_pages: 21 + file_details: + - name: material.pdf + tokens: 11760 + pages: 21 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/Apple_iPad/iPad_Air/material.pdf b/advertising/Apple_iPad/iPad_Air/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4fbe3fdbbf07d9bd62ce94b84285dd1d67a80dea --- /dev/null +++ b/advertising/Apple_iPad/iPad_Air/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4cbb8c49ec3af56bb9ea6e8ee1b0460bec2dc72e4a0e86693a3a0259f4da33c +size 6761135 diff --git a/advertising/Apple_iPad/iPad_Pro/generation_task/instructions.md b/advertising/Apple_iPad/iPad_Pro/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..aa44b1843c7d21ab49a678238fc7cdc9548d9381 --- /dev/null +++ b/advertising/Apple_iPad/iPad_Pro/generation_task/instructions.md @@ -0,0 +1,86 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (iPad Pro), the tagline "Mmmmm. Power.", and a visually striking image of the product. Mention the starting price from $999. +2. **Introduction**: Briefly introduce the new iPad Pro, highlighting the revolutionary M5 chip as the "next giant leap for AI on iPad." +3. **Key Features**: Break down the core selling points of the iPad Pro: + * Highlight the "furiously fast" M5 chip and its industry-leading performance. + * Mention the Ultra Retina XDR display, described as the world's most advanced display with extreme brightness and precise contrast. + * Emphasize the integration of Apple Intelligence, including features like Image Wand and Live Translation. +4. **Display Technology**: Detail the Ultra Retina XDR display, available in 11-inch and 13-inch models. Highlight its ability to deliver a brilliant and precise visual experience for pros. +5. **Performance & AI**: Focus on the M5 chip’s power, specifically its role in driving game-changing enhancements and advanced AI capabilities that redefine what is possible on a tablet. +6. **iPadOS 26 & Productivity**: Overview the "powerfully redesigned" iPadOS 26, featuring a stunning new design with Liquid Glass and a reimagined, intuitive windowing system for pro-level productivity. +7. **Creative & Pro Workflows**: Highlight the iPad Pro’s capacity for running pro apps, playing high-performance games, and managing large-scale creative projects with an intuitive touch-first experience. +8. **Conclusion**: Recap the major breakthroughs—from the sheer speed of the M5 chip to the unparalleled Ultra Retina XDR display—and why the iPad Pro remains the ultimate "tour de workforce." + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/Apple_iPad/iPad_Pro/generation_task/judge_prompt.json b/advertising/Apple_iPad/iPad_Pro/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..8e3ca7afa03f7456a125a0a9c9f96634e3a8c58b --- /dev/null +++ b/advertising/Apple_iPad/iPad_Pro/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (iPad Pro), the tagline \"Mmmmm. Power.\", and the starting price ($999 or $83.25/mo.)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the new iPad Pro with the M5 chip, describing it as \"The next giant leap for AI on iPad\" (referencing page 2)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the M5 chip or the AI-focused introduction is missing.\n", + "\n**Does the \"Display Technology\" section highlight the \"Ultra Retina XDR\" as the world's most advanced display with extreme brightness and precise contrast?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which display features are missing.\n", + "\n**Is there a dedicated slide or section for \"Apple Intelligence\" that mentions features like Image Wand and Live Translation (referencing page 4)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding Apple Intelligence capabilities.\n", + "\n**Does the \"Design & Portability\" slide(s) emphasize the thin and light design, specifically mentioning the 11-inch and 13-inch size options?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which design or size elements are missing.\n", + "\n**Is there a specific slide detailing \"iPadOS 26\" that discusses the redesigned interface with \"Liquid Glass\" and the intuitive windowing system (referencing page 10)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the OS update details are lacking.\n", + "\n**Is there a slide providing an overview of \"Pro Accessories\" specifically mentioning the Apple Pencil and Magic Keyboard compatibility?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the accessory overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the M5 power and the \"tour de workforce\" capabilities of the new iPad Pro?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Display Technology -> Apple Intelligence -> Design & Portability -> iPadOS 26 -> Accessories -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., M5 chip, $999 price, 11/13-inch display, iPadOS 26, $83.25/mo)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately summarize the key highlights found on pages 1-2 (specifically the \"M5 chip,\" the claim of being the \"next giant leap for AI,\" and the starting price of \"$999\")?**\n\nIf **no**, explain what information was missed or inaccurately summarized from the opening pages.\n", + "\n**Does the \"Key Features\" section correctly identify the core pillars: M5 Performance, Ultra Retina XDR display, and the redesigned iPadOS 26?**\n\nIf **no**, mention which of the core pillars was omitted or misrepresented.\n", + "\n**In the \"Display\" section, are the specs factually accurate according to pages 5-6 (specifically: \"Ultra Retina XDR\" display and the availability of \"11-inch\" and \"13-inch\" models)?**\n\nIf **no**, detail the incorrect specifications (e.g., wrong display technology name or missing size option).\n", + "\n**Does the \"Performance\" section correctly identify the chip as the \"M5\" and mention its role in powering \"Apple Intelligence\" as described on pages 2 and 4?**\n\nIf **no**, specify if the chip name is wrong or if its connection to AI capabilities is omitted.\n", + "\n**Does the \"Apple Intelligence\" section accurately list the specific features mentioned on page 4 (e.g., \"Image Wand\" and \"Live Translation\")?**\n\nIf **no**, note which specific AI features from the background material are missing.\n", + "\n**Does the \"Design & Camera\" section correctly mention the \"TrueDepth camera system\" and the \"Landscape 12MP Ultra Wide camera\" (page 8)?**\n\nIf **no**, specify the incorrect camera specifications or placement details.\n", + "\n**Does the \"Design\" section accurately reflect the \"thinnest Apple product ever\" claim and the \"Pro connection\" via Thunderbolt / USB 4 (page 8)?**\n\nIf **no**, specify which physical or connectivity attribute is incorrect.\n", + "\n**Does the \"Software\" section correctly describe the \"iPadOS 26\" features, specifically the \"Liquid Glass\" design and the \"reimagined windowing system\" (page 10)?**\n\nIf **no**, list which key software enhancements from the text were omitted or misnamed.\n", + "\n**Do the slides avoid attributing specifications of lower-end models (like the \"A16 chip\" from the standard iPad or \"M3 chip\" from the iPad Air) to the iPad Pro?**\n\nIf **no**, point out where features of lesser models were incorrectly applied to the Pro model.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of a folding screen, 8K video recording, or specific battery hour stats not listed in the PDF)?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the materials? (For example, do the visuals represent the iPad Pro's ProMotion technology and thin design as depicted in the PDF?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/Apple_iPad/iPad_Pro/generation_task/statistics.yaml b/advertising/Apple_iPad/iPad_Pro/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a70bf4be9c8b63075524ea9a1604d2ccd415437 --- /dev/null +++ b/advertising/Apple_iPad/iPad_Pro/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/Apple_iPad/iPad_Pro +category: advertising +input_metrics: + total_input_tokens: 15579 + generation_prompt_tokens: 1579 + materials_total_tokens: 14000 + material_count: 1 + pdf_total_pages: 25 + file_details: + - name: material.pdf + tokens: 14000 + pages: 25 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/advertising/Apple_iPad/iPad_Pro/material.pdf b/advertising/Apple_iPad/iPad_Pro/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2fc1ff2dc67c13fbf8ba44cfc1ac39339a1316c1 --- /dev/null +++ b/advertising/Apple_iPad/iPad_Pro/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cc9ee4736dfa30e3f8dd26fe7d8c9b2f4944ffc585442de8fd2b80482a2b5165 +size 8089131 diff --git a/advertising/Apple_iPhone/iPhone_17/generation_task/instructions.md b/advertising/Apple_iPhone/iPhone_17/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..700af29bc016e338adfaaeced8e2c96bd408b78f --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_17/generation_task/instructions.md @@ -0,0 +1,97 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (iPhone 17), the tagline "Magichromatic.", and a visually striking image of the product. Mention the starting price from $799. +2. **Introduction**: Briefly introduce the iPhone 17 as the latest evolution, highlighting its vibrant new design and the powerful A19 chip that drives advanced capabilities, including Apple Intelligence. +3. **Key Features**: Break down the core selling points of the iPhone 17: + * Highlight the brighter display, now featuring ProMotion with up to 120Hz refresh rates for smoother scrolling and gaming. + * Mention the enhanced durability with Ceramic Shield 2, providing 3x better scratch resistance. + * Emphasize the all-day battery life that powers everything users love about iPhone. + * Introduce Apple Intelligence as a suite of effortlessly helpful features for creativity and communication. +4. **Camera System**: + * Detail the 48MP Dual Fusion camera system (48MP Main with 2x Telephoto & 48MP Ultra Wide). + * Highlight the evolution in resolution, with Ultra Wide photos now 24MP by default. + * Mention features like 2x Telephoto for exceptional detail and Clean Up to remove distractions from photos. + * Note the doubled starting storage (256GB) for capturing more content. +5. **Front Camera & Center Stage**: Focus on the new 18MP Center Stage front camera. Highlight its flexible framing options, smarter group selfies, and the all-new square sensor that enables ultra-stabilized video and seamless field-of-view rotation. +6. **Performance & A19 Chip**: Highlight the A19 chip as the engine behind the device, enabling sophisticated photo and video features, high-performance gaming, and overall efficiency. +7. **Apple Intelligence & iOS 26**: + * Dedicate a section to Apple Intelligence features like Visual Intelligence, Live Translation (texts, FaceTime, calls), and Clean Up for photos. + * Introduce iOS 26 highlights: the new Liquid Glass design, vibrant Lock Screen with 3D effect, Call Screening, and Hold Assist. +8. **Connectivity & Safety**: + * Cover Wi-Fi 7, Bluetooth 6, 5G, and eSIM for fast, secure, and flexible connections. + * Highlight safety features: Messages via satellite and Roadside Assistance via satellite for peace of mind on and off the grid. +7. **Design & Display**: Overview the visual excellence of the Super Retina XDR display and the "Magichromatic" aesthetic, combining beauty with the ruggedness of the new Ceramic Shield.Briefly showcase accessories like the Crossbody Strap, Silicone Cases, and Clear Case with MagSafe. +8. **Conclusion**: Recap the major innovations—from the ProMotion display and A19 performance to the game-changing Center Stage camera—and why the iPhone 17 is the perfect blend of power and style. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/Apple_iPhone/iPhone_17/generation_task/judge_prompt.json b/advertising/Apple_iPhone/iPhone_17/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..47e44526108a0a6369ea68a854b456537b0cc3a1 --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_17/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (iPhone 17), the tagline \"Magichromatic.\", and the starting price ($799 or $33.29/mo.)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the iPhone 17 with the A19 chip and the upgraded 120Hz ProMotion display (referencing highlights from pages 2-5 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the A19 chip or display features are missing.\n", + "\n**Does the \"Display & Durability\" section highlight the Ceramic Shield 2 front with 3x better scratch resistance and the brighter ProMotion display?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which display or durability details are missing.\n", + "\n**Is there a dedicated slide or section for the \"Camera System\" that emphasizes the 48MP Dual Fusion camera and the new 18MP Center Stage front camera?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the camera specifications.\n", + "\n**Does the \"Performance & Battery\" slide(s) highlight the A19 chip's capabilities and the \"all-day battery life\" (referencing page 5)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which performance or battery elements are missing.\n", + "\n**Is there a specific slide detailing \"Center Stage\" technology that explains the flexible framing for selfies and video calls (referencing pages 9-10)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the Center Stage details are lacking.\n", + "\n**Is there a slide providing an overview of \"Video Capabilities\" mentioning ultra-stabilized video and dual capture options?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the video feature overview is missing.\n", + "\n**Is there a slide providing an overview of \"Apple Intelligence & iOS 26\" mentioning features like Live Translation, Clean Up, Liquid Glass, and Call Screening (referencing pages 7, 15-17)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if these intelligent features are missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the major innovations and mentions the trade-in offers (up to $180-$650 credit)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Display & Durability -> Camera System -> Performance & Battery -> Center Stage -> Video Capabilities -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., A19 chip, 120Hz, 3x scratch resistance, 48MP, 18MP, $799 price)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately reflect the starting price and the marketing slogan found on page 1 (specifically \"From $799\" and the tagline \"Magichromatic.\")?**\n\nIf **no**, explain what pricing or branding information was missed or inaccurately summarized.\n", + "\n**Does the \"Display\" section correctly identify the new features mentioned on page 2, specifically the \"ProMotion up to 120Hz\" and the \"Ceramic Shield 2\" with \"3x better scratch resistance\"?**\n\nIf **no**, detail which display specification or durability claim is incorrect.\n", + "\n**In the \"Camera System\" section, are the specs for the rear camera factually accurate according to page 4 (specifically: \"48MP Dual Fusion camera system\")?**\n\nIf **no**, detail the incorrect specifications regarding the megapixel count or system name.\n", + "\n**Does the \"Front Camera\" section correctly describe the \"18MP Center Stage front camera\" and its new capabilities like \"portrait to landscape rotation\" as described on pages 9-10?**\n\nIf **no**, note if the megapixel count or the specific \"Center Stage\" functionality is missing.\n", + "\n**Does the \"Camera Features\" section accurately mention the \"all-new square sensor\" that enables new zoom and rotate options for selfies (page 10)?**\n\nIf **no**, specify if this technical hardware update is omitted.\n", + "\n**Does the \"Performance\" section correctly identify the processor as the \"A19 chip\" and mention the \"all-day battery life\" claim found on page 5?**\n\nIf **no**, specify if the chip name is wrong (e.g., A18 or A19 Pro) or if the battery claim is missing.\n", + "\n**Does the \"Trade-in\" section accurately cite the credit range mentioned on page 1 (up to \"$180-$650\" toward iPhone 17 when trading in an iPhone 13 or higher)?**\n\nIf **no**, explain the discrepancy in the trade-in values or eligible models.\n", + "\n**Do the slides avoid attributing \"iPhone 17 Pro\" specific features (like the \"A19 Pro chip\" or \"tetraprism design\") to the standard \"iPhone 17\" if they are not in this source text?**\n\nIf **no**, point out where Pro-level features were incorrectly applied to the standard model.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of a \"Titanium frame,\" \"USB-C 4.0 speeds,\" or \"Under-display Touch ID\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the materials? (For example, do the visuals represent the new front camera field of view or the \"Magichromatic\" branding as shown in the PDF?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/Apple_iPhone/iPhone_17/generation_task/statistics.yaml b/advertising/Apple_iPhone/iPhone_17/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..135f51e085e693eebb2a8d40bb8fbb335e2e79b6 --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_17/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/Apple_iPhone/iPhone_17 +category: advertising +input_metrics: + total_input_tokens: 14694 + generation_prompt_tokens: 1814 + materials_total_tokens: 12880 + material_count: 1 + pdf_total_pages: 23 + file_details: + - name: material.pdf + tokens: 12880 + pages: 23 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/advertising/Apple_iPhone/iPhone_17/material.pdf b/advertising/Apple_iPhone/iPhone_17/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0a51d2af1ac1ce8adf8f6aae418899e4408efb3d --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_17/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85810d16ed8a7daa608cae222cd7b3af1e361836b159596b925c75cfe485d68e +size 8674700 diff --git a/advertising/Apple_iPhone/iPhone_17_Pro/generation_task/instructions.md b/advertising/Apple_iPhone/iPhone_17_Pro/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8bac2b14830611c4fd308ac26a3551c800584ae8 --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_17_Pro/generation_task/instructions.md @@ -0,0 +1,85 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (iPhone 17 Pro), tagline (if applicable), and a visually striking image of the product. +2. **Introduction**: Briefly introduce the iPhone 17 Pro with its most notable features (refer to the highlights on pages 2-3 of the advertisement). +3. **Key Features**: Break down the core selling points of the iPhone 17 Pro. + * Highlight the new design elements such as the heat-forged aluminum unibody (page 3), camera features (page 5-7), and the advanced battery life (page 14). + * Mention the advanced iOS 26 features, emphasizing enhancements (page 16). +4. **Camera System**: Emphasize the camera upgrades, including the 48MP camera with 8x optical zoom (page 5-7) and more details. +5. **Design & Performance**: Highlight the new aluminum unibody, Ceramic Shield, and the overall performance improvements (pages 4, 13, 14). +6. **Battery Life & Charging**: Detail the improved battery life (page 14). +7. **iOS 26 Features**: Include an overview of iOS 26 features (pages 15-17). +8. **Conclusion**: Recap the major innovations and why the iPhone 17 Pro stands out from its predecessors. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/Apple_iPhone/iPhone_17_Pro/generation_task/judge_prompt.json b/advertising/Apple_iPhone/iPhone_17_Pro/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e86d59434a3009f4bf73187c937fc28527d69105 --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_17_Pro/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (iPhone 17 Pro), a tagline, and a visually striking image of the product?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that briefly introduces the iPhone 17 Pro and its notable features (referencing highlights from pages 2-3 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the introduction or notable features are missing.\n", + "\n**Does the \"Key Features\" section break down the core selling points, specifically highlighting the heat-forged aluminum design, camera features, advanced battery life, and iOS features?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which key selling points are missing from the summary.\n", + "\n**Is there a dedicated slide or section for the \"Camera System\" that emphasizes the 48MP camera and 8x optical zoom?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the camera specifications.\n", + "\n**Does the \"Design & Performance\" slide(s) highlight the aluminum unibody, Ceramic Shield, and overall performance improvements?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which design or performance elements are missing.\n", + "\n**Is there a specific slide detailing \"Battery Life & Charging\" that discusses the improved battery performance?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the battery life details are lacking.\n", + "\n**Is there a slide providing an overview of \"iOS Features\" (referencing the features found on pages 15-17 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the OS features overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the major innovations and explains why the iPhone 17 Pro stands out?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Key Features -> Camera System -> Design & Performance -> Battery Life & Charging -> iOS Features -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (numbers, specs, stats, etc.)**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately summarize the highlights found on pages 2-3 of the material (specifically the \"heat-forged aluminum unibody\" and the claim of being the \"most powerful iPhone models ever made\")?**\n\nIf **no**, explain what information was missed or inaccurately summarized from pages 2-3.\n", + "\n**Does the \"Key Features\" section correct break down the three core selling points requested: New Design, Camera Features, and Battery Life?**\n\nIf **no**, mention which of the three core pillars was omitted or misrepresented.\n", + "\n**In the \"Camera System\" section, are the specs for the cameras factually accurate according to pages 5-7 (specifically: 48MP rear cameras and 8x optical-quality zoom)?**\n\nIf **no**, detail the incorrect specifications (e.g., wrong megapixel count or zoom level).\n", + "\n**Does the \"Camera System\" section correctly mention the \"tetraprism design\" or the specific focal length details (e.g., 200mm equivalent) as described on page 5?**\n\nIf **no**, note that these technical details from the background material are missing.\n", + "\n**Does the \"Design & Performance\" section correctly identify the chassis material as \"heat-forged aluminum\" (as page 3, 4, 13) rather than titanium or stainless steel?**\n\n*Note: The material mentions \"polished titanium\" for the iPhone Air (page 23), but the prompt requests iPhone 17 Pro details.*\n\nIf **no**, specify the incorrect material cited.\n", + "\n**Does the \"Design & Performance\" section accurately attribute the performance to the \"A19 Pro chip\" and mention the \"vapor chamber\" cooling technology (page 13)?**\n\nIf **no**, specify if the chip name is wrong (e.g., A18, A17) or if the cooling technology is omitted.\n", + "\n**Does the \"Battery Life\" section correctly provide the specific quantitative stats found on page 14 (e.g., \"Up to 33 hours video playback for Pro\" or \"Up to 39 hours for Pro Max\", or \"50% charge in 20 minutes\")?**\n\nIf **no**, explain which quantitative battery data points are missing or incorrect.\n", + "\n**Does the \"Battery Life\" section accurately cite the comparison to the previous generation (specifically \"up to 4 more hours per full charge compared to iPhone 15 Pro Max\" as per page 14)?**\n\nIf **no**, describe the missing or incorrect comparison.\n", + "\n**Does the \"iOS Features\" section correctly describe the specific features listed on pages 16-17 (e.g., \"Liquid Glass,\" \"Call Screening,\" \"Live Translation,\" or \"Visual Intelligence\")?**\n\n*Note: The prompt requests \"iOS 26 features,\" but the background material (page 16) refers to \"iOS 26.\" The checklist checks for the presence of the correct feature descriptions from the text, regardless of the version number used.*\n\nIf **no**, list which key software features from pages 16-17 were omitted.\n", + "\n**Do the slides avoid attributing \"iPhone Air\" specifications (found on page 22-23) to the \"iPhone 17 Pro\"?**\n\nIf **no**, point out where features of the \"Air\" model (like \"thinnest iPhone ever\" or \"single rear camera\") were incorrectly applied to the Pro model.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of a folding screen, 8K video, or features not listed in the PDF)?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the materials? (For example, do the visual representations of the product match the materials?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/Apple_iPhone/iPhone_17_Pro/generation_task/statistics.yaml b/advertising/Apple_iPhone/iPhone_17_Pro/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fc494d7e58c0bf77b97ce81c749a4e2d5dddff6a --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_17_Pro/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/Apple_iPhone/iPhone_17_Pro +category: advertising +input_metrics: + total_input_tokens: 14940 + generation_prompt_tokens: 1500 + materials_total_tokens: 13440 + material_count: 1 + pdf_total_pages: 24 + file_details: + - name: material.pdf + tokens: 13440 + pages: 24 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/Apple_iPhone/iPhone_17_Pro/material.pdf b/advertising/Apple_iPhone/iPhone_17_Pro/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c4949d6788015a77f3be2e059d350a28bb385b7f --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_17_Pro/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3c589c873d612a86e81ceb813d528ef1798c62d479616c3995f24a5752c51ede +size 7877064 diff --git a/advertising/Apple_iPhone/iPhone_Air/generation_task/instructions.md b/advertising/Apple_iPhone/iPhone_Air/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..6d0ea667ea06ff0eaef019995ef196d827b9c43b --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_Air/generation_task/instructions.md @@ -0,0 +1,86 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (iPhone Air), the tagline "The thinnest iPhone ever. With the power of pro inside.", and a visually striking image of the product. Mention the starting price from $999. +2. **Introduction**: Briefly introduce the iPhone Air, emphasizing its revolutionary design as the thinnest and lightest iPhone ever, while maintaining professional-grade power. +3. **Key Features**: Break down the core selling points of the iPhone Air: + * Highlight the ultra-thin, strikingly light, yet shockingly strong construction. + * Mention the A19 Pro chip, delivering "Pro within thin" performance. + * Emphasize the all-day battery life and the immersive pro display. +4. **Camera System**: Detail the 48MP Fusion Main camera system, which offers two advanced cameras in one with super-high resolution by default. Mention its capability for 4K 60 fps Dolby Vision recording. +5. **Front Camera & Center Stage**: Focus on the 18MP Center Stage front camera. Highlight the flexible framing options, smarter group selfies, and the ability to rotate the field of view without moving the device. +6. **Performance & A19 Pro Chip**: Highlight the A19 Pro chip as the engine that enables pro-level performance, advanced photo/video features, and high-end gaming within an ultra-slim profile. +7. **Design & Build**: Overview the premium materials including the titanium frame and Ceramic Shield. Mention the innovative internal design, the Action button, and the Camera Control feature. +8. **iOS 26 & Conclusion**: Recap the major innovations, including the "even more magic" look of iOS 26, and why the iPhone Air represents the perfect harmony of extreme thinness and professional power. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/Apple_iPhone/iPhone_Air/generation_task/judge_prompt.json b/advertising/Apple_iPhone/iPhone_Air/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7f4648ac8812169214158e3d536e1d928e4701fa --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_Air/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (iPhone Air), the tagline \"The thinnest iPhone ever. With the power of pro inside.\", and the starting price ($999 or $41.62/mo.)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the iPhone Air, highlighting its \"Super thin, strikingly light, and shockingly strong\" design (referencing page 2 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the thinness or durability highlights are missing.\n", + "\n**Does the \"Performance\" section highlight the A19 Pro chip and its ability to provide \"all-day battery life\" within such a thin design (referencing page 5)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which performance or battery details are missing.\n", + "\n**Is there a dedicated slide or section for the \"Camera System\" that mentions the 48MP Fusion Main camera and the new 18MP Center Stage front camera?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the camera specifications.\n", + "\n**Does the \"Design & Build\" slide(s) highlight the titanium frame, the innovative internal design, and the Ceramic Shield (referencing page 9)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which hardware or material elements are missing.\n", + "\n**Is there a specific slide detailing \"iOS 26\" that discusses the \"New look\" and \"Even more magic\" mentioned in the software overview (referencing page 6)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the iOS 26 features are lacking.\n", + "\n**Is there a slide providing an overview of \"Controls & Buttons\" specifically mentioning the Camera Control and the Action button?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if these physical interface features are missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the \"Pro within thin\" concept and mentions the trade-in credit options (up to $180–$650)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Performance -> Camera System -> Design & Build -> iOS 26 -> Controls & Buttons -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., A19 Pro chip, 48MP camera, 18MP camera, $999 price, iOS 26)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately summarize the highlights found on page 1 (specifically the description \"The thinnest iPhone ever\" and the starting price of \"$999\")?**\n\nIf **no**, explain what key branding or pricing information was missed or inaccurately summarized.\n", + "\n**Does the \"Key Features\" section correctly identify the core selling points: Super thin and light design, A19 Pro chip, and the new Center Stage front camera?**\n\nIf **no**, mention which of the core pillars was omitted or misrepresented.\n", + "\n**In the \"Design\" section, are the material and build details factually accurate according to page 9 (specifically: \"Titanium frame\" and \"Ceramic Shield\")?**\n\nIf **no**, detail the incorrect specifications (e.g., mentioning stainless steel or aluminum instead of titanium).\n", + "\n**Does the \"Performance\" section correctly identify the processor as the \"A19 Pro chip\" and mention the \"all-day battery life\" claim found on page 5?**\n\nIf **no**, specify if the chip name is wrong or if the battery life claim is missing.\n", + "\n**In the \"Camera System\" section, are the specs factually accurate according to pages 4 and 10 (specifically: \"48MP Fusion Main camera\" and \"18MP Center Stage front camera\")?**\n\nIf **no**, detail the incorrect megapixel counts or camera system names.\n", + "\n**Does the \"Camera System\" section accurately mention the \"4 lenses\" capability in your pocket and \"4K 60 fps Dolby Vision\" video support as described on page 10?**\n\nIf **no**, note that these specific technical camera details are missing.\n", + "\n**Does the \"Controls\" section correctly mention the \"Action button\" and \"Camera Control\" features found on page 9?**\n\nIf **no**, specify which physical control feature was omitted.\n", + "\n**Does the \"Software\" section accurately cite \"iOS 26\" as the operating system and mention its \"New look\" as described on page 6?**\n\nIf **no**, explain the discrepancy in the software version or description.\n", + "\n**Does the \"Trade-in\" section accurately reflect the credit range of \"$180-$650\" toward iPhone Air when trading in an iPhone 13 or higher (page 1)?**\n\nIf **no**, describe the missing or incorrect trade-in information.\n", + "\n**Do the slides avoid attributing specifications from other models (like the standard \"iPhone 17\" or \"iPad Pro\") to the iPhone Air?**\n\nIf **no**, point out where features from other products were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of \"Apple Intelligence,\" \"Under-display Touch ID,\" or \"5x Optical Zoom\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals show the ultra-thin profile and the specific \"Titanium\" color options mentioned in the PDF?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/Apple_iPhone/iPhone_Air/generation_task/statistics.yaml b/advertising/Apple_iPhone/iPhone_Air/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4006a1fdd567c36e6595d04ed4bed091af3ded5f --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_Air/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/Apple_iPhone/iPhone_Air +category: advertising +input_metrics: + total_input_tokens: 15584 + generation_prompt_tokens: 1584 + materials_total_tokens: 14000 + material_count: 1 + pdf_total_pages: 25 + file_details: + - name: material.pdf + tokens: 14000 + pages: 25 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/Apple_iPhone/iPhone_Air/material.pdf b/advertising/Apple_iPhone/iPhone_Air/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..024b05e32b91e2eb4f20e2d32de0c9e09a5167ab --- /dev/null +++ b/advertising/Apple_iPhone/iPhone_Air/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f6af3b7baf91a21be82fbb770f46d7acc25ead4860b41c3950094825614ded32 +size 8039091 diff --git a/advertising/BMW/01/generation_task/instructions.md b/advertising/BMW/01/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..969a6c5422e059e5622926aa24a360b54826b3cb --- /dev/null +++ b/advertising/BMW/01/generation_task/instructions.md @@ -0,0 +1,86 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (BMW 1502), the tagline "BMW - sheer driving pleasure", and a classic image of the vehicle. Mention its position as the entry-level leap into the BMW world. +2. **Introduction**: Briefly introduce the BMW 1502 as a compact yet sophisticated vehicle that offers a harmonious combination of performance, automotive technology, safety, and economy. +3. **Key Features**: Break down the core selling points of the BMW 1502: + * Highlight the timeless, clear, and unfussy bodywork design with long elegant lines. + * Mention the 1.6-liter engine optimized for performance and the ability to run on low-octane regular fuel for economy. + * Emphasize the advanced chassis and suspension system that provides the characteristic BMW driving dynamics. +4. **Design & Exterior**: Focus on the aesthetic elements, including the matt black radiator grille with the kidney-shaped BMW symbol, the rubber protective strips, and the integrated reversing lights. +5. **Engine & Performance**: Detail the 1573 cc engine delivering 75 bhp (DIN). Highlight its efficiency, the specialized combustion chamber design, and its reliability as a result of years of model refinement. +6. **Interior & Comfort**: Describe the ergonomically designed cockpit, featuring anatomically shaped seats, a clear dashboard with non-glare instruments, and high-quality materials like leatherette upholstery and velours floor mats. +7. **Safety Concepts**: Overview the comprehensive safety features, including the rigid passenger cell with energy-absorbing crush zones, 3-point inertia reel seat belts, and the high-performance braking system. +8. **Conclusion**: Recap why the BMW 1502 is "a somewhat smaller large car rather than a larger small car," emphasizing its enduring value, technical excellence, and the joy of BMW ownership. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/BMW/01/generation_task/judge_prompt.json b/advertising/BMW/01/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6874142ecc8ce7c023b9d089bc25bb4de36cb2df --- /dev/null +++ b/advertising/BMW/01/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (BMW 1502), the BMW logo, and a tagline or introductory phrase such as \"The small step up to the 1502 is the great leap forward to BMW\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the BMW 1502 as a \"compact interpretation\" of BMW's concept, emphasizing its combination of performance, sophistication, and safety?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the product positioning or core concepts are missing.\n", + "\n**Does the \"Design & Exterior\" section highlight the long elegant lines, the rubber protective strips at bumper height, and the characteristic matt black radiator grille with kidney-shaped symbol?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which design elements are missing.\n", + "\n**Is there a dedicated slide or section for \"Engine & Performance\" that mentions the 1.6-liter engine (1573 cc) and the output of 75 bhp (DIN) at 5800 rpm?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the engine specifications.\n", + "\n**Does the \"Chassis & Safety\" slide(s) highlight the independent suspension on all four wheels and the dual-circuit braking system with front disc brakes?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which technical or safety features are missing.\n", + "\n**Is there a specific slide detailing \"Interior & Comfort\" that mentions the orthopaedic seating, the instrument panel with anti-dazzle covering, and the 3-point inertia reel seat belts?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the interior comfort details are lacking.\n", + "\n**Is there a slide providing an overview of \"Optional Equipment\" (Extra Equipment) such as the steel sun-roof, metallic paintwork, or Halogen H4 headlights (referencing the back page list)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the optional features overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the \"BMW - sheer driving pleasure\" (Sheer Driving Pleasure) philosophy and the reliability of BMW After Sales Service?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Design & Exterior -> Engine & Performance -> Chassis & Safety -> Interior -> Optional Equipment -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., 1573 cc, 75 bhp, top speed of 155 km/h, 0-100 km/h in 14.3 sec, or wheel dimensions like 165 HR 13)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately reflect the positioning of the BMW 1502 as described on page 2 (specifically the concept of being a \"somewhat smaller large car\" rather than a \"larger small car\")?**\n\nIf **no**, explain what branding or positioning information was missed or inaccurately summarized.\n", + "\n**Does the \"Design\" section correctly identify the visual features mentioned on page 2, such as the \"matt black radiator grille\" and the \"rubber protective strips\" at bumper height?**\n\nIf **no**, mention which specific design element was omitted or misrepresented.\n", + "\n**In the \"Engine & Performance\" section, are the technical specs factually accurate according to page 11 (specifically: 1573 cc displacement, 75 bhp (DIN), and a top speed of 155 km/h)?**\n\nIf **no**, detail the incorrect specifications (e.g., wrong horsepower, displacement, or speed).\n", + "\n**Does the \"Engine\" section correctly mention that the car is designed to run on \"regular grade fuel\" and note the compression ratio of \"8.0:1\" (page 11)?**\n\nIf **no**, specify if the fuel requirement or compression ratio is incorrect.\n", + "\n**In the \"Chassis & Safety\" section, does it accurately describe the suspension system as \"fully independent\" with \"front McPherson struts\" and \"rear semi-trailing arms\" (page 11)?**\n\nIf **no**, note which mechanical component of the chassis was incorrectly described.\n", + "\n**Does the \"Safety\" section correctly mention the \"dual-circuit braking system\" and the presence of \"front disc brakes\" as stated on page 11?**\n\nIf **no**, specify the missing or incorrect braking system details.\n", + "\n**Does the \"Interior\" section correctly list the standard comfort features mentioned on page 11, such as \"Leatherette upholstery,\" \"velours floor mat,\" and \"3-point inertia reel seat belts at the front\"?**\n\nIf **no**, list which interior specification was omitted.\n", + "\n**Does the \"Optional Equipment\" section correctly identify the items listed on page 11 (e.g., \"Halogen H4 headlights,\" \"steel sun-roof,\" or \"rev. counter instead of clock\")?**\n\nIf **no**, specify if an optional feature was incorrectly presented as standard or if key options were missing.\n", + "\n**Does the \"Dimensions\" section accurately provide the stats found on page 11 (specifically: length of 4230 mm, width of 1590 mm, and a turning circle of approx 10.4 m)?**\n\nIf **no**, explain the discrepancy in the physical dimensions.\n", + "\n**Do the slides avoid attributing specifications of more powerful models (like the BMW 2002 or 3 series) to the 1502 model?**\n\nIf **no**, point out where features from higher-performance models were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of \"Air Conditioning,\" \"Automatic Transmission,\" or \"ABS\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals represent the characteristic \"kidney-shaped BMW symbol\" and the specific body silhouette shown in the 1975 brochure?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/BMW/01/generation_task/statistics.yaml b/advertising/BMW/01/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c1cc30ca4e7b690a0d9a0ff95709a76c48a93c16 --- /dev/null +++ b/advertising/BMW/01/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/BMW/01 +category: advertising +input_metrics: + total_input_tokens: 4960 + generation_prompt_tokens: 1600 + materials_total_tokens: 3360 + material_count: 1 + pdf_total_pages: 6 + file_details: + - name: material.pdf + tokens: 3360 + pages: 6 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/BMW/01/material.pdf b/advertising/BMW/01/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ee45bce486097a78b4d56f6c5113ac4c669446ea --- /dev/null +++ b/advertising/BMW/01/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:67ae23287b565f3cd2bf1d3a94e6be828c5ce07184a6a2fa3253ec14ff93edeb +size 4971848 diff --git a/advertising/BMW/02/generation_task/instructions.md b/advertising/BMW/02/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8bb11f22d6b69123f3d52172c523fb5144bb0bec --- /dev/null +++ b/advertising/BMW/02/generation_task/instructions.md @@ -0,0 +1,86 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (2008 BMW 1 Series Coupe), the models (128i and 135i), and the tagline "The Ultimate Driving Machine®". Feature a stunning, high-action image of the vehicle. +2. **Introduction**: Briefly introduce the all-new 1 Series Coupe, emphasizing its design to delight mile after mile and its reflection of advanced automotive design. +3. **Key Features**: Break down the core selling points of the 1 Series Coupe: + * Highlight the powerful engine options, specifically the 3.0-liter inline six-cylinder engines. + * Mention the rear-wheel-drive dynamics that create a "One with the road" driving experience. + * Emphasize the advanced lighting technology, including Xenon Adaptive Headlights with Corona headlight-rings. +4. **Performance & Engineering**: Focus on the 135i's twin-turbocharged engine delivering 300 hp and the 128i’s 230 hp output. Mention the use of lightweight magnesium/aluminum engine blocks for agile handling. +5. **Exterior Design**: Highlight the striking contours, the characteristic BMW "Hofmeister kink," and functional elements like the high-intensity retractable headlight washers and sport-tuned suspension components. +6. **Safety & Technology**: Overview the active and passive safety features, such as Dynamic Stability Control (DSC), high-performance anti-lock braking systems, and the sophisticated airbag system. +7. **Driving Experience**: Describe the driver-centric cockpit designed for command and control. Mention the optional sport seats, M Sport steering wheel, and the seamless integration of technology. +8. **Conclusion**: Recap why the 1 Series Coupe is the definitive compact performance car, combining BMW’s heritage of "The Ultimate Driving Machine" with modern, high-intensity agility. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/BMW/02/generation_task/judge_prompt.json b/advertising/BMW/02/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f18b46b2462dd2e504c7aec61b8aaedae5526927 --- /dev/null +++ b/advertising/BMW/02/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (2008 BMW 1 Series Coupe), the models (128i & 135i), and the tagline \"The Ultimate Driving Machine®\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the 1 Series Coupe as a \"stunning reflection of advanced automotive design\" and emphasizes the connection between the driver and the road?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the design philosophy or driver-centric introduction is missing.\n", + "\n**Does the \"Engine & Performance\" section highlight the differences between the 128i (230-hp 3.0-liter inline six) and the 135i (300-hp twin-turbocharged 3.0-liter inline six)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which engine or horsepower details are missing.\n", + "\n**Is there a dedicated slide or section for \"Lighting Technology\" that mentions the Xenon Adaptive Headlights and the Corona headlight-rings (referencing page 7)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the headlight features.\n", + "\n**Does the \"Interior & Technology\" slide(s) highlight features such as the Start/Stop button, the iDrive system with Navigation, and the BMW Business CD/MP3 player?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which interior or technology elements are missing.\n", + "\n**Is there a specific slide detailing \"Handling & Suspension\" that discusses the near 50/50 weight distribution and the aluminum front suspension components (referencing pages 14-15)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the handling or chassis details are lacking.\n", + "\n**Is there a slide providing an overview of \"Safety Features\" specifically mentioning the advanced airbag system, Dynamic Stability Control (DSC), and the high-performance braking system?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the safety overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the performance heritage of the 1 Series and provides contact information like bmwusa.com and 1-800-334-4BMW?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Engine & Performance -> Lighting -> Interior & Tech -> Handling -> Safety -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., 230-hp, 300-hp, 3.0-liter, 50/50 weight distribution, or specific model numbers 128i/135i)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately identify the two models covered in the 2008 1 Series Coupe lineup (specifically the \"128i\" and the \"135i\")?**\n\nIf **no**, explain which model was omitted or misidentified.\n", + "\n**Does the \"Engine & Performance\" section correctly list the horsepower for both models as stated in the technical data (specifically: 230 hp for the 128i and 300 hp for the 135i)?**\n\nIf **no**, detail the incorrect horsepower figures cited.\n", + "\n**In the \"Engine Technology\" section, does it accurately describe the 135i engine as featuring \"twin-turbocharging\" and \"High Precision Direct Injection\"?**\n\nIf **no**, note if these specific performance technologies were misrepresented or missed.\n", + "\n**Does the \"Exterior Features\" section correctly mention the \"Xenon Adaptive Headlights\" with \"Corona headlight-rings\" and specify that they are standard on the 135i but optional on the 128i?**\n\nIf **no**, specify the error in equipment availability or feature naming.\n", + "\n**Does the \"Transmission\" section accurately identify the \"6-speed manual transmission\" as standard and the \"6-speed STEPTRONIC automatic transmission\" as an available option?**\n\nIf **no**, detail the incorrect transmission specifications.\n", + "\n**In the \"Performance & Handling\" section, does it correctly mention the \"50/50 weight distribution\" and the use of an \"aluminum double-pivot front suspension\"?**\n\nIf **no**, note which chassis or balance detail from the background material is incorrect.\n", + "\n**Does the \"Safety\" section correctly describe the \"Dynamic Stability Control (DSC)\" system, including features like \"Brake Fade Compensation\" and \"Brake Stand-by\"?**\n\nIf **no**, specify which safety sub-feature was omitted.\n", + "\n**Does the \"Interior & Technology\" section correctly mention the \"iDrive system\" with its \"programmable memory buttons\" and the availability of \"BMW Navigation\"?**\n\nIf **no**, list which interior technology feature was inaccurately described.\n", + "\n**Does the \"Audio & Connectivity\" section accurately cite the \"Logic7 Surround Sound system\" and the integration options for \"iPod\" and \"USB\"?**\n\nIf **no**, explain the discrepancy in audio or connectivity details.\n", + "\n**Do the slides avoid attributing performance specs of larger BMW models (like the 3 Series or 5 Series) to the 1 Series Coupe?**\n\nIf **no**, point out where features of unrelated models were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the 2008 source text (e.g., mention of \"Apple CarPlay,\" \"Lane Departure Warning,\" or \"8-speed transmission\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals represent the distinct \"coupe\" silhouette and the specific 1 Series wheel designs shown in the brochure?)**\n\nIf **no**, identify the slide with mismatched visual content.\n" + ] +} diff --git a/advertising/BMW/02/generation_task/statistics.yaml b/advertising/BMW/02/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ab4f310924bdcedf6d914cb4aafd39829a38a61 --- /dev/null +++ b/advertising/BMW/02/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/BMW/02 +category: advertising +input_metrics: + total_input_tokens: 14475 + generation_prompt_tokens: 1595 + materials_total_tokens: 12880 + material_count: 1 + pdf_total_pages: 23 + file_details: + - name: material.pdf + tokens: 12880 + pages: 23 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/BMW/02/material.pdf b/advertising/BMW/02/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9464f42bb8032be850b5ee53fcfa06d543439a82 --- /dev/null +++ b/advertising/BMW/02/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:634304fce7ee5bda173dbf68cae9135791382902a7db51ace1937ac32f692d62 +size 3270036 diff --git a/advertising/BMW/03/generation_task/instructions.md b/advertising/BMW/03/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..4d4eec35a885b3692d675467d440092ade18fe84 --- /dev/null +++ b/advertising/BMW/03/generation_task/instructions.md @@ -0,0 +1,86 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (2008 BMW 3 Series Coupe), the models (328i, 328xi, 335i, 335xi), and the tagline "The Ultimate Driving Machine®". Feature a visually captivating image of the vehicle in motion. +2. **Introduction**: Briefly introduce the 3 Series Coupe as BMW's ultimate "freedom of expression," highlighting its ability to thrill the driver instantly. +3. **Key Features**: Break down the core selling points of the 3 Series Coupe: + * Highlight the high-performance engines, especially the 300-hp twin-turbocharged inline six-cylinder. + * Mention the availability of xDrive all-wheel-drive system for the 328xi and 335xi models. + * Emphasize the perfect balance of BMW tradition and modern, breathtaking design. +4. **Performance & Acceleration**: Focus on the 335i’s impressive 0-60 mph time of 5.3 seconds. Mention the magnesium/aluminum engine block technology that enhances agility and fuel efficiency. +5. **Interior & Cockpit**: Describe the driver-centric cockpit as the "power connection with the road." Highlight the premium materials like Dakota Leather, the ergonomic seat design, and the customized interior color combinations. +6. **Exterior Aesthetics**: Highlight the elegant yet aggressive exterior lines, the signature BMW front grille, and the sophisticated color palette including metallic and non-metallic options. +7. **Safety & Handling**: Overview the advanced chassis technology and safety systems that ensure the car remains stable and responsive under all driving conditions. +8. **Conclusion**: Recap why the 3 Series Coupe is designed to take your breath away even before you drive it, standing as a testament to BMW’s heritage of performance and style. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/BMW/03/generation_task/judge_prompt.json b/advertising/BMW/03/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2fa008445c6c7f5d9a359374f399ade291503863 --- /dev/null +++ b/advertising/BMW/03/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (2008 BMW 3 Series Coupe), the specific models (328i, 328xi, 335i, 335xi), and the tagline \"The Ultimate Driving Machine®\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the 3 Series Coupe's performance, specifically mentioning the 0-60 mph acceleration in 5.3 seconds (referencing page 3 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the acceleration stat or performance introduction is missing.\n", + "\n**Does the \"Engine & Power\" section break down the core engine options, specifically highlighting the 300-hp twin-turbocharged inline six for the 335i models and the 230-hp engine for the 328i models?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which engine specifications or horsepower figures are missing.\n", + "\n**Is there a dedicated slide or section for \"Interior & Customization\" that mentions the upholstery options like Leatherette and Dakota Leather, as well as color choices (e.g., Coral Red, Saddle Brown)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the interior materials or colors.\n", + "\n**Does the \"Technology & Cockpit\" slide(s) highlight the driver-centric cockpit design and the iDrive system with the 8.8-inch control display?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which technology or cockpit elements are missing.\n", + "\n**Is there a specific slide detailing \"All-Wheel Drive (xDrive)\" that explains the capabilities of the 328xi and 335xi models in various road conditions?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the xDrive details are lacking.\n", + "\n**Is there a slide providing an overview of \"Safety & Handling\" (referencing features like Active Steering or Dynamic Stability Control mentioned in the brochure)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the safety or handling overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the BMW tradition and provides contact information like bmwusa.com or 1-800-334-4BMW?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Engine & Power -> Interior -> Technology -> xDrive -> Safety -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., 5.3 seconds, 300-hp, 230-hp, 8.8-inch display, 328i/335i model numbers)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately identify the four models available in the 2008 3 Series Coupe lineup (specifically the 328i, 328xi, 335i, and 335xi)?**\n\nIf **no**, explain which specific model was omitted or misidentified.\n", + "\n**Does the \"Performance\" section correctly state the 0-60 mph acceleration time for the 335i model as \"5.3 seconds\" (as mentioned on page 3)?**\n\nIf **no**, detail the incorrect acceleration stat provided in the slides.\n", + "\n**In the \"Engine & Power\" section, are the horsepower ratings factually accurate for both engine variants (specifically: 230 hp for the 3.0-liter inline six-cylinder and 300 hp for the twin-turbocharged version)?**\n\nIf **no**, specify the incorrect horsepower or engine displacement cited.\n", + "\n**Does the \"All-Wheel Drive\" section correctly describe the \"xDrive\" system as BMW's \"intelligent all-wheel-drive system\" available for the 328xi and 335xi models?**\n\nIf **no**, note if the system name or its availability on specific models is misrepresented.\n", + "\n**Does the \"Design & Exterior\" section accurately list the non-metallic color options found on page 8 (specifically: Alpine White, Crimson Red, and Jet Black)?**\n\nIf **no**, identify any incorrect colors or if metallic paints were mislabeled as non-metallic.\n", + "\n**In the \"Interior & Upholstery\" section, does it correctly distinguish between the \"Leatherette\" (standard) and \"Dakota Leather\" (optional) materials as listed on page 8?**\n\nIf **no**, specify where the upholstery materials were confused or mislabeled.\n", + "\n**Does the \"Interior\" section correctly identify the available interior trim options (e.g., Dark Burl Walnut wood, Light Poplar wood, or Brushed Aluminum)?**\n\nIf **no**, list which specific trim material was omitted or incorrectly described.\n", + "\n**Does the \"Safety & Handling\" section correctly mention the \"Near 50/50 weight distribution\" and the \"Double-pivot front suspension\" as core handling features?**\n\nIf **no**, note the discrepancy in chassis or balance specifications.\n", + "\n**Does the \"Technology\" section accurately mention the \"iDrive system\" and the availability of the \"Logic7 Surround Sound system\" with 13 speakers?**\n\nIf **no**, specify which technology or audio feature was inaccurately presented.\n", + "\n**Do the slides avoid attributing performance specs from the M3 or the 1 Series (found in separate materials) to this 3 Series Coupe lineup?**\n\nIf **no**, point out where features of unrelated models were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the 2008 source text (e.g., mention of \"LED Headlights,\" \"Active Cruise Control with Stop & Go,\" or \"8-speed automatic transmission\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals represent the specific 3 Series Coupe body style and the dashboard layout as shown in the 2008 brochure?)**\n\nIf **no**, identify the slide with mismatched visual content.\n" + ] +} diff --git a/advertising/BMW/03/generation_task/statistics.yaml b/advertising/BMW/03/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..74d3b5989f32f0fe18c1e28da2d0598066a101b8 --- /dev/null +++ b/advertising/BMW/03/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/BMW/03 +category: advertising +input_metrics: + total_input_tokens: 16147 + generation_prompt_tokens: 1587 + materials_total_tokens: 14560 + material_count: 1 + pdf_total_pages: 26 + file_details: + - name: material.pdf + tokens: 14560 + pages: 26 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/BMW/03/material.pdf b/advertising/BMW/03/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ecc4b46195a47058b38bc98cc23a7b978267ef61 --- /dev/null +++ b/advertising/BMW/03/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b2fc31fa313c172d937b56a9b7aa2d3b07bc58e160165df36e0f89a9702bedc7 +size 3620179 diff --git a/advertising/BMW/04/generation_task/instructions.md b/advertising/BMW/04/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8dc7cce055dc56196f9efbf3d545e42b58366b5c --- /dev/null +++ b/advertising/BMW/04/generation_task/instructions.md @@ -0,0 +1,86 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (2012 BMW 3 Series Coupe), the tagline "THE ELUSIVE BENCHMARK. The Ultimate Driving Machine®", and a visually striking image of the vehicle. Mention the models (328i, 328i xDrive, 335i, 335i xDrive, 335is). +2. **Introduction**: Briefly introduce the 2012 BMW 3 Series Coupe, highlighting its reputation for "striving for perfection" and its position on Car and Driver's "10Best Cars" list for 20 years running. +3. **Key Features**: Break down the core selling points of the 3 Series Coupe: + * Highlight the **BMW EfficientDynamics** philosophy: delivering more driving pleasure with fewer emissions. + * Mention the choice of two advanced, fast-response TwinPower Turbo engines. + * Emphasize the addition of the 7-speed Double Clutch Transmission for lightning-fast gear changes without power interruption. +4. **Performance & Engineering**: Focus on the engine performance that delivers "push-you-back-in-the-seat thrills." Detail the 6-speed manual and STEPTRONIC automatic transmission options. +5. **Design & Exterior**: Highlight the essence of athletic performance found in the bold exterior styling. Mention the advanced design perfected in Virtual Reality and finalized by human hand. +6. **Interior & Comfort**: Describe the interior as tactile, spacious, and comfortable. Highlight the driver-centric cockpit that reflects BMW's commitment to ergonomics and premium materials. +7. **Innovations & Technology**: Overview the "Experience tomorrow, today" theme, focusing on advanced automotive technologies and the evolution of the 3 Series as a benchmark in its class. +8. **Conclusion**: Recap why the BMW 3 Series Coupe remains "The Ultimate Driving Machine," emphasizing its athletic essence, technological enhancements, and the pure joy of driving. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/BMW/04/generation_task/judge_prompt.json b/advertising/BMW/04/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..5c4afe60bf6ca366001a7af0b49a37aca1a72b72 --- /dev/null +++ b/advertising/BMW/04/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (2012 BMW 3 Series Coupe), the models (328i, 328i xDrive, 335i, 335i xDrive, 335is), and the tagline \"The Ultimate Driving Machine®\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the 3 Series Coupe as \"The Elusive Benchmark\" and mentions its 20-year streak on Car and Driver's \"10Best\" list (referencing pages 1-2)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the \"benchmark\" status or awards history is missing.\n", + "\n**Does the \"Engine & Transmission\" section highlight the TwinPower Turbo engines and the available 7-speed Double Clutch Transmission (DCT) for the 335is?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which engine or transmission details are missing.\n", + "\n**Is there a dedicated slide or section for \"335is High Performance\" that mentions its unique 320-hp engine, overboost function (up to 370 lb-ft torque), and sport exhaust system?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the 335is specific performance specs.\n", + "\n**Does the \"BMW EfficientDynamics\" slide(s) explain the philosophy of providing greater power with increased efficiency and fewer emissions (referencing page 1)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which EfficientDynamics elements are missing.\n", + "\n**Is there a specific slide detailing \"BMW ConnectedDrive\" technology, including features like Concierge Services, Real Time Traffic Information, and BMW Apps (referencing pages 26-27)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the connectivity technology details are lacking.\n", + "\n**Is there a slide providing an overview of \"Handling & xDrive\" that discusses the near 50/50 weight distribution and the intelligent all-wheel-drive system (referencing pages 28-29)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the handling or xDrive overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the performance heritage and provides the website address (bmwusa.com)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Engine & Transmission -> 335is Performance -> EfficientDynamics -> ConnectedDrive -> Handling -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., 230-hp, 300-hp, 320-hp, 370 lb-ft torque, 20-year award record, or 7-speed DCT)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately identify the full 2012 3 Series Coupe lineup, including the high-performance \"335is\" model and the \"xDrive\" variants (328i, 328i xDrive, 335i, 335i xDrive, and 335is)?**\n\nIf **no**, explain which specific model or drivetrain variant was omitted or misidentified.\n", + "\n**Does the \"Performance\" section correctly mention that the 3 Series Coupe has been selected to Car and Driver's \"10Best Cars\" list for a record \"20 years running\" as stated on page 2?**\n\nIf **no**, note the discrepancy in the award history or duration.\n", + "\n**In the \"Engine & Transmission\" section, are the transmission options factually accurate according to page 2 (specifically: 6-speed manual, 6-speed STEPTRONIC automatic, and the 7-speed Double Clutch Transmission)?**\n\nIf **no**, detail the incorrect transmission specifications (e.g., missing the 7-speed DCT).\n", + "\n**Does the \"Engine Technology\" section accurately describe the engines as \"TwinPower Turbo\" and mention the \"BMW EfficientDynamics\" philosophy of providing more power with fewer emissions (pages 1-2)?**\n\nIf **no**, specify if the engine technology name or the efficiency branding is incorrect.\n", + "\n**Does the \"335is Model\" section (if applicable) correctly highlight its unique performance positioning between the 335i and the M3 as suggested by the lineup on page 1?**\n\nIf **no**, note if the specific hierarchy of the 335is model is misrepresented.\n", + "\n**In the \"Interior & Craftsmanship\" section, does it correctly reflect the \"tactile, spacious and comfortable\" description and the use of \"human hand\" finalization in the design process (page 3)?**\n\nIf **no**, specify which aspect of the interior design philosophy was missed.\n", + "\n**Does the \"Technology\" section accurately mention the \"Virtual Reality\" design process used for the advanced components as described on page 3?**\n\nIf **no**, note the omission of this specific development detail.\n", + "\n**Does the \"Exterior\" section correctly attribute the \"bold styling\" and \"athletic performance\" essence to the vehicle's design as stated on pages 2-3?**\n\nIf **no**, specify if the design characterization contradicts the source text.\n", + "\n**Do the slides avoid attributing specifications of the newer F30 generation 3 Series sedan (released around the same time) to this E92 generation Coupe?**\n\nIf **no**, point out where features from the newer sedan model were incorrectly applied to the Coupe.\n", + "\n**Does the slide deck avoid fabricating features not present in the 2012 source text (e.g., mention of \"Full LED adaptive headlights,\" \"iDrive Touch Controller,\" or \"8-speed automatic transmission\" for the 335i)?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals represent the specific 2012 LCI (Life Cycle Impulse) updates to the 3 Series Coupe as shown in the brochure?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/BMW/04/generation_task/statistics.yaml b/advertising/BMW/04/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a50539966a2b257d1758a4cc3a5bd9b35f3ba442 --- /dev/null +++ b/advertising/BMW/04/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/BMW/04 +category: advertising +input_metrics: + total_input_tokens: 19528 + generation_prompt_tokens: 1608 + materials_total_tokens: 17920 + material_count: 1 + pdf_total_pages: 32 + file_details: + - name: material.pdf + tokens: 17920 + pages: 32 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/advertising/BMW/04/material.pdf b/advertising/BMW/04/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9f076b52433717e139943d517e6d00590bb4da55 --- /dev/null +++ b/advertising/BMW/04/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:edfe7db85e5014a3e1315381725c5889894c3226523dedb4ce66092f2b126fe9 +size 9085836 diff --git a/advertising/BMW/05/generation_task/instructions.md b/advertising/BMW/05/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8346cc0a26acd8f9016332e99b2c308ee8c8c960 --- /dev/null +++ b/advertising/BMW/05/generation_task/instructions.md @@ -0,0 +1,89 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (BMW 2011 Full Line), the tagline "JOY IS BMW. The Ultimate Driving Machine®", and a visually striking image featuring the BMW Z4 or the full vehicle lineup. +2. **Introduction**: Briefly introduce the 2011 BMW collection, emphasizing the core philosophy of "Joy" and the commitment to creating personal, cherished driving emotions. +3. **Key Features**: Break down the core selling points of the 2011 BMW lineup: + * Highlight the **BMW EfficientDynamics** philosophy, delivering thrilling performance with greater efficiency and decreased emissions. + * Mention the **BMW Ultimate Service**, including no-cost maintenance for four years or 50,000 miles. + * Emphasize that BMW maintains the most fuel-efficient luxury fleet in the automotive industry. +4. **Model Lineup Overview**: Provide a brief summary of the diverse Series available: + * **1 Series & 3 Series**: Focus on agility and the classic "Ultimate Driving Machine" experience. + * **5 Series & 7 Series**: Highlight the fusion of luxury, advanced technology, and executive performance. + * **Z4 Roadster**: Emphasize the open-air driving pleasure and iconic design. +5. **SAV & SAC Models**: Detail the X-family, including the X3, X5, and X6. Highlight the concept of "Sports Activity Vehicles" and "Sports Activity Coupes" that combine versatility with BMW performance. +6. **M Family High Performance**: Feature the BMW M models (M3, X5 M, X6 M) as the pinnacle of engineering, designed for those who demand track-inspired power and handling. +7. **Technology & Innovation**: Overview advanced features such as the Head-Up Display, Active Cruise Control, and the intuitive iDrive system that enhances the connection between driver and vehicle. +8. **Conclusion**: Recap the spirit of "Joy" that lives at the heart of every 2011 BMW model and why choosing a BMW is an investment in unparalleled driving pleasure and sustainable efficiency. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/BMW/05/generation_task/judge_prompt.json b/advertising/BMW/05/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..dad5549190d35c23736e34df70290d0188e34523 --- /dev/null +++ b/advertising/BMW/05/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the title \"BMW 2011\", the tagline \"The Ultimate Driving Machine®\", and the website \"bmwusa.com\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the \"Joy is BMW\" philosophy and mentions the \"BMW EfficientDynamics\" concept (referencing pages 1-2 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the \"Joy\" theme or EfficientDynamics introduction is missing.\n", + "\n**Does the \"Product Range\" section provide an overview of the various Series available for 2011, such as the 1 Series, 3 Series, 5 Series, 7 Series, and the X models?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which major series or model categories are missing from the overview.\n", + "\n**Is there a dedicated slide or section for \"BMW Ultimate Service™\" that mentions the no-cost maintenance for 4 years or 50,000 miles?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the service and maintenance program.\n", + "\n**Does the \"EfficientDynamics\" slide(s) highlight the goal of achieving \"the most fuel-efficient luxury fleet in the automotive industry\" (referencing page 2)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which efficiency or sustainability claims are missing.\n", + "\n**Is there a specific slide detailing \"Advanced Technology\" that mentions features like ActiveHybrid technology or the diesel power options (e.g., 335d or X5 xDrive35d)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the hybrid or diesel technology details are lacking.\n", + "\n**Is there a slide providing an overview of the \"M Models\" or \"Z4 Roadster\" as part of the performance and specialty vehicle lineup?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the M-series or Roadster overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the BMW ownership experience and provides contact information like 1-800-334-4BMW?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Product Range -> Ultimate Service -> EfficientDynamics -> Advanced Tech -> Performance Models -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., 2011 model year, 4 years/50,000 miles maintenance, specific series numbers like 1, 3, 5, 7, or X5/X6)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately convey BMW's \"EfficientDynamics\" philosophy as described on page 2 (specifically the goal of providing \"greater performance\" with \"greater efficiency and decreased emissions\")?**\n\nIf **no**, explain what key part of the branding or efficiency philosophy was missed.\n", + "\n**Does the \"Ownership Experience\" section correctly reflect the \"BMW Ultimate Service\" details found on page 2 (specifically \"no-cost BMW Maintenance for four years or 50,000 miles\")?**\n\nIf **no**, mention if the duration or mileage of the maintenance plan is incorrect.\n", + "\n**In the \"Model Range\" section, does it correctly identify that \"virtually every Series\" has been updated for 2011 as stated in the introductory text (page 2)?**\n\nIf **no**, note if the slide incorrectly claims only a few models were updated.\n", + "\n**Does the \"1 Series\" section accurately list the available body styles (Coupe and Convertible) and mention the performance of the 135i with its 300-hp TwinPower Turbo engine?**\n\nIf **no**, detail the incorrect model or performance specifications for the 1 Series.\n", + "\n**Does the \"3 Series\" section correctly distinguish between the Sedan, Coupe, Convertible, and Sports Wagon models available for the 2011 model year?**\n\nIf **no**, specify which body style was omitted or misidentified.\n", + "\n**Does the \"5 Series\" section accurately mention the \"all-new\" status for the 2011 Sedan and correctly identify the 528i, 535i, and 550i variants?**\n\nIf **no**, specify if the \"all-new\" designation or the specific model numbers are missing.\n", + "\n**In the \"Z4\" section, does it correctly identify the vehicle as a \"Roadster\" and mention its \"retractable hardtop\" feature?**\n\nIf **no**, specify the incorrect vehicle type or roof description.\n", + "\n**Does the \"SAV/SAC\" section correctly list the models in the X-line, including the X3, X5, and X6, and their respective \"xDrive\" all-wheel-drive branding?**\n\nIf **no**, list which X-series model or drivetrain technology was misrepresented.\n", + "\n**Does the \"Advanced Technology\" section accurately mention \"ActiveHybrid\" models (such as the ActiveHybrid 7 or ActiveHybrid X6) if listed in the 2011 full-line summary?**\n\nIf **no**, note if these specific hybrid models were omitted.\n", + "\n**Do the slides avoid attributing performance specs of later model years (e.g., 2020+) or non-US specifications to this 2011 US-specific product lineup?**\n\nIf **no**, point out where chronologically or regionally incorrect features were applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the 2011 source text (e.g., \"BMW Laserlight,\" \"Gesture Control,\" or \"Curved Display\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals represent the specific 2011 design language, such as the E90/E92 3 Series or the F10 5 Series as depicted in the brochure?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/BMW/05/generation_task/statistics.yaml b/advertising/BMW/05/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bbabd4139a31508b321822a38005d5a61bd18eda --- /dev/null +++ b/advertising/BMW/05/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/BMW/05 +category: advertising +input_metrics: + total_input_tokens: 19005 + generation_prompt_tokens: 1645 + materials_total_tokens: 17360 + material_count: 1 + pdf_total_pages: 31 + file_details: + - name: material.pdf + tokens: 17360 + pages: 31 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/BMW/05/material.pdf b/advertising/BMW/05/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..13cd70593ef13d556c59788340154e64324de2dc --- /dev/null +++ b/advertising/BMW/05/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1a421f37f324530bef71b3410a0d4362003956493576559f257681c70f5c67c8 +size 5307450 diff --git a/advertising/common_judge_prompt.json b/advertising/common_judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..df282c0770ea05719b97372c72e11ccf4f901856 --- /dev/null +++ b/advertising/common_judge_prompt.json @@ -0,0 +1,63 @@ +{ + "material_independent_prefix": "You are an expert in evaluating advertisement slides.\n\nAn AI agent is tasked with creating a complete, comprehensive, and logically-structured slide deck suitable for an advertisement.\n\nYour task is to **evaluate the slides generated by that AI agent based on the requirement provided below**. The AI-generated slides are provided to you. \n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_independent_checklist_1": [ + { + "__type__": "partial", + "func": "utils.count_pages.check_slide_count", + "args": [], + "keywords": { + "min_count": 11, + "max_count": 15 + } + }, + "\n**Clarity of Key Points**\n\n* Does the slide deck maintain a clear and focused central theme throughout?\n \n If **no**, explain where the clarity is lacking.\n", + "\n**Logical Flow**\n\n* Does the slide deck follow a logical progression from one point to the next?\n\n If **no**, identify specific slides that break the flow.\n", + "\n**Relevance of Information**\n\n* Does each slide contain only the most relevant information, and are the slide titles well aligned with the slide content?\n\n If **no**, identify slides that contain extraneous or irrelevant details, or whose titles do not accurately reflect their content.\n", + "\n**Avoidance of Placeholder Slides**\n\n* Are there no slides with just an introductory sentence and no real content (e.g., \"Introduction to Research\")?\n\n If **no**, mention which slide(s) are too generic or contain placeholders.\n", + "\n**Slide Titles**\n\n* Are the titles clear and do they accurately reflect the content of each slide?\n\n If **no**, list any titles that are unclear or misleading.\n", + "\n**Conciseness**\n\n* Are the slides concise, with minimal unnecessary wording?\n\n If **no**, identify slides that are overly verbose.\n", + "\n**Suitability for Advertisement Presentation**\n\n* Is the slide deck suitable for an advertisement presentation?\n\n If **no**, explain why the slide deck is not suitable for an advertisement presentation (e.g., inappropriate language style and visual style, unclear structure, lack of emphasis on key points, or poor alignment with the target audience).\n", + "\n**Slide-Only Content Compliance**\n\n* Does the slide deck avoid including non-slide content such as scripts, narration, design rationales, or prompts?\n\n If **no**, specify which slides contain non-slide content and describe the content included.\n", + "\n**Harmful or Biased Content**\n\n* Is the presentation free of harmful or biased content (e.g., images or text involving violence, sexual content, discrimination, illegal material, or anything that may cause psychological discomfort)?\n\n If **no**, specify which slides contain harmful or biased content.\n", + "\n**Spelling Accuracy**\n\n* Are all words spelled correctly?\n\n Note: Only evaluate spelling accuracy of words. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., existence of characters, garbling), and do not evaluate grammatical correctness.\n\n If **no**, specify any misspelled words and their location.\n", + "\n**Grammatical Accuracy**\n\n* Are all sentences grammatically correct?\n\n Note: Only evaluate grammatical correctness. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., nonexistent, garbled, or missing characters), and do not evaluate spelling accuracy.\n\n If **no**, specify the slide number and the exact location where the grammar is incorrect.\n", + "\n**Language Consistency**\n\n* Does the entire slide deck consistently use a single language (e.g., all English or all Chinese) without unintended mixing across slides or within individual slides?\n\n Note: Occasional use of standard technical terms (e.g., method names, dataset names, or commonly accepted English acronyms) is acceptable, as long as the primary presentation language remains consistent.\n\n If **no**, specify which slides contain mixed or inconsistent language usage (e.g., English titles with Chinese body text, untranslated labels, or mixed-language bullet points).\n" + ], + "material_independent_checklist_2": [ + "\n**Consistency in Design**\n\n* Is the design consistent across all slides (e.g., font, colors, layout)?\n\n If **no**, specify which slides deviate from the standard design.\n", + "\n**Balance of Text and Visuals**\n\n* Is there a good balance between text and visuals, avoiding overly text-heavy slides?\n\n If **no**, indicate which slides are text-heavy or overly reliant on images.\n", + "\n**Decorative Visual Elements**\n\n* Are the decorative visual elements (images, icons, etc.) used in moderation, avoiding an overly busy or cluttered slide design?\n\n If **no**, specify which slide contains too many decorative elements, making it look overly busy or cluttered.\n", + "\n**Relevance of Visual Elements**\n\n* Are the visual elements (images, icons, etc.) on each slide directly related to the content, contributing meaningfully to the slide's message?\n\n If **no**, specify which slide includes visual elements (images, icons) that are not closely related to the content of the slide.\n", + "\n**Layout Reasonableness**\n\n* Is the layout reasonable? For example, blank slides, slides that contain only a title without any content, or slides with large areas of empty space (without text or images) are generally inappropriate unless there is a clear justification, such as reserving space for content revealed through animations.\n\n If **no**, specify which slide has an unreasonable layout and explain why.\n", + "\n**Text and Content Overlap**\n\n* Is all text fully visible and unobstructed, with no overlap with other text or visual elements (images, charts, icons, shapes) that renders the text unreadable or completely obscures it?\n\n Note: Text with a transparent background image or other visual elements that do not significantly impair readability is not considered a violation. As long as the text remains legible and readable despite the visual elements, this condition is deemed acceptable.\n\n If **no**, specify the slide number(s) and indicate which text elements are overlapped or occluded.\n", + "\n**Visual Element Overlap**\n\n* Are images, charts, diagrams, and decorative visual elements arranged without overlapping or blocking each other in a way that causes visual clutter or hides important information?\n\n Note: If a foreground element overlaps a background element, and the background is primarily decorative and does not affect readability, this is considered acceptable. However, if foreground elements overlap each other, causing confusion or visual obstruction, this is considered a violation.\n \n If **no**, specify which slide(s) contain overlapping visual elements and describe the issue.\n", + "\n**Image Quality**\n\n* Are all images, diagrams, and graphs high-quality and legible?\n\n If **no**, mention specific slides with low-quality visuals.\n", + "\n**Appropriate Visuals**\n\n* Does the slide deck contain appropriate visuals (graphs, tables, diagrams) where necessary?\n\n If **no**, specify which slides lack proper visuals.\n", + "\n**Visual Appeal**\n\n* Are the slides visually appealing and easy to follow?\n\n If **no**, mention any slides with excessive text, crowded visuals, or poor design choices.\n", + "\n**Bullet Point Limitation**\n\n* Are no slides overcrowded with more than 6 bullet points (i.e., readable content)?\n\n If **no**, mention which slide(s) contain excessive information.\n", + "\n**Font Size and Legibility**\n\n* Are the fonts large enough to be easily readable from a distance?\n\n If **no**, specify any slides where text is too small.\n", + "\n**Consistency of Graphical Information Representation**\n\n* Are all graphs, diagrams, flowcharts, charts, and tables presented consistently in terms of style and formatting?\n\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify any inconsistencies in graphical information representation. \n", + "\n**Logical Consistency of Graphical Information**\n\n* Are the visuals themselves logically consistent, such that the height of each bar in bar charts or line charts is proportional to the corresponding numerical value, and the angle of each sector in pie charts is proportional to its numerical value? \n\n Note: For this criterion, you should assess only the internal logical consistency of the visuals themselves, not whether the data shown matches the values reported in the original material. If the slide deck does not contain graphs, diagrams, flowcharts, charts, and tables, your answer should be \"no\".\n\n If **no**, specify which visual elements (e.g. which bar chart / pie chart in which slide) in the charts do not follow the correct proportional relationship. \n", + "\n**Clarity of Graphical Information**\n\n* Are all charts and figures clearly annotated (i.e., understandable to the audience)?\n\n For static charts, such as bar charts, line charts, pie charts, and tables, you should check if the axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary.\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify which charts (e.g., bar chart in Slide 4, line plot in Slide 7) lack necessary annotation elements (axis labels, units, legends, captions, etc.).\n", + "\n**Clarity of Text**\n\n* Is all generated text clear, with no missing or incorrect characters or words?\n\n Note: Only consider whether the characters/letters themselves are valid and correctly rendered (e.g., no nonexistent or garbled characters). Do not consider spelling accuracy or grammatical correctness.\n\n If **no**, specify the slide number and the exact location where the text is unclear or contains erroneous characters.\n", + "\n**Typographical Accuracy**\n\n* Are all words, labels, axis titles, annotations, and text elements free of typographical errors?\n\n The slide deck should ensure consistent font, font size and line spacing within the same block of text. All text must use correct and consistent capitalization styles throughout the slides.\n \n Note: Only evaluate typographical and formatting aspects. Do not consider character validity or rendering (e.g., nonexistent or garbled characters), spelling accuracy, or grammatical correctness.\n\n If **no**, list specific slides and the errors found.\n" + ], + "material_dependent_prefix": "You are an expert in evaluating advertisement slides.\n\nAn AI agent is tasked with creating a complete, comprehensive, and logically-structured slide deck suitable for an advertisement.\n\nYour task is to **evaluate the slides generated by that AI agent based on the requirement provided below**. The AI-generated slides are provided to you as File 1, and the material that the AI agent relied on is provided to you in the subsequent files.\n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_dependent_checklist_3": [ + "\n Is all content on Slide 1 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 2 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 3 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 4 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 5 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 6 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 7 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 8 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 9 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 10 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 11 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 12 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 13 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 14 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 15 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n" + ] +} diff --git a/advertising/judge_weights.yaml b/advertising/judge_weights.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6068cc7e57121c016a3cb41b8b5b150bd45f643 --- /dev/null +++ b/advertising/judge_weights.yaml @@ -0,0 +1,9 @@ +# total: 100.0 +material_independent: + "1": 20.0 + "2": 20.0 +material_dependent: + "1": 20.0 + "2": 20.0 + "3": 20.0 + diff --git a/advertising/lenovo/ThinkBook_16_G7_ARP/generation_task/instructions.md b/advertising/lenovo/ThinkBook_16_G7_ARP/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..b0e234e81d5e4f667deae00a9f0685c2f9140458 --- /dev/null +++ b/advertising/lenovo/ThinkBook_16_G7_ARP/generation_task/instructions.md @@ -0,0 +1,86 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (ThinkBook 16 Gen 7 - 16" AMD), the tagline "Power, Performance, & Possibility Redefined", and a professional image of the laptop. Mention the starting price from $899.00. +2. **Introduction**: Briefly introduce the ThinkBook 16 Gen 7 as a powerful SMB laptop designed to enhance productivity with its ergonomic design and multitasking capabilities. +3. **Key Features**: Break down the core selling points of the laptop: + * Highlight the performance powered by AMD Ryzen 7000 Series processors. + * Mention the expansive 16-inch display with a 16:10 aspect ratio for increased vertical workspace. + * Emphasize the superfast DDR5 memory and dual-slot storage for seamless multitasking. +4. **Performance & Cooling**: Focus on the AMD Ryzen 7 7735HS processor and advanced thermal design that keeps the system running cool and quiet even during demanding tasks like data analysis or video editing. +5. **Display & Visuals**: Detail the 16-inch display options, highlighting the Low Blue Light certifications to reduce eye strain and the anti-glare technology for comfortable long-term use. +6. **Collaboration & Audio**: Highlight the features for seamless video conferencing, including the FHD infrared camera with a privacy shutter, noise-canceling audio, and Dolby Atmos speakers. +7. **Security & Reliability**: Overview the business-grade security features such as the Match-on-Chip fingerprint reader integrated into the power button and the self-healing BIOS. Mention the MIL-STD 810H durability standards. +8. **Conclusion**: Recap the major benefits—from the ergonomic keyboard with a numeric pad to the versatile connectivity—and why this ThinkBook is the ideal choice for modern business professionals. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/lenovo/ThinkBook_16_G7_ARP/generation_task/judge_prompt.json b/advertising/lenovo/ThinkBook_16_G7_ARP/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6d4a8df7baabe36700d469c573d4c35180855d88 --- /dev/null +++ b/advertising/lenovo/ThinkBook_16_G7_ARP/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (ThinkBook 16 Gen 7), the starting price ($899.00), and key highlights like the 16\" display and ergonomic keyboard?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the ThinkBook 16 Gen 7 as a powerful SMB laptop featuring AMD Ryzen™ 7000 Series processors (referencing page 1 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the processor or SMB laptop positioning is missing.\n", + "\n**Does the \"Performance & Multitasking\" section highlight the AMD Ryzen™ 7 7735HS processor, up to 64GB DDR5 memory, and the advanced thermal design?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which performance specs are missing.\n", + "\n**Is there a dedicated slide or section for \"Security & Privacy\" that mentions features like the Match-on-Chip fingerprint reader and the webcam privacy shutter?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding security features.\n", + "\n**Does the \"Display & Visuals\" slide(s) describe the 16-inch display with its 16:10 aspect ratio and TÜV Rheinland Low Blue Light certifications?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which display specifications are missing.\n", + "\n**Is there a specific slide detailing \"Collaboration & Audio\" that mentions the noise-cancelling audio and the high-definition visuals for video calls (referencing page 1)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the collaboration features are lacking.\n", + "\n**Is there a slide providing an overview of \"Durability & Ports\" mentioning the MIL-STD 810H toughness and the variety of ports including USB-C and HDMI?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the durability or port overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps the product's suitability for data analysis, financial modeling, and video editing?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Performance -> Security -> Display -> Collaboration -> Durability & Ports -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., Ryzen 7 7735HS, 64GB DDR5, 16-inch display, $899.00 price, MIL-STD 810H)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately reflect the starting price and the core value proposition found on page 1 (specifically \"Starting at $899.00\" and the description as a \"Huge 16-inch SMB laptop\")?**\n\nIf **no**, explain what pricing or positioning information was missed or inaccurately summarized.\n", + "\n**Does the \"Key Features\" section correctly list the primary selling points: ergonomic keyboard with numeric pad, advanced thermal design, and suitability for data analysis/financial modeling (page 1)?**\n\nIf **no**, mention which of the core features or use cases was omitted or misrepresented.\n", + "\n**In the \"Performance & Processor\" section, are the specs factually accurate according to page 9 (specifically: \"Up to AMD Ryzen™ 7 7735HS\" with \"8 cores/16 threads\")?**\n\nIf **no**, detail the incorrect specifications (e.g., wrong chip series or core count).\n", + "\n**Does the \"Memory & Storage\" section correctly mention the capacity limits found on page 9 (specifically: \"Up to 64GB DDR5\" and \"5600MHz\" speed)?**\n\nIf **no**, specify if the memory type, capacity, or speed is incorrect.\n", + "\n**Does the \"Display\" section correctly identify the screen size and aspect ratio mentioned on page 8 (specifically: \"16-inch\" and \"16:10 aspect ratio\")?**\n\nIf **no**, note the discrepancy in the display dimensions or ratio.\n", + "\n**In the \"Security & Audio\" section, does it accurately list features like the \"FHD infrared (IR) camera,\" \"webcam privacy shutter,\" and \"noise-cancelling audio\" (pages 1 and 8)?**\n\nIf **no**, specify which security or communication feature was omitted.\n", + "\n**Does the \"Connectivity\" section correctly list the ports as described on page 7 (specifically: \"USB-C 3.2 Gen 2,\" \"HDMI 2.1,\" and the \"4-in-1 card reader\")?**\n\nIf **no**, list which port or connectivity detail was omitted or incorrectly named.\n", + "\n**Does the \"Reliability\" section accurately cite the \"MIL-STD 810H\" testing standards and the \"spill-resistant\" keyboard mentioned on page 8?**\n\nIf **no**, explain the discrepancy in durability standards or protection features.\n", + "\n**Does the \"Services\" section correctly describe \"Lenovo Premier Support Plus\" and \"Accidental Damage Protection\" as outlined on page 10?**\n\nIf **no**, note if the specific service names or coverage details (like unscripted solutions) are missing.\n", + "\n**Do the slides avoid attributing specifications of other laptop lines (如 ThinkPad X1 Carbon 或 MacBook Pro) to this ThinkBook model?**\n\nIf **no**, point out where features from different product series were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of an \"OLED screen,\" \"dedicated NVIDIA graphics,\" or \"40-hour battery life\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals represent the Arctic Grey color and the specific port layout as shown in the PDF?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/lenovo/ThinkBook_16_G7_ARP/generation_task/statistics.yaml b/advertising/lenovo/ThinkBook_16_G7_ARP/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d9877cd9ef6c75591fb956beec7121ed22a9e0dc --- /dev/null +++ b/advertising/lenovo/ThinkBook_16_G7_ARP/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/lenovo/ThinkBook_16_G7_ARP +category: advertising +input_metrics: + total_input_tokens: 7189 + generation_prompt_tokens: 1589 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/advertising/lenovo/ThinkBook_16_G7_ARP/material.pdf b/advertising/lenovo/ThinkBook_16_G7_ARP/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..84815b5adc371230a3f46d704cf2d3ddc8bb1452 --- /dev/null +++ b/advertising/lenovo/ThinkBook_16_G7_ARP/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e6b180e34274e3b98ba3a0c898b34b23fb40817e7004cfbb77bdb92e0e5115df +size 3725724 diff --git a/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/generation_task/instructions.md b/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..bffa1f5e23d9872756bfcb2c1d5a74f5f2f389fa --- /dev/null +++ b/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/generation_task/instructions.md @@ -0,0 +1,88 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (ThinkPad X1 Carbon Gen 12 - 14" Intel), the tagline "Your Favorite Laptop. Now With Lots More to Love.", and a professional image of the device. Mention the starting price from $2,199.00. +2. **Introduction**: Briefly introduce the ThinkPad X1 Carbon Gen 12, highlighting its new Intel Core Ultra processors with integrated AI capabilities. +3. **Key Features**: Break down the core selling points of the laptop: + * Highlight the power of Intel Core Ultra processors (e.g., Ultra 7 155U) designed for the next generation of AI-driven work. + * Mention the 14-inch display with advanced options and integrated Intel Graphics. + * Emphasize the lightweight, high-performance nature with 32GB LPDDR5X memory and fast SSD storage. +4. **AI & Performance**: Focus on the "integrated AI" aspect, explaining how the new processors provide software superpowers and intelligent collaboration features via apps like Lenovo View. +5. **Portability & Build**: Detail the classic Eclipse Black design and the legendary durability of the X1 Carbon. Mention that it meets MIL-STD 810H standards for reliability in extreme conditions. +6. **Software & Security**: Highlight the preinstalled Lenovo apps: + * **Lenovo View**: For AI-based camera enhancements and digital wellness. + * **Lenovo Vantage**: For centralized settings, data safeguarding, and performance optimization. +7. **Connectivity & Efficiency**: Overview the Windows 11 Pro integration and the balance of energy efficiency with high-speed performance for mobile professionals. +8. **Conclusion**: Recap the major innovations—from the AI-powered Intel Ultra chips to its "battle-tested" reliability—and why the ThinkPad X1 Carbon remains the ultimate choice for premium business computing. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/generation_task/judge_prompt.json b/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a9a5df26762deb05963decf4700f4bb91c05a426 --- /dev/null +++ b/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (ThinkPad X1 Carbon Gen 12), the starting price ($2,199.00), and mention the Intel® Core™ Ultra processors?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the laptop as being \"Powered by Intel® Core™ Ultra processors, with integrated AI\" (referencing page 1 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the processor or integrated AI highlights are missing.\n", + "\n**Does the \"Technical Specifications\" section highlight key details such as the Intel® Core™ Ultra 7 155U Processor, 32 GB LPDDR5X-6400MHz memory, and Windows 11 Pro?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which core technical specifications are missing.\n", + "\n**Is there a dedicated slide or section for \"Durability & Reliability\" that mentions the MIL-STD 810H standards and the 200+ quality checks (referencing page 10)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the durability testing.\n", + "\n**Does the \"AI & Software\" slide(s) highlight the Lenovo View AI-based camera app and Lenovo Vantage for digital wellness and privacy?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which software or AI-based feature details are missing.\n", + "\n**Is there a specific slide detailing \"Collaboration\" that mentions the high-quality video and intelligent privacy features provided by the integrated AI?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the collaboration tools are lacking.\n", + "\n**Is there a slide providing an overview of \"Sustainability\" referencing the use of recycled materials or the overall eco-friendly design mentioned in the series?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the sustainability overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps why this is \"Your Favorite Laptop\" and summarizes the balance of reliability and performance?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Tech Specs -> Durability -> AI & Software -> Collaboration -> Sustainability -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., Ultra 7 155U, 32GB RAM, $2,199.00 price, 12 MIL-STD standards, 14\" display)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately reflect the starting price and the core value proposition found on pages 1-2 (specifically \"Starting at $2,199.00\" and the description \"Your Favorite Laptop. Now With Lots More to Love.\")?**\n\nIf **no**, explain what pricing or branding information was missed or inaccurately summarized.\n", + "\n**Does the \"Processor & AI\" section correctly identify the CPU as \"Intel® Core™ Ultra processors\" and mention the \"integrated AI\" capabilities (page 1)?**\n\nIf **no**, mention if the processor brand or the AI integration was omitted or misrepresented.\n", + "\n**In the \"Technical Specifications\" section, are the hardware details factually accurate according to page 2 (specifically: \"Intel® Core™ Ultra 7 155U Processor,\" \"32 GB LPDDR5X-6400MHz memory,\" and \"512 GB SSD\")?**\n\nIf **no**, detail the incorrect specifications (e.g., wrong RAM speed, capacity, or processor model).\n", + "\n**Does the \"Display\" section correctly identify the laptop as a \"14-inch\" model and mention the \"Integrated Intel® Graphics\" as stated on page 2?**\n\nIf **no**, note the discrepancy in the screen size or graphics hardware.\n", + "\n**Does the \"Operating System\" section accurately cite the use of \"Windows 11 Pro\" as the recommended system (pages 1 and 2)?**\n\nIf **no**, specify if a different operating system was incorrectly mentioned.\n", + "\n**In the \"Software & Collaboration\" section, does it correctly describe the \"Lenovo View\" AI-based camera app and the \"Lenovo Vantage\" management tools as outlined on page 9?**\n\nIf **no**, list which specific software features or app names were omitted.\n", + "\n**Does the \"Durability\" section accurately cite the \"MIL-STD 810H\" standard and mention that it meets \"12 standards and 26 procedures\" for extreme conditions (page 10)?**\n\nIf **no**, explain the discrepancy in the reliability testing standards or numbers.\n", + "\n**Does the \"Security & Privacy\" section mention \"intelligent collaboration\" and \"privacy features\" provided by the AI-based camera system (page 9)?**\n\nIf **no**, note that these specific security enhancements from the text are missing.\n", + "\n**Do the slides avoid attributing specifications of other Lenovo lines (like the \"ThinkBook\" series) or competitors (like the \"MacBook Pro\") to this specific X1 Carbon model?**\n\nIf **no**, point out where features from different product lines were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of an \"AMD Ryzen processor,\" \"discrete NVIDIA GPU,\" or \"Touch ID\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals show the \"Eclipse black\" finish or the specific 14-inch form factor as depicted in the PDF?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/generation_task/statistics.yaml b/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9db7c08eed3ca49098924e213efd529c79e0dbe2 --- /dev/null +++ b/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/lenovo/ThinkPad_X1_Carbon_Gen_12 +category: advertising +input_metrics: + total_input_tokens: 9999 + generation_prompt_tokens: 1599 + materials_total_tokens: 8400 + material_count: 1 + pdf_total_pages: 15 + file_details: + - name: material.pdf + tokens: 8400 + pages: 15 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/material.pdf b/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6a2483ff2c1c58dbb592aee36a2896da19ac221b --- /dev/null +++ b/advertising/lenovo/ThinkPad_X1_Carbon_Gen_12/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1010ac9ba16a054425b7a99a649490b8fed44bc285afb5d64ac422e497aba536 +size 6200650 diff --git a/advertising/lenovo/Yoga_Pro_9_16IAH10/generation_task/instructions.md b/advertising/lenovo/Yoga_Pro_9_16IAH10/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..2fb12582cebe03e9fedcbc5dc4910f0d342a171a --- /dev/null +++ b/advertising/lenovo/Yoga_Pro_9_16IAH10/generation_task/instructions.md @@ -0,0 +1,86 @@ +You are tasked with creating a slide deck aimed at presenting the product to the media and the public. The goal is to highlight its key features and innovations, while ensuring clarity and visual appeal in the presentation. + +--- + +# **Strict Constraints for the Slides** + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Requirements + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide**: Include the product name (Yoga Pro 9i Aura Edition - 16" Intel), the tagline "Create Limitlessly", and a high-quality image of the laptop. Mention the starting price from $1,949.99. +2. **Introduction**: Briefly introduce the Yoga Pro 9i Aura Edition, emphasizing its role as a premium creative workstation powered by Intel Core Ultra processors. +3. **Key Features**: Break down the core selling points of the laptop: + * Highlight the **Lenovo X Power** technology that boosts hardware performance and software acceleration for demanding creative tasks. + * Mention the stunning **16-inch Tandem OLED display** with PureSight Pro for industry-leading color accuracy. + * Emphasize the integration of AI-driven features designed to streamline professional workflows. +4. **Display & Visuals**: Focus on the 3.2K Tandem OLED screen. Highlight its 1,600 nits peak brightness, 120Hz refresh rate, and HDR capabilities that make it an "incredible canvas" for creators. +5. **Performance & Cooling**: Detail how the system tackles 3D projects and video editing with ease, supported by ultra-fast RAM and an advanced cooling system to ensure smooth multitasking. +6. **Aura Edition Intelligence**: Overview the unique "Aura Edition" smart features, including specialized "Smart Modes" (like Shield, Attention, and Wellness) that adapt the laptop's performance and privacy to the user's environment. +7. **Connectivity & Collaboration**: Highlight the premium suite of tools for creators, such as high-definition camera features, professional-grade audio, and seamless file sharing across devices via "Smart Share." +8. **Conclusion**: Recap the major innovations—from the brilliance of the Tandem OLED display to the raw power of Lenovo X Power—and why this laptop is the ultimate choice for limitlessly creative professionals. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Use high-quality images from the advertisement to visually showcase the product and its features. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key data and experimental results (possibly presented in charts or tables in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). + * The slide deck must include at least 5 slides with quantitative details. + +* **Quantitative Detail Correctness**: Ensure quantitative details (task counts, benchmark size, etc.) are correct. + +* **Table & Chart Traceability and Annotation**: Ensure that any figures and tables in your slide deck are consistent with the material. Specifically, for every figure and table in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., Figure 1 in the material, Table 2 in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than experimental data reported in the material. + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the advertisement (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + diff --git a/advertising/lenovo/Yoga_Pro_9_16IAH10/generation_task/judge_prompt.json b/advertising/lenovo/Yoga_Pro_9_16IAH10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..28cafebc89f7c7b266628756636f6a5fe606e98c --- /dev/null +++ b/advertising/lenovo/Yoga_Pro_9_16IAH10/generation_task/judge_prompt.json @@ -0,0 +1,26 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the \"Title Slide\" include the product name (Yoga Pro 9i Aura Edition), the starting price ($1,949.99), and the \"Aura Edition\" branding?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what is missing from the title slide.\n", + "\n**Is there an \"Introduction\" slide(s) that introduces the laptop as a creative powerhouse featuring \"Lenovo X Power\" and Intel® Core™ Ultra processors (referencing pages 1-2 of the material)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the X Power or Intel Core Ultra highlights are missing.\n", + "\n**Does the \"Display & Visuals\" section highlight the 16\" Tandem OLED display with PureSight Pro, mentioning the 3.2K resolution and 1,600 nits peak brightness?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, indicate which display specifications (resolution, brightness, or OLED type) are missing.\n", + "\n**Is there a dedicated slide or section for \"Performance\" that discusses the capacity for 3D projects and video editing, mentioning the advanced cooling and ultra-fast RAM?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what is missing regarding the performance capabilities.\n", + "\n**Does the \"Aura Edition Features\" slide(s) mention specific software enhancements or the unique collaboration tools associated with this edition (referencing the Aura branding on page 1)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe which Aura Edition specific features are missing.\n", + "\n**Is there a specific slide detailing the \"User Experience\" that mentions the 120Hz refresh rate for smooth motion and color accuracy for creators (referencing page 10)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain if the display performance details are lacking.\n", + "\n**Is there a slide providing an overview of \"Smart Support\" or services, such as the ability to connect to geniuses virtually (referencing page 9)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, mention if the virtual support overview is missing.\n", + "\n**Does the presentation end with a \"Conclusion\" slide that recaps why the Yoga Pro 9i is the ideal canvas for \"Maximum Creativity\" and \"Unleashing Your Inner Power\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing from the conclusion.\n", + "\n**Does the presentation follow the specific section order mandated by the prompt (Title -> Introduction -> Display & Visuals -> Performance -> Aura Features -> User Experience -> Support -> Conclusion)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which sections are missing or out of order.\n", + "\n**Does the slide deck include at least 5 slides containing specific quantitative details (e.g., $1,949.99 price, 16\" screen, 3.2K resolution, 1,600 nits, 120Hz)?**\n\n If **no**, state how many slides actually contain quantitative details.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the \"Introduction\" slide accurately reflect the starting price and the specific edition name found on page 1 (specifically \"Starting at $1,949.99\" and \"Yoga Pro 9i Aura Edition\")?**\n\nIf **no**, explain what pricing or branding information was missed or inaccurately summarized.\n", + "\n**Does the \"Key Features\" section correctly identify the \"Lenovo X Power\" system and its role in boosting hardware performance and software acceleration for creative tasks (page 2)?**\n\nIf **no**, mention if this core performance feature was omitted or misrepresented.\n", + "\n**In the \"Display\" section, are the specifications factually accurate according to page 10 (specifically: \"16-inch 3.2K Tandem OLED screen\" and \"1,600 nits peak brightness\")?**\n\nIf **no**, detail the incorrect specifications (e.g., wrong resolution, brightness level, or display technology like IPS instead of Tandem OLED).\n", + "\n**Does the \"Display\" section correctly mention the \"120Hz refresh rate\" and the \"PureSight Pro\" color accuracy as described on page 10?**\n\nIf **no**, note if these specific visual performance details are missing.\n", + "\n**Does the \"Processor\" section correctly identify the chip as \"Intel® Core™ Ultra\" and mention the inclusion of the \"Adobe Creative Cloud\" offer as shown on page 1?**\n\nIf **no**, specify if the processor brand is incorrect or if the software bundle is omitted.\n", + "\n**In the \"Smart Features\" section, does it accurately describe the \"Aura Edition\" exclusive capabilities or the AI-driven creative enhancements mentioned in the \"Maximum Creativity\" section (page 2)?**\n\nIf **no**, list which specific Aura Edition or AI features were missed.\n", + "\n**Does the \"Support\" section correctly identify the \"Lenovo Support\" options, including virtual connection to \"geniuses\" to stay up and running (page 9)?**\n\nIf **no**, explain the discrepancy in the support service description.\n", + "\n**Do the slides avoid attributing specifications of other Lenovo lines (like the \"ThinkPad X1\" or \"ThinkBook\") to this high-end Yoga Pro model?**\n\nIf **no**, point out where features from different product series (like MIL-STD durability stats not in this text) were incorrectly applied.\n", + "\n**Does the slide deck avoid fabricating features not present in the source text (e.g., mention of a \"built-in projector,\" \"waterproofing,\" or \"50-hour battery life\")?**\n\nIf **no**, specify the fabricated facts.\n", + "\n**Do the images used in the slides align with the material? (For example, do the visuals represent the 16-inch form factor and the \"Tandem OLED\" visual quality as depicted in the PDF?)**\n\nIf **no**, identify the slide with mismatched or irrelevant visual content.\n" + ] +} diff --git a/advertising/lenovo/Yoga_Pro_9_16IAH10/generation_task/statistics.yaml b/advertising/lenovo/Yoga_Pro_9_16IAH10/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8cf5ad0eed9a0e6ae18b36d38fa6648f31b8f573 --- /dev/null +++ b/advertising/lenovo/Yoga_Pro_9_16IAH10/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: advertising/lenovo/Yoga_Pro_9_16IAH10 +category: advertising +input_metrics: + total_input_tokens: 12250 + generation_prompt_tokens: 1610 + materials_total_tokens: 10640 + material_count: 1 + pdf_total_pages: 19 + file_details: + - name: material.pdf + tokens: 10640 + pages: 19 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 20 + total_count: 50 diff --git a/advertising/lenovo/Yoga_Pro_9_16IAH10/material.pdf b/advertising/lenovo/Yoga_Pro_9_16IAH10/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5802ebf0dfa6ade8b581ebd1aa28a64a7b3b5136 --- /dev/null +++ b/advertising/lenovo/Yoga_Pro_9_16IAH10/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f57f3f0de14e98d450abaede4be7446072dd27e2190346ac4acbade3dd01875b +size 8131675 diff --git a/economics/Alphabet_Investor_Relations/2024q1/generation_task/instructions.md b/economics/Alphabet_Investor_Relations/2024q1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..7d2319bf712397804333d4716cd91f8bb383695a --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q1/generation_task/instructions.md @@ -0,0 +1,113 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Alphabet Inc. First Quarter 2024 Results", the announcement date "April 25, 2024", and a sub-header focusing on "Gemini Era Momentum and Strong Cloud Growth." +* **Executive Summary**: A high-level list of key figures: Revenues ($80.5 billion), Operating Income ($25.5 billion), and Net Income ($23.7 billion). +* **Growth Metrics**: Clearly state the 15% year-over-year revenue increase (16% in constant currency) and the significant expansion of the operating margin to 32%. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Sundar Pichai’s vision regarding the "Gemini era" and leadership in AI research/infrastructure. Include Ruth Porat’s remarks on "durably reengineering the cost base" and revenue strength across the company. +* **Strategic Narrative**: Summarize how Alphabet’s global product footprint and AI infrastructure position the company for the next wave of AI innovation. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the $80.5B revenue and $25.5B operating income against the Q1 2023 results. +* **Capital Allocation & Dividends**: Highlight the historic announcement of the first-ever cash dividend ($0.20 per share) and the authorization of up to $70 billion in additional share repurchases. +* **Cost Base Reengineering**: Explain the Non-GAAP adjustments related to "severance and office space charges" to provide a clear view of the underlying 46% growth in operating income. + +### 4. Segment Performance +* **Google Services**: Total revenue of $70.4 billion. Break down performance for: + * Google Search & other ($46.2B) + * YouTube ads ($8.1B) + * Google Subscriptions, platforms, and devices ($8.7B). +* **Google Cloud**: Revenue of $9.6 billion (up 28%). Highlight the significant increase in operating income to $0.9 billion, reflecting scaled profitability. +* **Other Bets**: Mention revenues of $495 million and the ongoing focus on managing investment levels in this segment. + +### 5. Operational Highlights & Headcount +* **Infrastructure & AI Innovation**: Summarize the focus on AI research and the global product footprint as drivers for Search, YouTube, and Cloud growth. +* **Workforce Update**: Note the change in headcount (180,895 vs. 190,711 in the prior year) as part of the effort to optimize the organization and cost structure. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements & Risks**: A summary slide addressing risks: intense competition, investments in new business models (AI), regulatory developments, and economic conditions. +* **Investor Resources**: Provide info on the conference call webcast and the official Investor Relations website for further financial details. +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Alphabet_Investor_Relations/2024q1/generation_task/judge_prompt.json b/economics/Alphabet_Investor_Relations/2024q1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f9317ef6a3abe6171a4ee482e76bfcd3e976a164 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q1/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Alphabet Inc.\n* Fiscal period: Quarter ended March 31, 2024\n* Announcement date: April 25, 2024\n* A short sentiment sub-header summarizing overall performance (e.g., “Alphabet Announces First Quarter 2024 Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenues: $80.5 billion, Operating Income: $25.5 billion)\n* Include Net Income ($23.7 billion) and Diluted EPS ($1.89)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (15% vs 16% revenue growth)\n* Include year-over-year percentage changes (e.g., Net Income up 57%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Sundar Pichai (on the Gemini era and momentum in AI research and infrastructure)\n* Include at least one quote from Ruth Porat (on revenue strength and efforts to durably reengineer the cost base)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., strong performance from Search, YouTube, and Cloud)\n* Why the company's global product footprint positions it well for the next wave of AI innovation\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenues ($80.5 billion)\n* Operating Income ($25.5 billion)\n* Net Income ($23.7 billion)\n* Diluted EPS ($1.89)\n* Comparison with the quarter ended March 31, 2023\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" reconciliation\n* Exclusion of specific charges (e.g., severance and related charges, office space charges) to show underlying performance\n* Clear explanation of the impact of these charges on operating income and margin\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders (including the new dividend policy) explicitly covered?**\n\nThe slides should mention:\n\n* The initiation of a cash dividend ($0.20 per share)\n* The new $70 billion share repurchase authorization\n* The total amount of share repurchases during the quarter ($15.7 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all major business segments?**\n\nThe slides should separately cover:\n\n* Google Services (Search, YouTube, etc.)\n* Google Cloud\n* Other Bets\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and operating income figures presented?**\n\nEach segment should include:\n\n* Total segment revenue (e.g., Google Cloud: $9.6 billion)\n* Operating income or loss (e.g., Google Cloud operating income of $900 million)\n* Year-over-year growth or margin improvement\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level revenue highlights listed?**\n\nExpected coverage includes:\n\n* Google Search & other ($46.2 billion)\n* YouTube ads ($8.1 billion)\n* Google Network ($7.4 billion)\n* Google subscriptions, platforms, and devices ($8.7 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing operational efficiency or headcount?**\n\nThis slide should:\n\n* Mention the company's ongoing efforts to durably reengineer the cost base\n* Reflect headcount changes (e.g., 180,895 employees vs 190,711 in the prior year)\n* Mention the impact of workforce reductions and office space optimization\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is there information regarding future outlook or investment focus?**\n\nThe content should:\n\n* Mention leadership in AI research and infrastructure\n* Discuss momentum across the company's product footprint\n* Note the focus on delivering value for shareholders through dividends and repurchases\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what focus areas are missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that statements are based on current expectations and involve risks and uncertainties\n* Reference factors that could cause actual results to differ (e.g., competition, AI development, legal/regulatory matters)\n* Direct the audience to the company's SEC filings (Form 10-K, 10-Q)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there information provided for the investor relations contact?**\n\nThe slide should include:\n\n* Link to the investor relations website (abc.xyz/investor)\n* Contact information for Investor Relations and Media\n* Details about the earnings webcast\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Alphabet Inc.**)?\n * Fiscal period (**First Quarter 2024**)?\n * Date (**April 25, 2024**)?\n* Is the sub-header sentiment (e.g., reflecting strong performance from Search, YouTube, and Cloud) consistent with the CEO's opening statement?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenues $80,539 million, Operating income $25,472 million, Net income $23,662 million**) numerically correct?\n* Are year-over-year growth percentages (e.g., **Revenues up 15%, Operating income up 46%, Net income up 57%**) stated exactly as in the earnings release?\n* Is the **Diluted EPS ($1.89)** and its **57% increase** reported accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Sundar Pichai** and **Ruth Porat**?\n* Do the quoted statements accurately reflect:\n * Pichai’s focus on the **\"Gemini era\"** and leadership in **AI research and infrastructure**?\n * Porat’s emphasis on **revenue strength** across the company and efforts to **durably reengineer the cost base**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Segment Performance**\n\n* Is **Google Services** revenue reported as **$70,398 million** (up 14%)?\n* Is **Google Cloud** revenue reported as **$9,574 million** (up 28%)?\n* Are the operating incomes for **Google Services ($27,897 million)** and **Google Cloud ($900 million)** accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Revenue Breakdown (Google Services)**\n\n* Are the following revenue components for Google Services accurate:\n * **Google Search & other**: $46,156 million?\n * **YouTube ads**: $8,090 million?\n * **Google Network**: $7,413 million?\n * **Google subscriptions, platforms, and devices**: $8,739 million?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Workforce and Capital Expenditures**\n\n* Is the total **Number of employees (180,895)** as of March 31, 2024, correctly stated?\n* Is the **Capital Expenditures ($12.0 billion)** figure for the quarter reported accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Cash Return to Shareholders**\n\n* Does the slide accurately report the **$16.1 billion stock repurchase** (from the cash flow statement) and the newly authorized **$70.0 billion** repurchase program?\n* Is the declaration of the first-ever **$0.20 per share cash dividend** mentioned?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Severance and Office Space Charges**\n\n* Are the non-GAAP measures excluding **severance and related charges ($563 million in Q1 2024)** clearly identified?\n* Is the impact of the **useful life change for servers and network equipment** (which decreased depreciation expense) accurately noted?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Webcast and Contact Information**\n\n* Is the URL for the investor relations website (**www.abc.xyz/investor**) correct?\n* Are the details regarding the **quarterly earnings conference call** (available via webcast) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Alphabet_Investor_Relations/2024q1/generation_task/statistics.yaml b/economics/Alphabet_Investor_Relations/2024q1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..713769058ee8295413c4ac8a39cae56f20f9090e --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Alphabet_Investor_Relations/2024q1 +category: economics +input_metrics: + total_input_tokens: 8674 + generation_prompt_tokens: 1954 + materials_total_tokens: 6720 + material_count: 1 + pdf_total_pages: 12 + file_details: + - name: material.pdf + tokens: 6720 + pages: 12 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 9 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/economics/Alphabet_Investor_Relations/2024q1/material.pdf b/economics/Alphabet_Investor_Relations/2024q1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..17fe79d622ba0a99967145b17a54f70bf68c2c54 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:314881a72319fadddcf44a57ba4b186d2d3570daa5e837b1116a6dc7b0bad4ed +size 132353 diff --git a/economics/Alphabet_Investor_Relations/2024q2/generation_task/instructions.md b/economics/Alphabet_Investor_Relations/2024q2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..cc42b0b14da3b97c25900ee30aee3794ce5e7440 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q2/generation_task/instructions.md @@ -0,0 +1,114 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Alphabet Inc. Second Quarter 2024 Results", the announcement date "July 23, 2024", and a sub-header focusing on "Search Strength and Cloud Milestone." +* **Executive Summary**: A high-level list of key financial figures: Revenues ($84.7 billion), Operating Income ($27.4 billion), Net Income ($23.6 billion), and Diluted EPS ($1.89). +* **Growth Metrics**: Clearly state the 14% year-over-year revenue increase (15% in constant currency) and the improvement in operating margin to 32%. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Sundar Pichai’s statement on "innovating at every layer of the AI stack" and infrastructure leadership. Include Ruth Porat’s highlight of "Google Cloud exceeding $10 billion in quarterly revenues and $1 billion in operating profit" for the first time. +* **Strategic Narrative**: Summarize the commitment to creating investment capacity through durably re-engineering the cost base while pursuing high-growth AI opportunities. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: A detailed comparison of Revenues and Operating Income ($27.4B) against the Q2 2023 period. +* **Operating Margin Expansion**: Explain the increase from 29% to 32%, reflecting ongoing efforts to optimize the organization and cost structure. +* **Capital Allocation**: Mention the cash dividend of $0.20 per share paid on June 17, 2024, and the continued focus on the $70 billion share repurchase program. + +### 4. Segment Performance +* **Google Services**: Total revenue of $73.9 billion (up 12%). Break down the core components: + * Google Search & other ($48.5B) + * YouTube ads ($8.7B) + * Google Subscriptions, platforms, and devices ($9.3B). +* **Google Cloud (Historical Milestone)**: Revenue of $10.3 billion (up 29%). Emphasize the milestone of exceeding $1.1 billion in operating profit, showcasing scaled cloud efficiency. +* **Other Bets**: Report revenues of $365 million and the operating loss of $1.1 billion, reflecting ongoing long-term moonshot investments. + +### 5. Operational Highlights & Headcount +* **AI Stack Innovation**: Summarize the focus on longstanding infrastructure leadership and in-house research teams as the foundation for the AI era. +* **Workforce Update**: Note the headcount of 179,582 (compared to 181,798 in the prior year), continuing the trend of strategic organizational streamlining. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements & Risks**: A summary slide addressing risks: intense competition, AI model investments, regulatory scrutiny, and macroeconomic volatility. +* **Investor Resources**: Provide links to the Alphabet Investor Relations website and information regarding the quarterly earnings call webcast. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Alphabet_Investor_Relations/2024q2/generation_task/judge_prompt.json b/economics/Alphabet_Investor_Relations/2024q2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e08497e654689d888a8366bdce5ab73970ed3053 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q2/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Alphabet Inc.\n* Fiscal period: Quarter ended June 30, 2024\n* Announcement date: July 23, 2024\n* A short sentiment sub-header summarizing overall performance (e.g., “Alphabet Announces Second Quarter 2024 Results”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenues: $84.7 billion, Operating Income: $27.4 billion)\n* Include Net Income ($23.6 billion) and Diluted EPS ($1.89)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (14% reported vs 15% constant currency)\n* Include year-over-year percentage changes for key metrics\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Sundar Pichai (on innovating at every layer of the AI stack and momentum in Search and Cloud)\n* Include at least one quote from Ruth Porat (on Google Cloud exceeding $10 billion in quarterly revenues and $1 billion in operating profit)\n* Attribute quotes clearly to the speaker\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., Search and Cloud driving 14% year-on-year growth)\n* The strategic focus on durably re-engineering the cost base to create investment capacity for high-growth opportunities\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenues ($84.7 billion)\n* Operating Income ($27.4 billion)\n* Net Income ($23.6 billion)\n* Diluted EPS ($1.89)\n* Comparison with the second quarter of 2023\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" revenues\n* References to non-GAAP measures like Free Cash Flow ($13.45 billion)\n* Explanations of how these measures complement GAAP results\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* The cash dividend of $0.20 per share paid or to be paid\n* Total dividends paid in the quarter ($2.5 billion)\n* Any mention of share repurchase activity or authorizations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all major business segments?**\n\nThe slides should separately cover:\n\n* Google Services (Search, YouTube, etc.)\n* Google Cloud\n* Other Bets\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and operating income figures presented?**\n\nEach segment should include:\n\n* Total segment revenue (e.g., Google Services: $73.9 billion, Google Cloud: $10.3 billion)\n* Operating income or loss (e.g., Google Cloud profit of $1.17 billion)\n* Year-over-year growth percentage\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level revenue highlights within Google Services listed?**\n\nExpected coverage includes:\n\n* Google Search & other ($48.5 billion)\n* YouTube ads ($8.7 billion)\n* Google Network ($7.4 billion)\n* Google subscriptions, platforms, and devices ($9.3 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing operational changes or headcount?**\n\nThis slide should:\n\n* Mention the team consolidations (e.g., AI model teams across Google Research and DeepMind)\n* Reflect headcount figures (179,582 employees)\n* Note the ongoing work to durably re-engineer the cost base\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is the strategic focus on AI infrastructure explicitly mentioned?**\n\nThe content should:\n\n* Reference Alphabet's infrastructure leadership\n* Mention the pursuit of opportunities as technology evolves\n* Note the acceleration of progress in AI through organizational alignment\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what focus areas are missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that the release contains forward-looking statements involving risks and uncertainties\n* Direct the audience to SEC filings (Form 10-K and 10-Q) for detailed risk factors\n* Mention that actual results may differ materially from expectations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and resource information?**\n\nThe slide should include:\n\n* Link to the investor relations website (abc.xyz/investor)\n* Contact emails for Investor Relations and Media\n* Details regarding the earnings webcast (e.g., availability on YouTube)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Alphabet Inc.**)?\n * Fiscal period (**Second Quarter 2024**)?\n * Date (**July 23, 2024**)?\n* Is the sub-header sentiment (e.g., highlighting Search strength and Cloud momentum) consistent with the CEO's opening statement?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenues $84,742 million, Operating income $27,425 million, Net income $23,619 million**) numerically correct?\n* Are year-over-year growth percentages (e.g., **Revenues up 14%, Operating income up 26%, Net income up 29%**) stated exactly as in the earnings release?\n* Is the **Diluted EPS ($1.89)** and its **31% increase** (from $1.44 in Q2 2023) reported accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Sundar Pichai** and **Ruth Porat**?\n* Do the quoted statements accurately reflect:\n * Pichai’s mention of innovating at **\"every layer of the AI stack\"**?\n * Porat’s highlight that **Google Cloud exceeded $10 billion** in quarterly revenues and **$1 billion** in operating profit for the first time?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Segment Performance**\n\n* Is **Google Services** revenue reported as **$73,928 million** (up 12%)?\n* Is **Google Cloud** revenue reported as **$10,347 million** (up 29%)?\n* Are the operating incomes for **Google Services ($29,671 million)** and **Google Cloud ($1,174 million)** accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Revenue Breakdown (Google Services)**\n\n* Are the following revenue components for Google Services accurate:\n * **Google Search & other**: $48,509 million?\n * **YouTube ads**: $8,663 million?\n * **Google Network**: $7,444 million?\n * **Google subscriptions, platforms, and devices**: $9,312 million?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Workforce and Capital Expenditures**\n\n* Is the total **Number of employees (179,582)** as of June 30, 2024, correctly stated?\n* Is the **Capital Expenditures ($13.2 billion)** figure for the quarter reported accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Cash Return to Shareholders**\n\n* Does the slide accurately report the **$15.5 billion stock repurchase** and **$2.5 billion dividend payment** made during the quarter?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Other Income (Expense), Net**\n\n* Does the slide correctly reflect **Other income (expense), net** of **$1,135 million**, and note that it includes a net gain on equity securities?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Webcast and Contact Information**\n\n* Is the URL for the investor relations website (**www.abc.xyz/investor**) correct?\n* Are the details regarding the availability of the **earnings conference call webcast** accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Alphabet_Investor_Relations/2024q2/generation_task/statistics.yaml b/economics/Alphabet_Investor_Relations/2024q2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9ac5ecc4b1e88623b7c2661db2c7d0ea3ccd066d --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Alphabet_Investor_Relations/2024q2 +category: economics +input_metrics: + total_input_tokens: 7567 + generation_prompt_tokens: 1967 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 9 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/economics/Alphabet_Investor_Relations/2024q2/material.pdf b/economics/Alphabet_Investor_Relations/2024q2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..03385b2e424a6f219601a6e95a81625bed7b666e --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:36e5992a8d21def07637412325cdb03453007df2aa0313f216096063e08e650e +size 127551 diff --git a/economics/Alphabet_Investor_Relations/2024q3/generation_task/instructions.md b/economics/Alphabet_Investor_Relations/2024q3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..4ba4caa2e6e3ea00dcead1c6823450fae8df57b7 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q3/generation_task/instructions.md @@ -0,0 +1,114 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Alphabet Inc. Third Quarter 2024 Results", the announcement date "October 29, 2024", and a sub-header focusing on "Extraordinary Momentum Across the Business." +* **Executive Summary**: A high-level list of key financial figures: Revenues ($88.3 billion), Operating Income ($28.5 billion), Net Income ($26.3 billion), and Diluted EPS ($2.12). +* **Growth Performance**: Highlight the 15% revenue increase (16% in constant currency) and the significant 4.5 percentage point expansion in operating margin to 32%. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Sundar Pichai’s vision on how "long-term focus and investment in AI are paying off." Include Ruth Porat’s highlight of "strong revenue growth" and the commitment to durably re-engineer the cost base to support investments. +* **Strategic Narrative**: Summarize the three pillars of current success: AI-enhanced Search features, AI-driven deeper product adoption in Cloud, and YouTube's massive revenue scale. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the $88.3B revenue and $28.5B operating income (up 34% YoY) against the Q3 2023 results. +* **Profitability Expansion**: Detail the growth of Net Income (up 34%) and EPS (up 37%), reflecting scaled efficiency across the organization. +* **Capital Allocation**: Mention the $0.20 per share cash dividend and the strategic use of capital to fuel long-term AI infrastructure while maintaining shareholder returns. + +### 4. Segment Performance +* **Google Services**: Total revenue of $76.5 billion (up 13%). Highlight: + * Google Search & other ($49.4B) - driven by new AI features. + * YouTube ads ($8.9B) - part of the $50B+ annual ads/subscription milestone. + * Google Subscriptions, platforms, and devices ($10.7B). +* **Google Cloud (Accelerated Growth)**: Revenue of $11.4 billion (up 35%). Focus on the acceleration in GCP across AI Infrastructure and Generative AI Solutions, with operating income increasing to $1.9 billion. +* **Other Bets**: Report revenues of $388 million and the narrowed operating loss of $1.1 billion. + +### 5. Operational Highlights & Headcount +* **YouTube Milestone**: Highlight that YouTube's total ads and subscription revenues surpassed $50 billion over the past four quarters for the first time. +* **AI Solutions Impact**: Summarize how AI solutions are attracting new customers and helping win larger deals, particularly in the Cloud segment. +* **Workforce Update**: Note the headcount of 181,269 as the company balances strategic hiring for technical roles with overall organizational efficiency. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements & Risks**: A summary slide addressing risks: intense competition, long-term AI investment cycles, regulatory environments, and macroeconomic factors. +* **Investor Resources**: Provide links to the Alphabet Investor Relations website and information for accessing the quarterly earnings call replay. +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Alphabet_Investor_Relations/2024q3/generation_task/judge_prompt.json b/economics/Alphabet_Investor_Relations/2024q3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..490e805b21943820bcc0966345d9dd1dd76d78e4 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q3/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Alphabet Inc.\n* Fiscal period: Quarter ended September 30, 2024\n* Announcement date: October 29, 2024\n* A short sentiment sub-header summarizing overall performance (e.g., “Alphabet Announces Third Quarter 2024 Results”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenues: $88.3 billion, Operating Income: $28.5 billion)\n* Include Net Income ($26.3 billion) and Diluted EPS ($2.12)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (15% reported vs 16% constant currency)\n* Include Operating Margin expansion details (expanded by 4.5 percentage points to 32%)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Sundar Pichai (on extraordinary momentum and AI investments paying off in Search and Cloud)\n* Include the specific milestone mentioned (YouTube's total ads and subscription revenues surpassing $50 billion over the past four quarters)\n* Attribute quotes clearly to the speaker\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., AI solutions driving deeper product adoption and attracting new customers in Cloud)\n* The strategic focus on long-term AI investment and innovation benefiting consumers and partners\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenues ($88.3 billion)\n* Operating Income ($28.5 billion)\n* Net Income ($26.3 billion)\n* Diluted EPS ($2.12)\n* Comparison with the third quarter of 2023\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" revenues as a non-GAAP measure\n* References to Free Cash Flow ($17.6 billion) and its reconciliation\n* Explanation of why these non-GAAP measures are used to evaluate underlying business performance\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Cash dividends paid in the quarter ($2.5 billion)\n* The declared dividend of $0.20 per share to be paid in December 2024\n* Total share repurchases during the quarter ($15.3 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all major business segments?**\n\nThe slides should separately cover:\n\n* Google Services\n* Google Cloud (highlighting the 35% accelerated growth)\n* Other Bets\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and operating income figures presented?**\n\nEach segment should include:\n\n* Total segment revenue (e.g., Google Services: $76.5 billion, Google Cloud: $11.4 billion)\n* Operating income or loss (e.g., Google Cloud profit of $1.9 billion)\n* Comparison to the same quarter in the prior year\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level revenue highlights within Google Services listed?**\n\nExpected coverage includes:\n\n* Google Search & other ($49.4 billion)\n* YouTube ads ($8.9 billion)\n* Google Network ($7.5 billion)\n* Google subscriptions, platforms, and devices ($10.7 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing operational efficiency or headcount?**\n\nThis slide should:\n\n* Reflect the current headcount (181,269 employees)\n* Mention any significant operational focus (e.g., accelerated growth in GCP across AI Infrastructure and Generative AI Solutions)\n* Note the ongoing commitment to durable cost re-engineering (as implied by margin expansion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is the focus on AI and Cloud innovation explicitly mentioned?**\n\nThe content should:\n\n* Reference the \"Gemini era\" or AI feature expansions in Search\n* Mention core GCP product growth and Al Infrastructure\n* Note how Al tools are benefiting consumers and partners\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what focus areas are missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that the presentation contains forward-looking statements subject to risks and uncertainties\n* Reference the company's SEC filings (Form 10-K and 10-Q) for detailed risk factors\n* Caution that actual results may differ materially from forward-looking statements\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and resource information?**\n\nThe slide should include:\n\n* Link to the investor relations website (abc.xyz/investor)\n* Contact details for Investor Relations and Media\n* Information regarding the replay of the earnings webcast\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide and Sub-header Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Alphabet Inc.**)?\n * Fiscal period (**Third Quarter 2024**)?\n * Date (**October 29, 2024**)?\n* Is the sub-header sentiment (e.g., \"extraordinary momentum\" or AI investment \"paying off\") consistent with Sundar Pichai’s opening remarks?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.2.1 Core Financial Metrics**\n\n* Are the reported top-line figures (**Revenues $88,268 million, Operating income $28,521 million, Net income $26,301 million**) numerically correct?\n* Are year-over-year growth percentages stated exactly as in the release:\n * **Revenues up 15%** (or 16% in constant currency)?\n * **Operating income up 34%**?\n * **Net income up 34%**?\n* Is the **Diluted EPS ($2.12)** and its **37% increase** reported accurately?\n* Is the **Operating Margin (32%)** and its expansion of **4.5 percentage points** (vs 28% in Q3 2023) correctly highlighted?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.3.1 CEO and CFO Strategic Quotes**\n\n* Are quotes attributed correctly to **Sundar Pichai** (CEO) and **Anat Ashkenazi** (newly appointed CFO)?\n* Do the statements accurately reflect:\n * Pichai’s focus on **AI features in Search** expanding user capabilities?\n * The milestone of **YouTube’s combined ads and subscription revenues** surpassing **$50 billion** over the last four quarters?\n * Ashkenazi’s commitment to **operational efficiency** alongside growth investment?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.4.1 Detailed Revenue Streams**\n\n* Is total **Google Services** revenue reported as **$76,510 million** (up 13%)?\n* Are the sub-category revenues for Google Services accurate:\n * **Google Search & other**: $49,385 million?\n * **YouTube ads**: $8,921 million?\n * **Google Network**: $7,548 million?\n * **Google subscriptions, platforms, and devices**: $10,656 million?\n* Is the segment operating income of **$30,858 million** (up 29%) correctly reported?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.5.1 Cloud Growth and Profitability**\n\n* Is **Google Cloud** revenue reported as **$11,353 million**?\n* Is the year-over-year growth rate of **35%** (driven by GCP, AI Infrastructure, and GenAI solutions) accurate?\n* Is the segment operating income of **$1,947 million** reported correctly, reflecting the jump from $266 million in the prior year?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.6.1 Workforce and Capital Allocation**\n\n* Is the total **Number of employees (181,269)** as of September 30, 2024, correctly stated?\n* Is the **Capital Expenditures ($13,061 million)** for the quarter reported accurately?\n* Does the slide mention that Capex is primarily driven by investments in **technical infrastructure** (Servers and Network Equipment)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.7.1 Geographic Breakdown and Disclaimers**\n\n* Are the regional revenue figures accurate (As Reported):\n * **United States**: $43,139 million?\n * **EMEA**: $25,472 million?\n * **APAC**: $14,547 million?\n * **Other Americas**: $5,093 million?\n* Does the slide specify that **Safe Harbor** and **Non-GAAP definition** disclosures are available in the official earnings release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n" + ] +} diff --git a/economics/Alphabet_Investor_Relations/2024q3/generation_task/statistics.yaml b/economics/Alphabet_Investor_Relations/2024q3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1a73a3ccdd46053dfb42e827b89058713cfeec27 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Alphabet_Investor_Relations/2024q3 +category: economics +input_metrics: + total_input_tokens: 7612 + generation_prompt_tokens: 2012 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 7 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/economics/Alphabet_Investor_Relations/2024q3/material.pdf b/economics/Alphabet_Investor_Relations/2024q3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..715aba69a6083f71298f201417c35ebaf1f0740a --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:54c89309d04aacb1674da28bf2aa3789a3a21a4675c24d837d4ccb7ea84a7ea3 +size 127666 diff --git a/economics/Alphabet_Investor_Relations/2024q4/generation_task/instructions.md b/economics/Alphabet_Investor_Relations/2024q4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..6a0e45bb60427417874bdc2efa9f8c92e554a073 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q4/generation_task/instructions.md @@ -0,0 +1,115 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Alphabet Inc. Fourth Quarter and Fiscal Year 2024 Results", the announcement date "February 4, 2025", and a sub-header focusing on "Robust Momentum and AI Leadership." +* **Executive Summary**: A high-level list of Q4 figures: Revenues ($96.5 billion), Operating Income ($30.7 billion), Net Income ($26.3 billion), and Diluted EPS ($2.15). +* **Full Year Highlights**: Summarize the fiscal year 2024 performance, noting total revenues of $353.5 billion (up 15%) and the expansion of the annual operating margin to 32%. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Sundar Pichai’s statement on "leading in AI and momentum across the business," highlighting the speed of launching products like AI Overviews. Include the milestone of "Cloud and YouTube exiting 2024 at an annual revenue run rate of $110 billion." +* **Strategic Narrative**: Summarize how Alphabet is driving efficiencies and progress in compute while leveraging its differentiated AI stack to meet stronger customer demand. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare Q4 revenues ($96.5B) and operating income ($30.7B) against the prior year to show the 31% increase in operating profit. +* **Profitability & Margins**: Detail the 5-percentage point expansion in operating margin to 32%, reflecting the success of "durably re-engineering the cost base." +* **Capital Allocation**: Mention the cash dividend of $0.20 per share and the ongoing commitment to shareholder returns through the massive share repurchase program. + +### 4. Segment Performance +* **Google Services**: Total revenue of $84.1 billion (up 10%). Break down key areas: + * Google Search & other ($59.1B) - driven by AI-enhanced engagement. + * YouTube ads ($9.9B) - reinforcing leadership in streaming watchtime. + * Google Subscriptions, platforms, and devices ($15.1B). +* **Google Cloud (Continued Scaling)**: Revenue of $12.0 billion (up 30%). Highlight the operating income of $1.5 billion and growth in AI Infrastructure and Generative AI Solutions. +* **Other Bets**: Report revenues of $428 million for the quarter and the efforts to manage investment levels in long-term projects. + +### 5. Operational Highlights & Efficiency +* **Cloud & YouTube Scale**: Highlight the combined $110 billion annual revenue run rate for Cloud and YouTube as a testament to diversified growth. +* **AI Product Velocity**: Summarize the "building, testing, and launching" of models faster than ever and the positive impact on user engagement (e.g., Circle to Search). +* **Workforce & Cost Structure**: Note the headcount of 182,341 and the ongoing progress in driving organizational efficiencies. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements & Risks**: A summary slide addressing risks: competition, AI investment cycles, regulatory developments, and global economic factors. +* **Investor Resources**: Provide links to the Alphabet Investor Relations website and information regarding the quarterly/annual earnings call replay. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Alphabet_Investor_Relations/2024q4/generation_task/judge_prompt.json b/economics/Alphabet_Investor_Relations/2024q4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..89fc4369d51d033c6de36884bea7810a82a31c4b --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q4/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Alphabet Inc.\n* Fiscal period: Quarter and fiscal year ended December 31, 2024\n* Announcement date: February 4, 2025\n* A short sentiment sub-header summarizing overall performance (e.g., “Alphabet Announces Fourth Quarter and Fiscal Year 2024 Results”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenues: $96.5 billion, Operating Income: $30.5 billion)\n* Include Net Income ($26.8 billion) and Diluted EPS ($2.15)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (12% reported vs 13% constant currency)\n* Include Full Year 2024 highlights (Total Revenues: $350 billion, up 15%)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Sundar Pichai (on AI leadership, faster model launching, and Cloud/YouTube exiting 2024 at a $110B annual run rate)\n* Include commentary from Anat Ashkenazi (on the strong close to the year and efforts to deliver sustainable long-term value)\n* Attribute quotes clearly to the speaker\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., AI Overviews and Circle to Search increasing user engagement)\n* The strategic focus on making progress in compute and driving efficiencies across the business\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Q4 Revenues ($96.5 billion)\n* Operating Income ($30.5 billion)\n* Operating Margin (32%, up from 27% in the prior year)\n* Net Income ($26.8 billion) and EPS ($2.15)\n* Full Year 2024 consolidated results\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" revenues\n* References to Free Cash Flow ($15.3 billion for the quarter; $74.5 billion for the year)\n* Reconciliations of non-GAAP measures to the most directly comparable GAAP measures\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Cash dividends paid in the quarter ($2.5 billion)\n* The declared dividend of $0.20 per share to be paid in March 2025\n* Total share repurchases for the quarter ($15.2 billion) and the full year ($63.0 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all major business segments?**\n\nThe slides should separately cover:\n\n* Google Services\n* Google Cloud (highlighting the 30% growth and $12.0 billion revenue)\n* Other Bets\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and operating income figures presented?**\n\nEach segment should include:\n\n* Total segment revenue (e.g., Google Services: $84.1 billion)\n* Operating income or loss (e.g., Google Cloud profit of $1.3 billion)\n* Comparison with the fourth quarter of 2023\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level revenue highlights within Google Services listed?**\n\nExpected coverage includes:\n\n* Google Search & other ($54.1 billion)\n* YouTube ads ($9.9 billion)\n* Google Network ($7.5 billion)\n* Google subscriptions, platforms, and devices ($12.6 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing operational efficiency or headcount?**\n\nThis slide should:\n\n* Reflect the current headcount (181,224 employees)\n* Mention the focus on driving efficiencies and re-engineering the cost base\n* Reference the annual revenue run rate milestone for Cloud and YouTube ($110 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is the focus on AI models and infrastructure explicitly mentioned?**\n\nThe content should:\n\n* Reference progress in compute and model launching speed\n* Mention GCP growth across AI Infrastructure and Generative AI solutions\n* Note the power of the differentiated full-stack AI approach\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what focus areas are missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that the release contains forward-looking statements involving risks and uncertainties\n* Direct the audience to SEC filings (Form 10-K and 10-Q) for detailed risk factors\n* Caution that actual results may differ materially from expectations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and resource information?**\n\nThe slide should include:\n\n* Link to the investor relations website (abc.xyz/investor)\n* Contact emails for Investor Relations and Media\n* Details about the availability of the earnings webcast replay\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide and Period Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Alphabet Inc.**)?\n * Fiscal period (**Fourth Quarter and Fiscal Year Ended December 31, 2024**)?\n * Date (**February 4, 2025**)?\n* Is the sub-header sentiment (e.g., \"leadership in AI\" and \"robust momentum\") consistent with Sundar Pichai’s opening remarks?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.2.1 Quarterly Performance Metrics**\n\n* Are the reported Q4 top-line figures (**Revenues $96,486 million, Operating income $30,941 million, Net income $26,505 million**) numerically correct?\n* Are year-over-year growth percentages for Q4 stated accurately:\n * **Revenues up 12%**?\n * **Operating income up 31%**?\n * **Net income up 28%**?\n* Is the **Q4 Operating Margin (32%)** and its expansion of **5 percentage points** (vs 27% in Q4 2023) correctly reported?\n* Is the **Diluted EPS ($2.15)** and its **31% increase** stated exactly as in the release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.3.1 Annual Performance Metrics**\n\n* Are the full-year 2024 figures correct:\n * **Total Revenues: $350,035 million** (up 14% year-over-year)?\n * **Total Operating Income: $112,359 million**?\n * **Total Net Income: $100,087 million**?\n* Is the full-year **Operating Margin of 32%** correctly highlighted as an improvement from 27% in 2023?\n* Is the annual **Diluted EPS ($8.06)** reported accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.4.1 Cloud and YouTube \"Annual Run Rate\"**\n\n* Does the slide accurately reflect the CEO's statement that **Cloud and YouTube combined** exited 2024 at an annual revenue run rate of **$110 billion**?\n* Are the specific mentions of AI-driven products correct:\n * **AI Overviews** and **Circle to Search** increasing user engagement?\n * **Google Cloud** seeing stronger demand due to the AI-powered portfolio?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.5.1 Services Revenue Breakdown**\n\n* Is Q4 **Google Services** revenue reported as **$84,057 million** (up 10%)?\n* Are the sub-category revenues for Q4 accurate:\n * **Google Search & other**: $54,166 million?\n * **YouTube ads**: $9,918 million?\n * **Google Network**: $7,539 million?\n * **Google subscriptions, platforms, and devices**: $12,434 million?\n* Is the segment operating income of **$33,636 million** (up 26%) correctly reported?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.6.1 Cloud Growth and Scalability**\n\n* Is Q4 **Google Cloud** revenue reported as **$12,021 million**?\n* Is the growth rate of **30%** (driven by core GCP, AI Infrastructure, and GenAI Solutions) accurate?\n* Is the segment operating income of **$1,564 million** (reflecting a significant increase from $864 million in Q4 2023) correctly highlighted?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.7.1 Workforce, Capex, and Regions**\n\n* Is the total **Number of employees (178,382)** as of December 31, 2024, correctly stated?\n* Is the **Q4 Capital Expenditures ($13,277 million)** reported accurately?\n* Are the Q4 \"As Reported\" regional revenues accurate:\n * **United States**: $47,682 million?\n * **EMEA**: $27,707 million?\n * **APAC**: $15,648 million?\n * **Other Americas**: $5,432 million?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n" + ] +} diff --git a/economics/Alphabet_Investor_Relations/2024q4/generation_task/statistics.yaml b/economics/Alphabet_Investor_Relations/2024q4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..18ba093438be4847b976581ed9071bc90c9a0bdf --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Alphabet_Investor_Relations/2024q4 +category: economics +input_metrics: + total_input_tokens: 7621 + generation_prompt_tokens: 2021 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 7 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/economics/Alphabet_Investor_Relations/2024q4/material.pdf b/economics/Alphabet_Investor_Relations/2024q4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..887a869c657b13b4e49895272f5fdf694b1c5401 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2024q4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f6779037aa896d961bd14fa415eff46d56213407b9a6f78b4ddf86faab8697b8 +size 148726 diff --git a/economics/Alphabet_Investor_Relations/2025q1/generation_task/instructions.md b/economics/Alphabet_Investor_Relations/2025q1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..658d7fa15ecc8cf6bf55029664d5bc523f7ca81c --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q1/generation_task/instructions.md @@ -0,0 +1,115 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Alphabet Inc. First Quarter 2025 Results", the announcement date "April 24, 2025", and a sub-header focusing on "Full-Stack AI Innovation and Robust Momentum." +* **Executive Summary**: A high-level list of key figures: Revenues ($90.2 billion), Operating Income ($30.6 billion), Net Income ($34.5 billion), and Diluted EPS ($2.81). +* **Growth Performance**: Highlight the 12% revenue increase (14% in constant currency) and the significant 46% surge in net income. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Sundar Pichai’s statement on the "unique full stack approach to AI" and the excitement around the "Gemini 2.5" rollout. Include Philipp Schindler’s perspective on AI-driven transformation in the advertising ecosystem. +* **Strategic Narrative**: Summarize how Alphabet is translating AI breakthroughs into performance gains and expansion across Search, YouTube, and Cloud. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the $90.2B revenue and $30.6B operating income (up 20% YoY) against the Q1 2024 results. +* **Margin Expansion**: Detail the expansion of the operating margin to 34% (up from 32%), reflecting continued operational discipline and business scale. +* **Capital Allocation & Dividends**: Highlight the 5% increase in the quarterly cash dividend to $0.21 per share and the commitment to the ongoing share repurchase program. + +### 4. Segment Performance +* **Google Services**: Total revenue of $77.3 billion (up 10%). Break down the double-digit growth across: + * Google Search & other ($52.2B) + * YouTube ads ($8.9B) + * Google Subscriptions, platforms, and devices ($16.2B). +* **Google Cloud**: Revenue of $12.3 billion (up 28%). Focus on the operating income of $1.5 billion and the role of Gemini in driving GCP adoption across AI Infrastructure and solutions. +* **Other Bets**: Report revenues of $475 million and the operating loss of $1.1 billion as the company continues to invest in long-term innovations. + +### 5. Operational Highlights & AI Progress +* **Gemini 2.5 Breakthrough**: Highlight the rollout of the most intelligent AI model to date and its impact on performance and product integration. +* **Cost Base Engineering**: Mention the ongoing efforts to durably re-engineer the cost base to create investment capacity for the highest growth opportunities. +* **Workforce Update**: Note the headcount of 182,501, showing stable organizational management while scaling AI capabilities. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements & Risks**: A summary slide addressing risks: intense competition, AI model development cycles, regulatory landscapes, and global economic factors. +* **Investor Resources**: Provide links to the Alphabet Investor Relations website and information for accessing the quarterly earnings call replay. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Alphabet_Investor_Relations/2025q1/generation_task/judge_prompt.json b/economics/Alphabet_Investor_Relations/2025q1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ce3bb93d62eca7681e7d1b13801f5ec9e851b155 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q1/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Alphabet Inc.\n* Fiscal period: Quarter ended March 31, 2025 (Q1 2025)\n* Announcement date: April 24, 2025\n* A short sentiment sub-header summarizing overall performance (e.g., “Alphabet Announces First Quarter 2025 Results”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenues: $90.2 billion, Operating Income: $30.6 billion)\n* Include Net Income ($34.6 billion) and Diluted EPS ($2.81)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (12% reported vs 14% constant currency)\n* Include Operating Margin expansion details (expanded to 34% from 32% in the prior year)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Sundar Pichai (on the unique full stack approach to AI and the rollout of Gemini 2.5)\n* Include commentary from Anat Ashkenazi (on delivering healthy growth and continuing to durably re-engineer the cost base)\n* Attribute quotes clearly to the speaker\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., double-digit growth in Search, YouTube, Subscriptions, and Cloud)\n* The strategic focus on AI innovation (Gemini 2.5) and creating investment capacity through operational discipline\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenues ($90.2 billion)\n* Operating Income ($30.6 billion)\n* Net Income ($34.6 billion)\n* Diluted EPS ($2.12)\n* Comparison with the first quarter of 2024\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" revenues\n* References to Free Cash Flow ($14.9 billion) and its reconciliation\n* Clear labeling of non-GAAP measures used to evaluate business trends\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is the updated capital return policy explicitly covered?**\n\nThe slides should mention:\n\n* The 5% increase in the quarterly cash dividend to $0.21 per share\n* Total share repurchases during the quarter ($15.0 billion)\n* Dividend payment date (June 16, 2025) and record date\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all major business segments?**\n\nThe slides should separately cover:\n\n* Google Services ($77.3 billion)\n* Google Cloud ($12.3 billion)\n* Other Bets ($310 million)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and operating income figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Operating income or loss (e.g., Google Cloud profit of $1.5 billion, up from $0.9 billion)\n* Comparison to the prior year's first quarter\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level revenue highlights within Google Services listed?**\n\nExpected coverage includes:\n\n* Google Search & other ($51.3 billion)\n* YouTube ads ($9.0 billion)\n* Google Network ($7.2 billion)\n* Google subscriptions, platforms, and devices ($9.8 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing operational efficiency or headcount?**\n\nThis slide should:\n\n* Reflect the current headcount (182,311 employees)\n* Mention the ongoing commitment to durably re-engineer the cost base\n* Reference the organizational focus on model performance breakthroughs (Gemini 2.5)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is the focus on Full Stack AI and Infrastructure explicitly mentioned?**\n\nThe content should:\n\n* Reference the \"unique full stack approach to AI\"\n* Mention GCP growth across AI Infrastructure, Generative AI Solutions, and core products\n* Note breakthroughs in model intelligence and performance\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what focus areas are missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that the release contains forward-looking statements subject to risks and uncertainties\n* Reference the company's SEC filings (Form 10-K and 10-Q) for detailed risk factors\n* Caution that actual results may differ materially from expectations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and resource information?**\n\nThe slide should include:\n\n* Link to the investor relations website (abc.xyz/investor)\n* Contact details for Investor Relations and Media\n* Details about the earnings webcast replay availability\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide and Period Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Alphabet Inc.**)?\n * Fiscal period (**First Quarter 2025**)?\n * Date (**April 24, 2025**)?\n* Is the sub-header sentiment (e.g., \"robust momentum\" and \"full stack approach to AI\") consistent with Sundar Pichai’s opening remarks?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.2.1 Core Performance Metrics**\n\n* Are the reported Q1 top-line figures (**Revenues $90,234 million, Operating income $30,551 million, Net income $34,472 million**) numerically correct?\n* Are year-over-year growth percentages stated exactly as in the release:\n * **Revenues up 12%** (or 14% in constant currency)?\n * **Operating income up 20%**?\n * **Net income up 46%**?\n* Is the **Operating Margin (34%)** and its expansion of **2 percentage points** (vs 32% in Q1 2024) correctly reported?\n* Is the **Diluted EPS ($2.81)** and its **49% increase** (vs $1.89 in Q1 2024) stated accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.3.1 CEO Strategic Insights**\n\n* Are quotes attributed correctly to **Sundar Pichai**?\n* Do the statements accurately reflect:\n * The rollout of **Gemini 2.5**, described as the \"most intelligent AI model\"?\n * The mention of AI-driven tools like **AI Overviews** and **Circle to Search** continuing to scale?\n * The description of Alphabet's **\"unique full stack approach to AI\"**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.4.1 Services Revenue Streams**\n\n* Is total **Google Services** revenue reported as **$77,322 million** (up 10%)?\n* Are the sub-category revenues for Q1 accurate:\n * **Google Search & other**: $50,911 million?\n * **YouTube ads**: $8,995 million?\n * **Google Network**: $7,314 million?\n * **Google subscriptions, platforms, and devices**: $10,102 million?\n* Is the segment operating income of **$32,386 million** (up 16%) correctly reported?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.5.1 Cloud Growth and Infrastructure**\n\n* Is **Google Cloud** revenue reported as **$12,258 million**?\n* Is the year-over-year growth rate of **28%** (driven by core GCP, AI Infrastructure, and GenAI Solutions) accurate?\n* Is the segment operating income of **$1,607 million** reported correctly, showing growth from $900 million in Q1 2024?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.6.1 Shareholder Returns**\n\n* Does the slide accurately mention the **5% increase to the dividend**?\n* Is the new quarterly cash dividend of **$0.21 per share** (to be paid on June 16, 2025) correctly stated?\n* Is the total **Capital Expenditures ($12,472 million)** for Q1 2025 reported accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.7.1 Workforce and Regional Revenues**\n\n* Is the total **Number of employees (181,213)** as of March 31, 2025, correctly stated?\n* Are the regional \"As Reported\" revenues accurate:\n * **United States**: $43,964 million?\n * **EMEA**: $25,923 million?\n * **APAC**: $14,854 million?\n * **Other Americas**: $5,233 million?\n* Does the slide specify the URL for investor relations (**www.abc.xyz/investor**)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n" + ] +} diff --git a/economics/Alphabet_Investor_Relations/2025q1/generation_task/statistics.yaml b/economics/Alphabet_Investor_Relations/2025q1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec540aef13dd05d1ea9e15fc110660ea4e3fa863 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Alphabet_Investor_Relations/2025q1 +category: economics +input_metrics: + total_input_tokens: 7591 + generation_prompt_tokens: 1991 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 7 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/economics/Alphabet_Investor_Relations/2025q1/material.pdf b/economics/Alphabet_Investor_Relations/2025q1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..95d29b3a65f8a4e7b76da2073f69048719a3facf --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0cb10728b1ba3854df33d0c11a8f398673551e5b5eb39183c2bf045efe96e2f4 +size 129846 diff --git a/economics/Alphabet_Investor_Relations/2025q2/generation_task/instructions.md b/economics/Alphabet_Investor_Relations/2025q2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ca83094d0371fe5479c852975f4bbe51107e4612 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q2/generation_task/instructions.md @@ -0,0 +1,115 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Alphabet Inc. Second Quarter 2025 Results", the announcement date "July 23, 2025", and a sub-header focusing on "Robust Momentum and AI Leadership Across the Business." +* **Executive Summary**: A high-level list of key figures: Revenues ($96.4 billion), Operating Income ($31.3 billion), Net Income ($23.1 billion), and Diluted EPS ($2.31). +* **Growth Performance**: Highlight the 14% year-over-year revenue increase (13% in constant currency) and the strong operating margin of 32.4%. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Sundar Pichai’s statement on "leading at the frontier of AI and shipping at an incredible pace." Include the highlight that Search, YouTube, and Cloud all delivered double-digit revenue growth. +* **Strategic Narrative**: Summarize how AI is positively impacting every part of the business, driving momentum in consumer products and enterprise solutions alike. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the $96.4B revenue and $31.3B operating income (up 14% YoY) against the Q2 2024 results. +* **Margin & Efficiency**: Discuss the 32.4% operating margin, noting that it benefited from revenue growth and expense efficiencies, partially offset by a legal settlement charge. +* **Capital Allocation**: Mention the quarterly cash dividend of $0.21 per share and the ongoing commitment to shareholder returns through share repurchases. + +### 4. Segment Performance +* **Google Services**: Total revenue of $82.5 billion (up 12%). Break down the robust performance across: + * Google Search & other ($54.1B) + * YouTube ads ($9.7B) + * Google Subscriptions, platforms, and devices ($18.7B). +* **Google Cloud**: Revenue of $13.6 billion (up 32%). Highlight the operating income of $1.7 billion and the role of AI Infrastructure and Generative AI Solutions in driving GCP growth. +* **Other Bets**: Report revenues of $447 million and the operating loss of $1.1 billion as the company continues to invest in frontier technologies. + +### 5. Operational Highlights & AI Impact +* **Product Shipping Velocity**: Highlight the "incredible pace" of shipping AI-powered features and products to users and partners. +* **Legal Settlement Note**: Briefly mention the charge related to a settlement in principle of certain legal matters as reflected in the Q2 expenses. +* **Workforce Management**: Note the headcount of 182,125, reflecting a disciplined approach to organizational growth while prioritizing AI talent. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements & Risks**: A summary slide addressing risks: intense competition, AI investment cycles, legal and regulatory matters, and macroeconomic factors. +* **Investor Resources**: Provide links to the Alphabet Investor Relations website and information for accessing the quarterly earnings call replay and supplementary materials. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Alphabet_Investor_Relations/2025q2/generation_task/judge_prompt.json b/economics/Alphabet_Investor_Relations/2025q2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..22934e19d3057b821453a72fc0597839da020e82 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q2/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Alphabet Inc.\n* Fiscal period: Quarter ended June 30, 2025 (Q2 2025)\n* Announcement date: July 23, 2025\n* A short sentiment sub-header summarizing overall performance (e.g., “Alphabet Announces Second Quarter 2025 Results”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenues: $96.4 billion, Operating Income: $31.3 billion)\n* Include Net Income ($28.0 billion) and Diluted EPS ($2.31)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (14% reported vs 13% constant currency)\n* Include Operating Margin details (32.4%, noting the impact of strong revenue and expense efficiencies)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Sundar Pichai (on the standout quarter, leading at the frontier of AI, and shipping at an incredible pace)\n* Include commentary from Anat Ashkenazi (on delivering robust revenue growth and the commitment to create investment capacity)\n* Attribute quotes clearly to the speaker\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., AI positively impacting every part of the business and driving strong momentum)\n* The strategic focus on durable cost re-engineering and investments in AI infrastructure and talent\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenues ($96.4 billion)\n* Operating Income ($31.3 billion)\n* Net Income ($28.0 billion)\n* Diluted EPS ($2.31)\n* Comparison with the second quarter of 2024\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" revenues\n* References to Free Cash Flow ($12.8 billion) and its reconciliation\n* Disclosure of any specific charges (e.g., the settlement in principle of certain legal matters mentioned in the release)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* The quarterly cash dividend of $0.21 per share paid on June 16, 2025\n* Total share repurchases during the quarter ($15.8 billion)\n* Any announced future dividends or repurchase authorizations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all major business segments?**\n\nThe slides should separately cover:\n\n* Google Services ($82.5 billion)\n* Google Cloud ($13.6 billion, highlighting the 32% growth)\n* Other Bets ($385 million)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and operating income figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Operating income or loss (e.g., Google Cloud profit of $1.7 billion, up from $1.2 billion)\n* Comparison to the prior year's second quarter\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level revenue highlights within Google Services listed?**\n\nExpected coverage includes:\n\n* Google Search & other ($54.2 billion)\n* YouTube ads ($9.7 billion)\n* Google Network ($7.4 billion)\n* Google subscriptions, platforms, and devices ($11.2 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing operational efficiency or headcount?**\n\nThis slide should:\n\n* Reflect the current headcount (181,745 employees)\n* Mention the \"continued efficiencies in the expense base\"\n* Note the impact of the legal settlement charge on operating margins\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is the focus on AI innovation and integration explicitly mentioned?**\n\nThe content should:\n\n* Reference the impact of AI across Search (e.g., AI Overviews) and Cloud\n* Mention the pace of shipping and leadership at the frontier of AI\n* Note growth in Google Cloud Platform (GCP) across AI Infrastructure and Generative AI Solutions\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what focus areas are missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that the release contains forward-looking statements subject to risks and uncertainties\n* Reference the company's SEC filings (Form 10-K and 10-Q) for detailed risk factors\n* Caution that actual results may differ materially from expectations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and resource information?**\n\nThe slide should include:\n\n* Link to the investor relations website (abc.xyz/investor)\n* Contact details for Investor Relations and Media\n* Information regarding the replay of the earnings webcast\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide and Period Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Alphabet Inc.**)?\n * Fiscal period (**Second Quarter 2025**)?\n * Date (**July 23, 2025**)?\n* Is the sub-header sentiment (e.g., \"standout quarter\" and \"leading at the frontier of AI\") consistent with Sundar Pichai’s opening remarks?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.2.1 Core Performance Metrics**\n\n* Are the reported Q2 top-line figures (**Revenues $96,428 million, Operating income $31,235 million, Net income $28,154 million**) numerically correct?\n* Are year-over-year growth percentages stated exactly as in the release:\n * **Revenues up 14%** (or 13% in constant currency)?\n * **Operating income up 14%**?\n * **Net income up 19%**?\n* Is the **Operating Margin (32.4%)** correctly reported?\n* Is the **Diluted EPS ($2.31)** and its **22% increase** (vs $1.89 in Q2 2024) stated accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.3.1 Product Innovation and AI Impact**\n\n* Are quotes attributed correctly to **Sundar Pichai**?\n* Do the statements accurately reflect:\n * AI is \"positively impacting every part of the business\"?\n * **Search** delivering double-digit revenue growth?\n * **YouTube** combined ads and subscription revenues reaching a **$60 billion annual run rate**?\n * The focus on **shipping at an incredible pace** at the frontier of AI?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.4.1 Services Revenue Breakdown**\n\n* Is total **Google Services** revenue reported as **$82,538 million** (up 12%)?\n* Are the sub-category revenues for Q2 accurate:\n * **Google Search & other**: $54,183 million?\n * **YouTube ads**: $9,752 million?\n * **Google Network**: $7,314 million?\n * **Google subscriptions, platforms, and devices**: $11,289 million?\n* Is the segment operating income of **$33,485 million** (up 13%) correctly reported?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.5.1 Cloud Performance Highlights**\n\n* Is **Google Cloud** revenue reported as **$13,640 million**?\n* Is the year-over-year growth rate of **32%** (driven by core GCP, AI Infrastructure, and GenAI Solutions) accurate?\n* Is the segment operating income of **$2,166 million** reported correctly, reflecting an increase from $1,174 million in Q2 2024?\n* Does the slide note the continued expansion of Cloud's operating margin?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.6.1 Cost Base and One-time Charges**\n\n* Does the slide mention that the operating margin was \"partially offset by a **charge related to a settlement in principle of certain legal matters**\"?\n* Is the total **Capital Expenditures ($13,546 million)** for Q2 2025 reported accurately?\n* Does it reflect the ongoing work to **durably re-engineer the cost base** as mentioned by Anat Ashkenazi?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.7.1 Workforce and Geographic Performance**\n\n* Is the total **Number of employees (182,345)** as of June 30, 2025, correctly stated?\n* Are the regional \"As Reported\" revenues accurate:\n * **United States**: $46,063 million?\n * **EMEA**: $28,262 million?\n * **APAC**: $16,480 million?\n * **Other Americas**: $5,735 million?\n* Does the slide specify the URL for investor relations (**www.abc.xyz/investor**)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n" + ] +} diff --git a/economics/Alphabet_Investor_Relations/2025q2/generation_task/statistics.yaml b/economics/Alphabet_Investor_Relations/2025q2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..55d2efe555e464b0bdf491cd04d587cfbfab836e --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Alphabet_Investor_Relations/2025q2 +category: economics +input_metrics: + total_input_tokens: 7582 + generation_prompt_tokens: 1982 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 7 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/economics/Alphabet_Investor_Relations/2025q2/material.pdf b/economics/Alphabet_Investor_Relations/2025q2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..04cb64fd8ec8fe78b9d7a338aa74558a0b369068 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3581be042fcbda6ea71185d5aef47458ce3a56cf6b16022d61a997d1807a4de5 +size 130578 diff --git a/economics/Alphabet_Investor_Relations/2025q3/generation_task/instructions.md b/economics/Alphabet_Investor_Relations/2025q3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..4a8d2bec4d292163cfb2c0ba2aee3524618a4777 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q3/generation_task/instructions.md @@ -0,0 +1,116 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Alphabet Inc. Third Quarter 2025 Results", the announcement date "October 29, 2025", and a sub-header focusing on "Historic Revenue Milestone and Broad-Based AI Momentum." +* **Executive Summary**: A high-level list of key figures: Revenues ($102.3 billion), Operating Income ($31.2 billion), Net Income ($35.2 billion), and Diluted EPS ($2.87). +* **Growth Performance**: Highlight the 16% year-over-year revenue increase (15% in constant currency) and the 33% increase in net income. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Sundar Pichai’s statement on "leading at the frontier of AI" and the "double-digit growth" delivered across Search, YouTube, and Cloud. +* **Strategic Narrative**: Summarize how the long-term focus on AI innovation is translating into deeper product adoption and scaled business outcomes. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the $102.3B revenue and $31.2B operating income against the Q3 2024 results. +* **Special Item (EC Fine)**: A dedicated section explaining the $3.5 billion charge related to the European Commission (EC) fine. Contrast the GAAP operating margin (30.5%) with the Non-GAAP margin (33.9% excluding the fine) to show underlying efficiency. +* **Other Income & Gains**: Note the $12.8 billion net gain, primarily from unrealized gains on non-marketable equity securities. +* **Capital Allocation**: Mention the quarterly cash dividend of $0.21 per share and the updated 2025 capital expenditure guidance of $51 billion to $53 billion. + +### 4. Segment Performance (All Double-Digit Growth) +* **Google Services**: Total revenue of $87.1 billion (up 14%). Break down the performance across: + * Google Search & other ($57.4B) + * YouTube ads ($10.2B) + * Google Subscriptions, platforms, and devices ($19.5B). +* **Google Cloud (Strong Scaling)**: Revenue of $15.2 billion (up 34%). Highlight the operating income of $2.4 billion, driven by AI Infrastructure and Generative AI Solutions. +* **Other Bets**: Report revenues of $505 million and the operating loss of $1.1 billion. + +### 5. Operational Highlights & CAPEX +* **Historical Milestone**: Emphasize that quarterly consolidated revenues surpassed $100 billion for the first time. +* **Investment in Infrastructure**: Highlight the expected 2025 CAPEX range ($51B-$53B) as a reflection of the massive demand from Cloud customers and AI development. +* **Workforce Management**: Note the headcount of 182,551, maintaining a stable and disciplined organizational structure. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements & Risks**: A summary slide addressing risks: intense competition, AI investment cycles, legal and regulatory matters (including the EC fine), and macroeconomic factors. +* **Investor Resources**: Provide links to the Alphabet Investor Relations website and information for accessing the quarterly earnings call replay. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Alphabet_Investor_Relations/2025q3/generation_task/judge_prompt.json b/economics/Alphabet_Investor_Relations/2025q3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7f5a582008906919c864a6caeb927a7b1fdde09c --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q3/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Alphabet Inc.\n* Fiscal period: Quarter ended September 30, 2025 (Q3 2025)\n* Announcement date: October 29, 2025\n* A short sentiment sub-header summarizing overall performance (e.g., “Alphabet Announces Third Quarter 2025 Results”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenues: $102.3 billion, Operating Income: $31.2 billion)\n* Include Net Income ($29.3 billion) and Diluted EPS ($2.87)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (16% reported vs 15% constant currency)\n* Include Operating Margin details (30.5% GAAP; 33.9% excluding the EC fine impact)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Sundar Pichai (on the Gemini-led innovation cycle and expanding the universe of what users can do)\n* Include commentary from Anat Ashkenazi (on delivering robust revenue growth and the commitment to durable cost re-engineering)\n* Attribute quotes clearly to the speaker\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., Search, YouTube, and Cloud each delivering double-digit growth)\n* The strategic focus on the \"Gemini Era\" and helping users/customers transition through AI innovation\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenues ($102.3 billion)\n* Operating Income ($31.2 billion)\n* Net Income ($29.3 billion)\n* Diluted EPS ($2.87)\n* Comparison with the third quarter of 2024\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures (including special charges) visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" revenues\n* Disclosure of the $3.5 billion charge related to the European Commission (EC) fine\n* Reconciliation of non-GAAP operating income and margin excluding the EC fine\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders and capital expenditure guidance explicitly covered?**\n\nThe slides should mention:\n\n* The quarterly cash dividend of $0.21 per share\n* Total share repurchases during the quarter ($15.1 billion)\n* Updated 2025 capital expenditures guidance ($91 billion to $93 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of capital allocation or guidance is missing.\n", + "\n**Is there a dedicated section covering all major business segments?**\n\nThe slides should separately cover:\n\n* Google Services ($87.1 billion)\n* Google Cloud ($15.2 billion, highlighting the 34% growth)\n* Other Bets ($392 million)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and operating income figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Operating income or loss (e.g., Google Cloud profit of $2.2 billion, up from $1.9 billion)\n* Comparison to the prior year's third quarter\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level revenue highlights within Google Services listed?**\n\nExpected coverage includes:\n\n* Google Search & other ($56.1 billion)\n* YouTube ads ($9.8 billion)\n* Google Network ($7.4 billion)\n* Google subscriptions, platforms, and devices ($13.8 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing operational efficiency or headcount?**\n\nThis slide should:\n\n* Reflect the current headcount (182,102 employees)\n* Mention the \"continued efficiencies in the expense base\"\n* Note the impact of the EC fine on consolidated operating margin\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is the focus on AI models and Cloud infrastructure explicitly mentioned?**\n\nThe content should:\n\n* Reference the rollout of Gemini models and Al feature expansion\n* Mention GCP growth across Al Infrastructure and Generative Al Solutions\n* Note the investments in technical infrastructure to support Cloud demand\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what focus areas are missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that the release contains forward-looking statements subject to risks and uncertainties\n* Reference the company's SEC filings (Form 10-K and 10-Q) for detailed risk factors\n* Caution that actual results may differ materially from expectations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and resource information?**\n\nThe slide should include:\n\n* Link to the investor relations website (abc.xyz/investor)\n* Contact details for Investor Relations and Media\n* Information regarding the replay of the earnings webcast\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide and Period Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Alphabet Inc.**)?\n * Fiscal period (**Third Quarter 2025**)?\n * Date (**October 29, 2025**)?\n* Is the sub-header sentiment (e.g., \"extraordinary performance\" and \"full scale of AI tools\") consistent with Sundar Pichai’s opening remarks?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.2.1 Core Performance Metrics (GAAP)**\n\n* Are the reported Q3 top-line figures (**Revenues $102,346 million, Operating income $31,191 million, Net income $35,015 million**) numerically correct?\n* Are year-over-year growth percentages stated exactly as in the release:\n * **Revenues up 16%** (surpassing $100 billion)?\n * **Operating income up 9%**?\n * **Net income up 33%**?\n* Is the **GAAP Operating Margin (30.5%)** correctly reported?\n* Is the **Diluted EPS ($2.87)** and its **35% increase** (vs $2.12 in Q3 2024) stated accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.3.1 Impact of the European Commission (EC) Fine**\n\n* Does the slide mention the **$3.5 billion charge** related to the European Commission (EC) fine?\n* Are the adjusted figures (excluding the fine) correctly stated:\n * **Operating income (excluding fine): $34,691 million** (up 22%)?\n * **Operating margin (excluding fine): 33.9%**?\n* Is the \"Other income\" net gain of **$12.8 billion** (primarily from net unrealized gains on non-marketable equity securities) accurately noted?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.4.1 Services Revenue Breakdown**\n\n* Is total **Google Services** revenue reported as **$87,090 million** (up 14%)?\n* Are the sub-category revenues for Q3 accurate:\n * **Google Search & other**: $57,112 million?\n * **YouTube ads**: $10,131 million?\n * **Google Network**: $7,341 million?\n * **Google subscriptions, platforms, and devices**: $12,506 million?\n* Is the segment operating income of **$36,086 million** (up 17%) correctly reported?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.5.1 Cloud Performance Highlights**\n\n* Is **Google Cloud** revenue reported as **$15,221 million**?\n* Is the year-over-year growth rate of **34%** (led by core products, AI Infrastructure, and GenAI Solutions) accurate?\n* Is the segment operating income of **$2,342 million** reported correctly, reflecting an increase from $1,947 million in Q3 2024?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.6.1 Capex Forecast for 2025**\n\n* Does the slide accurately report the new **2025 capital expenditures range of $91 billion to $93 billion**?\n* Is the Q3 2025 actual **Capital Expenditure ($12,398 million)** correctly stated?\n* Does it reflect that the increased outlook is driven by customer demand for Cloud and AI infrastructure?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.7.1 Workforce and Geographic Performance**\n\n* Is the total **Number of employees (180,945)** as of September 30, 2025, correctly stated?\n* Are the regional \"As Reported\" revenues for Q3 accurate:\n * **United States**: $48,758 million?\n * **EMEA**: $29,911 million?\n * **APAC**: $17,819 million?\n * **Other Americas**: $6,065 million?\n* Does the slide include the mandatory URL for investor relations (**www.abc.xyz/investor**)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n" + ] +} diff --git a/economics/Alphabet_Investor_Relations/2025q3/generation_task/statistics.yaml b/economics/Alphabet_Investor_Relations/2025q3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8f0a33581e2562030b4d06ad57ca86964e2f51e0 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Alphabet_Investor_Relations/2025q3 +category: economics +input_metrics: + total_input_tokens: 8186 + generation_prompt_tokens: 2026 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 7 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/economics/Alphabet_Investor_Relations/2025q3/material.pdf b/economics/Alphabet_Investor_Relations/2025q3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7d12eefd2a9cd3fab77a24059bca9d6a9b63fcd5 --- /dev/null +++ b/economics/Alphabet_Investor_Relations/2025q3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc759cd42f4b8b2935698e70dd21bb674cb10775bfda5f3990cda75f4c0428fd +size 144284 diff --git a/economics/JPMorgan_Chase/Earning1/generation_task/instructions.md b/economics/JPMorgan_Chase/Earning1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..5c3ccfeed7f1e1c9e9d7df69e47e543c89331889 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning1/generation_task/instructions.md @@ -0,0 +1,134 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (JPMorgan Chase & Co.), fiscal period (1Q20), date (April 14, 2020), and a sub-header summarizing the main sentiment (e.g., "Unprecedented Challenges & Fortress Strength"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Net Revenue (Managed), Net Income, and Earnings Per Share (EPS). Include the percentage change year-over-year. + +2. Leadership Context + + * **Management Commentary**: Select key quotes from Jamie Dimon regarding the "COVID-19 crisis," support for "healthcare workers and first responders," and the firm's role as a "port in the storm." + * **Purpose**: To provide the strategic narrative and humanitarian context driving the financial results. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Net Revenue, Noninterest Expense, Provision for Credit Losses, and Net Income compared to 1Q19 and 4Q19. + * *Requirement*: You must explicitly highlight the massive increase in **Provision for Credit Losses** ($8.3B). + + * **The "Reserve Build" Explanation**: A dedicated slide explaining the **$6.8 billion reserve build** and its specific impact on EPS ($1.66 decrease). + * *Requirement*: Explain the specific drivers mentioned (COVID-19 impact, oil prices) and additional specific drag factors like bridge book markdowns and CIB funding spread widening. + + * **Capital & Liquidity ("Fortress Principles")**: Detail the Balance Sheet strength. + * *Requirement*: Include Basel III CET1 ratios (Standardized vs Advanced), Total Liquidity Resources (over $1 trillion), and the suspension of share repurchases. + +4. Segment Performance + + * **Consumer & Community Banking (CCB)**: + * Show Net Revenue and Net Income (highlighting the 95% drop). + * List specific drivers: Reserve builds, deposit growth, and digital/branch operating status. + + * **Corporate & Investment Bank (CIB)**: + * Show Net Revenue and Net Income. + * List specific highlights: Record Markets revenue (up 32%), #1 ranking in Global IB fees, and credit adjustments. + + * **Commercial Banking (CB)**: + * Show Net Revenue and Net Income. + * List specific drivers: Reserve builds (Oil & Gas, Real Estate) and loan growth. + + * **Asset & Wealth Management (AWM)**: + * Show Net Revenue, Net Income, and AUM growth. + * List specific highlights: Liquidity flows and record client retention/support. + +5. Operational Highlights & COVID-19 Response + + * **Supporting Stakeholders**: Summarize the "Supported Consumers, Businesses & Communities" section. + * *Requirement*: Include specific metrics on credit extended (e.g., $63B for consumers, $8B for small businesses) and philanthropic commitments ($50M humanitarian aid). + * **Operational Resilience**: Mention the status of branches, ATMs, and remote work efforts. + +6. Closing & Disclaimers + + * **Forward-Looking Statements & Risks**: A summary slide noting that actual results may differ due to risks (specifically referencing the 2019 Form 10-K). + * **Contact & Replay Info**: List the investor relations contact (Jason Scott), media contact (Joseph Evangelisti), and the conference call details. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/JPMorgan_Chase/Earning1/generation_task/judge_prompt.json b/economics/JPMorgan_Chase/Earning1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..78e13d2398d0116d561f21a0ddf0e09d2fd59412 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning1/generation_task/judge_prompt.json @@ -0,0 +1,35 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**JPMorgan Chase & Co.**)\n* Fiscal period (**1Q20** or First Quarter 2020)\n* Announcement date (**April 14, 2020**)\n* A short sentiment sub-header summarizing the context (e.g., “Unprecedented Challenges & Fortress Strength”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures\n* Include **Net Revenue (Managed)**, **Net Income**, and **Earnings Per Share (EPS)**\n* Include year-over-year percentage changes\n* Mention the driver of earnings decline (e.g., Reserve Builds)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from **Jamie Dimon**\n* Cover themes such as the \"COVID-19 crisis,\" support for \"healthcare workers,\" or acting as a \"port in the storm\"\n* Attribute quotes clearly to the speaker\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the CEO's perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or humanitarian purpose?**\n\nThe slide should frame:\n\n* The firm's commitment to supporting clients and communities during the crisis\n* The strategic rationale for the reserve builds (recession preparedness)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Net Revenue\n* Noninterest Expense\n* **Provision for Credit Losses** (explicitly highlighting the increase)\n* Net Income\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Is there a dedicated slide explaining the \"Reserve Build\"?**\n\nThis slide should:\n\n* Explicitly mention the **$6.8 billion** reserve build\n* Explain the impact on EPS (e.g., $1.66 decrease)\n* Mention specific drivers like COVID-19 and oil prices\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the reserve build explanation is missing or insufficient.\n", + "\n**Is the \"Fortress Principles\" or Capital/Liquidity strength explicitly covered?**\n\nThe slides should mention:\n\n* **CET1 Capital Ratios** (Standardized vs Advanced)\n* **Total Liquidity Resources** (over $1 trillion)\n* The suspension of share repurchases\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of balance sheet strength is missing.\n", + "\n**Is there a dedicated section covering all four business segments?**\n\nThe slides should separately cover:\n\n* Consumer & Community Banking (CCB)\n* Corporate & Investment Bank (CIB)\n* Commercial Banking (CB)\n* Asset & Wealth Management (AWM)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and net income figures presented?**\n\nEach segment should include:\n\n* Net Revenue\n* Net Income\n* Year-over-year changes (percentage or absolute)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key segment-specific highlights listed?**\n\nExpected coverage includes:\n\n* **CCB**: Reserve builds impact, deposit growth\n* **CIB**: Record Markets revenue, Investment Banking ranking\n* **CB**: Reserve builds (Oil & Gas), loan growth\n* **AWM**: AUM growth, liquidity flows\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which operational highlights are omitted.\n", + "\n**Is there a slide summarizing the support for stakeholders (Consumers, Businesses & Communities)?**\n\nThis slide should:\n\n* Mention credit extended (e.g., $63B for consumers, $8B for small businesses)\n* Mention philanthropic commitments ($50M)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what stakeholder support context is missing.\n", + "\n**Is operational resilience explicitly acknowledged?**\n\nThe content should:\n\n* Mention the status of branches, ATMs, or remote work/call centers\n* Avoid adding metrics not stated in the release (e.g., exact number of employees working from home unless specified)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether operational status is missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* Clearly state that actual results may differ\n* Reference the **2019 Form 10-K**\n* Maintain a neutral, disclaimer-style tone\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and conference call information?**\n\nThe slide should include:\n\n* Investor Relations contact (**Jason Scott**)\n* Media contact (**Joseph Evangelisti**)\n* Conference call details (numbers/webcast)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which contact information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & COVID-19 Response\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**JPMorgan Chase & Co.**)?\n * Fiscal period (**1Q20**)?\n * Date (**April 14, 2020**)?\n* Is the sub-header sentiment consistent with the tone of the press release (challenging environment but strong foundation)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Net Income $2.9B**, **EPS $0.78**) numerically correct?\n* Is the **Managed Revenue ($29.1B)** correctly cited vs Reported Revenue ($28.3B) if distinguished?\n* Is the Net Income decline (down 69%) stated accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Jamie Dimon Quotes**\n\n* Are quotes attributed correctly to **Jamie Dimon**?\n* Do the quoted statements accurately reflect his comments on:\n * The **COVID-19 crisis** impact on communities?\n * The firm being a **\"port in the storm\"**?\n * The decision to build **credit reserves** given the likelihood of recession?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Accuracy**\n\n* Are the following figures correctly reported for 1Q20:\n * **Provision for Credit Losses: $8.3 billion**?\n * **Noninterest Expense: $16.9 billion**?\n * **Net Revenue: $29.1 billion** (Managed)?\n* Is the comparison to 1Q19 and 4Q19 accurate based on the \"Results for JPM\" table?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Reserve Build & EPS Impact**\n\n* Is the **Reserve Build** correctly stated as **$6.8 billion**?\n* Is the **EPS impact** of the reserve build correctly stated as a **$1.66 decrease**?\n* Are other significant items (e.g., bridge book markdowns, funding spread widening) correctly quantified if mentioned?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Capital & Liquidity**\n\n* Are the **CET1 Capital Ratios** (Std. 11.5%; Adv. 12.3%) correct?\n* Is the **Total Liquidity Resources** figure (> $1 trillion) accurate?\n* Is the suspension of share repurchases through 2020 correctly noted?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Consumer & Community Banking (CCB)**\n\n* Is Net Income reported as **$191 million** (down 95%)?\n* Is the Provision for Credit Losses stated as **$5.8 billion**?\n* Are the drivers (Deposit growth, Digital adoption, Reserve builds) consistent with the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Corporate & Investment Bank (CIB)**\n\n* Is Net Income reported as **$2.0 billion**?\n* Is Total Markets revenue growth (**up 32%**) and Fixed Income growth (**up 34%**) accurate?\n* Is the **#1 ranking** for Global Investment Banking fees mentioned correctly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 Commercial Banking (CB)**\n\n* Is Net Income reported as **$147 million** (down 86%)?\n* Is the Provision for Credit Losses (**$1.0 billion**) correctly attributed to COVID-19 and Oil & Gas?\n* Is the decline in Investment Banking revenue within CB (down 16%) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.4 Asset & Wealth Management (AWM)**\n\n* Is Net Income reported as **$664 million** (flat YoY)?\n* Is **Assets Under Management (AUM)** growth (up 7% to $2.2 trillion) accurate?\n* Are liquidity flows ($75 billion) correctly cited?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Support Metrics**\n\n* Are the credit extension figures accurate:\n * **$63 billion** for consumers?\n * **$8 billion** for U.S. small businesses?\n * **$213 billion** for corporations?\n* Is the philanthropic commitment (**$50 million**) correctly stated?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Does the slide avoid adding numerical forecasts or guidance not present in the press release?\n* Are the disclaimer statements consistent with the standard language used in the release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Contact Information**\n\n* Are the contact names (**Jason Scott**, **Joseph Evangelisti**) and phone numbers correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations not present in the press release?\n* specifically, verify that no outside data regarding COVID-19 infection rates or subsequent quarters' performance is included.\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **yes** (it passes the check).\n* If the slide includes content not found in the source, answer **no**.\n" + ] +} diff --git a/economics/JPMorgan_Chase/Earning1/generation_task/statistics.yaml b/economics/JPMorgan_Chase/Earning1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6ea084d3b7e3ed0a954486d1ab45e98feab01588 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/JPMorgan_Chase/Earning1 +category: economics +input_metrics: + total_input_tokens: 6540 + generation_prompt_tokens: 2060 + materials_total_tokens: 4480 + material_count: 1 + pdf_total_pages: 8 + file_details: + - name: material.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 29 + total_count: 59 diff --git a/economics/JPMorgan_Chase/Earning1/material.pdf b/economics/JPMorgan_Chase/Earning1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..11d6da63e44b80b9c1bc5c280bf25c321ac471e3 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3cbe10154333779a8eb7233450035a93b2e7191750ce923110dec1c5238f154c +size 1018496 diff --git a/economics/JPMorgan_Chase/Earning2/generation_task/instructions.md b/economics/JPMorgan_Chase/Earning2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..782ce1f72c5fed7053504e35074c2179c9500e6c --- /dev/null +++ b/economics/JPMorgan_Chase/Earning2/generation_task/instructions.md @@ -0,0 +1,132 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (JPMorgan Chase & Co.), period (2Q20), date (July 14, 2020), and a sub-header summarizing the main theme (e.g., "Resilient Performance Amidst Global Pandemic" or "Fortress Balance Sheet Strength"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Net Income ($4.7B), Earnings Per Share ($1.38), and Managed Revenue ($33.8B). Explicitly mention the **$10.5 billion in credit costs** (including the $8.9 billion reserve build) as the primary driver for net income decline. + +2. Leadership Context + + * **Management Commentary**: Select key quotes from Jamie Dimon regarding the "fortress balance sheet," "massive loss-absorbing capacity," and the dichotomy of "highest quarterly revenue ever" despite the difficult circumstances. + * **Strategic Outlook**: Summarize Dimon's comments on the future economic uncertainty and the commitment to the dividend (unless the situation deteriorates materially). + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Managed Revenue, Noninterest Expense, Provision for Credit Losses, and Net Income compared to 2Q19 and 1Q20. + * *Requirement*: Highlight the 51% drop in Net Income year-over-year alongside the 15% increase in Revenue. + * **The "Credit Reserve" Explanation**: A dedicated slide explaining the **$8.9 billion Firmwide reserve build** due to COVID-19. + * *Requirement*: Break down the impact on EPS ($2.19 decrease) and contrast it with the "Significant Items" that boosted EPS (Bridge book markups and Funding spread tightening). + * **Fortress Balance Sheet**: Detail the capital and liquidity metrics: CET1 Capital ($191 billion), Standardized/Advanced Ratios, and Total Liquidity Resources ($1.5 trillion). Mention the suspension of share repurchases. + +4. Segment Performance + + * **Consumer & Community Banking (CCB)**: + * Show Net Revenue and Net Income/Loss. + * Explain the **Net Loss** of $176 million driven by reserve builds. + * Highlight operational metrics: Average deposits (+20%), Home Lending revenue growth, and digital adoption trends. + + * **Corporate & Investment Bank (CIB)**: + * Show Net Revenue and Net Income growth (Net Income up 85%). + * Highlight the **Record Markets revenue** (+79%) and Investment Banking fees (+54%). + * Detail the specific strength in Fixed Income Markets (+99%). + + * **Commercial Banking (CB)**: + * Show Net Revenue and Net Income/Loss. + * Explain the Net Loss driven by reserve builds versus the growth in loans (+13%) and deposits (+41%). + + * **Asset & Wealth Management (AWM)**: + * Show Revenue and AUM growth. + * Highlight Assets Under Management (AUM) reaching $2.5 trillion (+15%) and net inflows. + +5. COVID-19 Response & Support + + * **Supporting the Economy**: Summarize the specific credit and capital raised ($1.2 trillion YTD). + * **Client Support Breakdown**: List specific figures for credit extended to consumers, small businesses ($28B via PPP), corporations, and non-profits/government entities. + +6. Closing & Disclaimers + + * **Forward-Looking Statements**: A summary slide noting that actual results may differ due to risks and uncertainties as detailed in the Form 10-K and 10-Q. + * **Contact & Replay Info**: List the investor and media contacts (Jason Scott, Joseph Evangelisti) and conference call details. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/JPMorgan_Chase/Earning2/generation_task/judge_prompt.json b/economics/JPMorgan_Chase/Earning2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f858c7d66986fb31aef1ded3d9a0863fd60e8f4b --- /dev/null +++ b/economics/JPMorgan_Chase/Earning2/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**JPMorgan Chase & Co.**)\n* Period (**2Q20**)\n* Announcement date (**July 14, 2020**)\n* A short sentiment sub-header summarizing the theme (e.g., “Resilient Performance” or “Fortress Balance Sheet”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures: Net Income ($4.7B), EPS ($1.38), and Managed Revenue ($33.8B)\n* Explicitly mention the **$10.5 billion in credit costs** (or the $8.9 billion reserve build) as the primary driver for net income decline\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from **Jamie Dimon**\n* Cover key concepts such as the \"fortress balance sheet,\" \"loss-absorbing capacity,\" or generating \"highest quarterly revenue ever\" despite circumstances\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary cover the strategic outlook and dividend?**\n\nThe slide should mention:\n\n* Uncertainty regarding the future economic path\n* The commitment to pay the dividend unless the economic situation deteriorates materially\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the strategic context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Managed Revenue\n* Noninterest Expense\n* Provision for Credit Losses\n* Net Income\n* Comparison to 2Q19 and/or 1Q20\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Is there a dedicated slide explaining the Credit Reserve Build?**\n\nThis slide should:\n\n* Explicitly state the **$8.9 billion Firmwide reserve build** due to COVID-19\n* Break down the impact on EPS (specifically the **$2.19 decrease**)\n* Contrast this with \"Significant Items\" that boosted EPS (Bridge book markups or Funding spread tightening)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the credit reserve explanation is missing or insufficiently detailed.\n", + "\n**Is the \"Fortress Balance Sheet\" and Capital Allocation explicitly covered?**\n\nThe slides should mention:\n\n* CET1 Capital ($191 billion) and Ratios\n* Total Liquidity Resources ($1.5 trillion)\n* The suspension of share repurchases\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of the balance sheet or capital allocation is missing.\n", + "\n**Is there a dedicated section covering all four business segments?**\n\nThe slides should separately cover:\n\n* Consumer & Community Banking (CCB)\n* Corporate & Investment Bank (CIB)\n* Commercial Banking (CB)\n* Asset & Wealth Management (AWM)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For CCB and CB, are the Net Losses and their drivers explained?**\n\nThe slides should:\n\n* Show the Net Loss for CCB ($176 million) and CB ($691 million)\n* Attribute these losses primarily to **reserve builds**\n* Mention positive operational metrics (e.g., deposit growth) despite the losses\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the net loss context is missing.\n", + "\n**For CIB, are the record revenues and specific growth drivers listed?**\n\nExpected coverage includes:\n\n* Record Markets revenue (+79%)\n* Fixed Income Markets strength (+99%)\n* Investment Banking fees growth (+54%)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which revenue drivers are omitted.\n", + "\n**Is there a slide summarizing the support provided to consumers and the economy?**\n\nThis slide should:\n\n* Mention the total credit and capital raised (**$1.2 trillion**)\n* Break down support for specific groups: Consumers, Small Businesses (specifically **PPP**), or Corporations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what support context is missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* Clearly state that actual results may differ due to risks\n* Reference the Form 10-K and 10-Q\n* Maintain a neutral, disclaimer-style tone\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and conference call information?**\n\nThe slide should include:\n\n* Investor Contact (**Jason Scott**)\n* Media Contact (**Joseph Evangelisti**)\n* Conference call/webcast details\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. COVID-19 Response & Support\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**JPMorgan Chase & Co.**)?\n * Period (**2Q20**)?\n * Date (**July 14, 2020**)?\n* Is the sub-header sentiment (e.g., “Resilient Performance”) consistent with the tone of the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 1, Financial Table*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Net Income $4.7B, EPS $1.38, Managed Revenue $33.8B**) numerically correct?\n* Is the **$10.5 billion** in firmwide credit costs (or **$8.9 billion** reserve build) clearly cited as the driver for the income drop?\n* Is the Net Income decline (-51%) or Revenue increase (+15%) stated correctly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 1, Financial Table*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Jamie Dimon Quotes**\n\n* Are quotes attributed correctly to **Jamie Dimon**?\n* Do the quoted statements accurately reflect his comments on:\n * The \"fortress balance sheet\"?\n * \"Massive loss-absorbing capacity\"?\n * The condition for dividend payments (\"unless the economic situation deteriorates materially\")?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement & Credit Reserves**\n\n* Are the following figures reported correctly:\n * Provision for credit losses: **$10.5 billion**?\n * Reserve build: **$8.9 billion**?\n * EPS impact of reserve build: **$2.19 decrease**?\n* Are the \"Significant Items\" (Bridge book markups +$0.17 EPS, Funding spread +$0.13 EPS) correctly stated?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 1, Significant Items*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Balance Sheet Metrics**\n\n* Are the capital and liquidity figures accurate:\n * CET1 Capital: **$191 billion**?\n * Total Liquidity Resources: **$1.5 trillion**?\n * Credit Reserves: **Over $34 billion**?\n* Is the suspension of share repurchases correctly noted (through end of 2Q20)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 1, Fortress Principles*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Consumer & Community Banking (CCB)**\n\n* Is the Net Loss of **$176 million** correctly reported?\n* Are key drivers accurate:\n * Average deposits: **Up 20%**?\n * Home Lending revenue: **Up 51%**?\n * Card sales volume: **Down 23%**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 3, CCB Table*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Corporate & Investment Bank (CIB)**\n\n* Is Net Income reported as **$5.5 billion** (up 85%)?\n* Are revenue growth figures accurate:\n * Markets Revenue: **Up 79%**?\n * Fixed Income Markets: **Up 99%**?\n * Investment Banking Fees: **Up 54%**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 4, CIB Table*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 Commercial Banking (CB) & AWM**\n\n* Is CB's Net Loss of **$691 million** reported?\n* Are CB loan growth (**+13%**) and deposit growth (**+41%**) correct?\n* Is AWM's Assets Under Management (AUM) reported as **$2.5 trillion** (up 15%)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 4/5*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Support Figures**\n\n* Is the total credit/capital raised figure (**$1.2 trillion**) accurate?\n* Are specific support figures correct:\n * **$28 billion** for PPP (Small Business Administration's Paycheck Protection Program)?\n * **$11 billion** for U.S. small businesses?\n * **$404 billion** for corporations?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 1, Supported Consumers*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Contacts**\n\n* Are the investor contact (**Jason Scott**) and media contact (**Joseph Evangelisti**) names and/or phone numbers correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations (e.g., external stock price movements, comparisons to competitors) not present in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/JPMorgan_Chase/Earning2/generation_task/statistics.yaml b/economics/JPMorgan_Chase/Earning2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..46afb0c40811e649634933a61838afbeb8c93025 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/JPMorgan_Chase/Earning2 +category: economics +input_metrics: + total_input_tokens: 6605 + generation_prompt_tokens: 2125 + materials_total_tokens: 4480 + material_count: 1 + pdf_total_pages: 8 + file_details: + - name: material.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 14 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/economics/JPMorgan_Chase/Earning2/material.pdf b/economics/JPMorgan_Chase/Earning2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..feb7f467cf8781da963f960dd98aac488b41ff9f --- /dev/null +++ b/economics/JPMorgan_Chase/Earning2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:606e8204383f7c39321aaef8f95a00bcb4bfafbe265a47bf32ab4d13453558f6 +size 981404 diff --git a/economics/JPMorgan_Chase/Earning3/generation_task/instructions.md b/economics/JPMorgan_Chase/Earning3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..df99ec43d440b10e6720ed8d94b1e67a6b369706 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning3/generation_task/instructions.md @@ -0,0 +1,126 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + +* **Title Slide**: Must include the company name (JPMorgan Chase & Co.), fiscal period (3Q21), date (October 13, 2021), and a sub-header summarizing the main sentiment (e.g., "Strong Results Amid Economic Growth"). +* **Executive Summary**: A high-level bulleted list of the top-line figures: Net Income, Earnings Per Share (EPS), and Revenue (Reported vs Managed). Include the Reserve Release impact. + +2. Leadership Context + +* **Management Commentary**: Select key quotes from Jamie Dimon regarding "economic growth," the "Delta variant/supply chain," and the nature of the "credit reserve releases" (specifically that they are not considered core/recurring profits). +* **Purpose**: To provide the strategic narrative driving the financial results and caution regarding volatility. + +3. Financial Deep Dive + +* **Income Statement Highlights**: A detailed comparison of Net Revenue (Managed), Noninterest Expense, Provision for Credit Losses, and Net Income compared to 3Q20. +* **Significant Items (Non-Core)**: A dedicated slide explaining the **$2.1 billion net credit reserve release** and the **$566 million income tax benefit**. +* **Requirement**: Explicitly state the EPS impact of these items ($0.52 and $0.19 respectively) and present the "Excluding significant items" Net Income ($9.6B) to prevent audience misinterpretation of core earnings. +* **Capital & Fortress Principles**: Detail the return of capital (Dividends of $3.0B, Net Repurchases of $5.0B) and key capital ratios (Basel III CET1, SLR). + +4. Segment Performance + + * **Consumer & Community Banking (CCB)**: + * Show Net Revenue and Net Income changes. + * Highlight specific drivers: Debit/Credit card sales volume (+26%), Home Lending originations, and the impact of lower card balances. + * **Corporate & Investment Bank (CIB)**: + * Show Net Revenue and Net Income changes. + * List specific highlights: #1 Ranking in Global IB fees, IB revenue growth (+45%), and Markets revenue decline (-5%) due to Fixed Income normalization. + * **Commercial Banking (CB)**: + * Show Net Revenue and Net Income changes. + * Highlight record Gross IB revenue and trends in loan demand (Commercial Real Estate). + * **Asset & Wealth Management (AWM)**: + * Show Net Revenue and Net Income changes. + * Highlight Assets Under Management (AUM) growth to $3.0 trillion and loan growth. + +5. Operational Highlights & Community Support + + * **Business Expansion**: Summarize the statement regarding branch expansion (first bank in all lower 48 states) and international digital retail launch (U.K.). + * **Community Impact**: List metrics on credit and capital raised ($2.4 trillion YTD), including specific figures for consumers, small businesses, and corporations. + +6. Closing & Disclaimers + + * **Forward-Looking Statements & Risks**: A summary slide noting that actual results may differ due to risks. + * **Contact & Replay Info**: List the investor relations contact (Reggie Chambers) and media contact (Trish Wexler), along with conference call details. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/JPMorgan_Chase/Earning3/generation_task/judge_prompt.json b/economics/JPMorgan_Chase/Earning3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..50b856083cec0cd94c3fa4c3390ccc10ece9bce0 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning3/generation_task/judge_prompt.json @@ -0,0 +1,33 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**JPMorgan Chase & Co.**)\n* Fiscal period (**3Q21**)\n* Announcement date (**October 13, 2021**)\n* A short sentiment sub-header summarizing the main sentiment (e.g., \"Strong Results Amid Economic Growth\")\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures\n* Include Net Income and Earnings Per Share (EPS)\n* Include Revenue (specifically mentioning Reported vs. Managed)\n* Mention the impact of the Reserve Release\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Jamie Dimon\n* Cover topics regarding \"economic growth,\" the \"Delta variant/supply chain,\" or \"credit reserve releases\"\n* Attribute quotes clearly to the CEO\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* The caution regarding \"scenario-driven releases\" not being core/recurring profits\n* The context of the improving economic outlook despite dampening effects\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Net Revenue (Managed)\n* Noninterest Expense\n* Provision for Credit Losses\n* Net Income\n* Comparison with 3Q20\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Is there a dedicated slide explaining the \"Significant Items\" (Reserve Release & Tax Benefit)?**\n\nThis slide should:\n\n* Detail the **$2.1 billion net credit reserve release**\n* Detail the **$566 million income tax benefit**\n* Explicitly state the EPS impact of these items\n* Present \"Excluding significant items\" Net Income to prevent misinterpretation\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the significant items are missing or insufficiently explained.\n", + "\n**Is capital return to shareholders and \"Fortress Principles\" explicitly covered?**\n\nThe slides should mention:\n\n* Dividends\n* Net Repurchases\n* Basel III CET1 Capital/Ratio and SLR (Supplementary Leverage Ratio)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all four business segments?**\n\nThe slides should separately cover:\n\n* Consumer & Community Banking (CCB)\n* Corporate & Investment Bank (CIB)\n* Commercial Banking (CB)\n* Asset & Wealth Management (AWM)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and net income figures presented?**\n\nEach segment should include:\n\n* Net Revenue\n* Net Income\n* Year-over-year changes or growth trends\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key segment-specific highlights listed?**\n\nExpected coverage includes:\n\n* Debit/Credit card sales volume (CCB)\n* Global IB fees ranking and Markets revenue breakdown (CIB)\n* Gross IB revenue and Commercial Real Estate trends (CB)\n* Assets Under Management (AWM)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which business highlights are omitted.\n", + "\n**Is there a slide summarizing Business Expansion and Community Impact?**\n\nThis slide should:\n\n* Mention branch expansion (lower 48 states) and/or UK digital launch\n* List metrics on credit and capital raised (e.g., $2.4 trillion YTD)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational or community context is missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* Clearly state that actual results may differ\n* Avoid inventing future guidance\n* Maintain a neutral, disclaimer-style tone\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and replay information?**\n\nThe slide should include:\n\n* Investor Relations contact (Reggie Chambers)\n* Media contact (Trish Wexler)\n* Conference call/webcast details\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & Community Support\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**JPMorgan Chase & Co.**)?\n * Fiscal period (**3Q21**)?\n * Date (**October 13, 2021**)?\n* Is the sub-header sentiment (e.g., \"Strong Results\") consistent with the tone and wording of the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures numerically correct?\n * Net Income: **$11.7 billion**\n * EPS: **$3.74**\n * Reported Revenue: **$29.6 billion**\n * Managed Revenue: **$30.4 billion**\n* Is the Net Income excluding significant items (**$9.6 billion**) or the reserve release impact mentioned correctly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Jamie Dimon Quotes**\n\n* Are quotes attributed correctly to **Jamie Dimon**?\n* Do the quoted statements accurately reflect:\n * The **credit reserve releases** ($2.1 billion) not being considered core/recurring?\n * The economy showing **good growth** despite the **Delta variant** and **supply chain disruptions**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Comparisons**\n\n* Are the following figures correctly reported for 3Q21?\n * Net Revenue (Managed): **$30.4 billion** (up 2%)\n * Noninterest Expense: **$17.1 billion** (up 1%)\n * Provision for Credit Losses: **Net benefit of $1.5 billion**\n* Is the comparison to 3Q20 accurate (e.g., 3Q20 provision was expense of $611 million)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Significant Items (Non-Core) Detail**\n\n* Are the impacts of significant items correctly stated?\n * Net credit reserve release: **$2.1 billion** (or **$0.52** increase in EPS)\n * Income tax benefit: **$566 million** (or **$0.19** increase in EPS)\n* Is the \"Excluding significant items\" Net Income stated as **$9.6 billion** with EPS of **$3.03**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Capital Distribution & Metrics**\n\n* Are shareholder returns correctly reported?\n * Dividend: **$3.0 billion** ($1.00 per share)\n * Net repurchases: **$5.0 billion**\n* Are capital ratios accurate (Basel III CET1 **12.9%** Std / **13.6%** Adv, SLR **5.5%**)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Consumer & Community Banking (CCB)**\n\n* Are Net Revenue (**$12.5B**, down 3%) and Net Income (**$4.3B**, up 12%) correct?\n* Are key drivers accurate?\n * Debit/Credit card sales volume: **Up 26%**\n * Home Lending revenue: **Down 18%**\n * Card & Auto revenue: **Down 9%**\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Corporate & Investment Bank (CIB)**\n\n* Are Net Revenue (**$12.4B**, up 7%) and Net Income (**$5.6B**, up 29%) correct?\n* Are product highlights accurate?\n * Investment Banking fees: **Up 52%**\n * Markets Revenue: **$6.3B** (down 5%)\n * Fixed Income Markets: **Down 20%**\n * Equity Markets: **Up 30%**\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 Commercial Banking (CB) & Asset Management (AWM)**\n\n* **CB:** Net Revenue **$2.5B** (up 10%), Net Income **$1.4B**.\n * Is the record Gross IB revenue mentioned ($1.3 billion)?\n* **AWM:** Net Revenue **$4.3B** (up 21%), Net Income **$1.2B**.\n * Is AUM reported as **$3.0 trillion** (up 17%)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Business Expansion & Support**\n\n* Does the slide accurately reflect the following facts?\n * First bank to have branches in all **lower 48 states**.\n * Digital retail bank launched in the **U.K.**\n * **$2.4 trillion** of credit and capital raised YTD.\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Are forward-looking statements summarized neutrally?\n* Does the slide avoid adding numerical forecasts or guidance not present in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Contact Information**\n\n* Are the contacts listed correctly?\n * Investor: **Reggie Chambers** ((212) 270-2479)\n * Media: **Trish Wexler** ((212) 270-5883)\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations not present in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/JPMorgan_Chase/Earning3/generation_task/statistics.yaml b/economics/JPMorgan_Chase/Earning3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1644b53fa1bb13941d0a5ac02d0f834fab8593a3 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/JPMorgan_Chase/Earning3 +category: economics +input_metrics: + total_input_tokens: 6504 + generation_prompt_tokens: 2024 + materials_total_tokens: 4480 + material_count: 1 + pdf_total_pages: 8 + file_details: + - name: material.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 14 + Content Correctness: 13 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 27 + total_count: 57 diff --git a/economics/JPMorgan_Chase/Earning3/material.pdf b/economics/JPMorgan_Chase/Earning3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ce16aa18561269a12f39f04f095bc89782bcfb15 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b34e4142332fadcba6baf6ec202a194115b0635602b139e0068d13a1d531d973 +size 210424 diff --git a/economics/JPMorgan_Chase/Earning4/generation_task/instructions.md b/economics/JPMorgan_Chase/Earning4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..82edf698db98c81d9d6dd8dda1eb746e08adda97 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning4/generation_task/instructions.md @@ -0,0 +1,130 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (JPMorgan Chase & Co.), period (4Q21 & Full-Year 2021), date (January 14, 2022), and a sub-header summarizing the main sentiment (e.g., "Solid Results & Elevated Capital Markets Activity"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Net Income, Net Revenue (Managed), and EPS. Include the full-year net income record ($48.3B). Mention the Return on Tangible Common Equity (ROTCE). + +2. Leadership Context + + * **Management Commentary**: Select key quotes from Jamie Dimon regarding the "economy doing quite well," "headwinds related to Omicron," and "credit health." + * **Strategic Outlook**: Summarize comments on investment in the business (technology, distribution) and the capital hierarchy (dividends/buybacks). + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Net Revenue (Managed), Noninterest Expense, Provision for Credit Losses, and Net Income compared to the prior year (4Q20) and prior quarter (3Q21). + * **The "Significant Items" Explanation**: A dedicated slide explaining the **$1.8 billion net credit reserve release**. + * *Requirement*: Explain the specific impact this release had on EPS (+$0.47) and Net Income, distinguishing between "Reported" results and results "excluding net credit reserve release" to ensure clarity. + * **Capital & Balance Sheet**: Detail the Common Equity Tier 1 (CET1) capital ratios (Standardized vs. Advanced), total assets ($3.7T), and capital distribution (dividends and net repurchases). + +4. Segment Performance + + * **Consumer & Community Banking (CCB)**: + * Show Net Revenue and Net Income. + * List specific highlights: Card spend/sales volume growth (+26%), Home Lending originations (+30%), and Client Investment Assets growth. + * Mention the Reserve Release impact specific to this segment (e.g., Card reserve release). + + * **Corporate & Investment Bank (CIB)**: + * Show Net Revenue and Net Income. + * List specific highlights: Investment Banking fees (#1 ranking, +37%), Markets revenue decline (-11%, noting Fixed Income vs. Equity performance), and Payments revenue growth. + + * **Commercial Banking (CB)**: + * Show Net Revenue and Net Income. + * List drivers: Investment banking revenue growth and the decline in Net Income due to lower reserve releases compared to the prior year. + + * **Asset & Wealth Management (AWM)**: + * Show Net Revenue and Net Income. + * List highlights: Assets Under Management (AUM) growth ($3.1T, +15%) and loan growth. + +5. Operational Highlights & Community Impact + + * **Operating Leverage**: Present the reported overhead ratio (61%) and managed overhead ratio (59%). + * **Support for Economy**: Summarize the credit and capital raised ($3.2 trillion total), specifically breaking down support for consumers, small businesses, and corporations/non-profits. + +6. Closing & Disclaimers + + * **Forward-Looking Statements**: A summary slide noting that actual results may differ due to risks. Do **not** invent specific guidance numbers not present in the text. + * **Contact & Replay Info**: List the investor/media contact names (Mikael Grubb, Joseph Evangelisti) and the conference call replay details. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/JPMorgan_Chase/Earning4/generation_task/judge_prompt.json b/economics/JPMorgan_Chase/Earning4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..cf6e2dfb66545c000031f49195a96b575f0e9caf --- /dev/null +++ b/economics/JPMorgan_Chase/Earning4/generation_task/judge_prompt.json @@ -0,0 +1,35 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**JPMorgan Chase & Co.**)\n* Fiscal period (**4Q21 & Full-Year 2021**)\n* Announcement date (**January 14, 2022**)\n* A short sentiment sub-header summarizing overall performance (e.g., “Solid Results & Elevated Capital Markets Activity”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures\n* Include Net Income, Net Revenue (Managed), and EPS\n* Highlight the full-year net income record ($48.3B)\n* Mention Return on Tangible Common Equity (ROTCE)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Jamie Dimon regarding the economy, Omicron headwinds, or credit health\n* Summarize the strategic outlook on business investment (technology/distribution)\n* Mention the capital hierarchy (dividends/buybacks)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Is there a slide summarizing income statement highlights?**\n\nThe slide should cover:\n\n* Net Revenue (Managed)\n* Noninterest Expense\n* Provision for Credit Losses\n* Net Income\n* Comparison to prior year (4Q20) and prior quarter (3Q21)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Is there a dedicated slide explaining the \"Significant Items\" (Reserve Release)?**\n\nThis slide should:\n\n* Explicitly detail the **$1.8 billion net credit reserve release**\n* Explain the impact on EPS (+$0.47)\n* Distinguish between \"Reported\" results and results \"excluding net credit reserve release\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the reserve release explanation is missing or insufficiently detailed.\n", + "\n**Is Capital & Balance Sheet strength explicitly covered?**\n\nThe slides should mention:\n\n* Common Equity Tier 1 (CET1) capital ratios (Standardized vs. Advanced)\n* Total Assets ($3.7T)\n* Capital distribution details (dividends and net repurchases)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of the balance sheet is missing.\n", + "\n**Is there a dedicated section covering all four business segments?**\n\nThe slides should separately cover:\n\n* Consumer & Community Banking (CCB)\n* Corporate & Investment Bank (CIB)\n* Commercial Banking (CB)\n* Asset & Wealth Management (AWM)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are Net Revenue and Net Income figures presented?**\n\nEach segment slide should include:\n\n* Net Revenue\n* Net Income\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key drivers and specific highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Card spend/sales volume and Home Lending originations (CCB)\n* Investment Banking fees and Markets revenue performance (CIB)\n* Reserve release impacts (CB)\n* Assets Under Management (AUM) growth (AWM)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which drivers are omitted.\n", + "\n**Is there a slide summarizing Operating Leverage and Economy Support?**\n\nThis slide should:\n\n* Present Reported vs. Managed overhead ratios\n* Summarize credit and capital raised ($3.2 trillion total)\n* Break down support for consumers, small businesses, and corporations/non-profits\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is there a slide addressing forward-looking statements?**\n\nThis slide should:\n\n* Clearly state that actual results may differ due to risks\n* Avoid inventing specific future guidance numbers not present in the text\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and replay information?**\n\nThe slide should include:\n\n* Investor/Media contact names (Mikael Grubb, Joseph Evangelisti)\n* Conference call replay details\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & Community Impact\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**JPMorgan Chase & Co.**)?\n * Fiscal period (**4Q21 & Full-Year 2021**)?\n * Date (**January 14, 2022**)?\n* Is the sub-header sentiment (e.g., “Solid Results...”) consistent with the tone of the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Net Income, Net Revenue, EPS**) numerically correct (e.g., FY21 Net Income $48.3B)?\n* Is the **ROTCE** figure correct?\n* Are **Reported vs. Managed** basis distinctions clear where applicable?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Jamie Dimon Quotes**\n\n* Are quotes attributed correctly to **Jamie Dimon**?\n* Do the quoted statements accurately reflect:\n * Comments on the economy, Omicron, and inflation?\n * Remarks on credit health and consumer growth?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Strategic Outlook**\n\n* Does the slide accurately reflect the capital hierarchy (invest in business -> dividend -> excess to shareholders)?\n* Are comments on investments (technology, distribution) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Metrics**\n\n* Are Net Revenue (Managed), Noninterest Expense, Provision for Credit Losses, and Net Income:\n * Correctly reported for the current quarter (**4Q21**)?\n * Correctly compared to the prior year (**4Q20**) and quarter (**3Q21**)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Significant Items (Reserve Release)**\n\n* Is the **$1.8 billion net credit reserve release** correctly identified?\n* Is the impact on EPS stated as **$0.47**?\n* Are the \"Excluding net credit reserve release\" figures (Net Income $9.0B, EPS $2.86, ROTCE 17%) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Capital & Balance Sheet**\n\n* Are **CET1 Capital Ratios** (Standardized: 13.0%, Advanced: 13.8%) correct?\n* Are total assets stated as **$3.7 trillion**?\n* Are dividend and repurchase figures accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Consumer & Community Banking (CCB)**\n\n* Are Net Revenue and Net Income figures accurate?\n* Are growth figures for Card spend/sales volume (+26%) and Home Lending originations (+30%) correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Corporate & Investment Bank (CIB)**\n\n* Are Net Revenue and Net Income figures accurate?\n* Is the Investment Banking fees growth (+37%) and Markets revenue decline (-11%) correctly reported?\n* Is the specific performance of Fixed Income vs. Equity Markets accurately described?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 Commercial Banking (CB)**\n\n* Are Net Revenue and Net Income figures accurate?\n* Is the decline in Net Income correctly attributed to lower credit reserve releases compared to the prior year?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.4 Asset & Wealth Management (AWM)**\n\n* Are Net Revenue and Net Income figures accurate?\n* Is the Assets Under Management (AUM) figure ($3.1 trillion) and growth (+15%) correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Operating Leverage**\n\n* Are the reported overhead ratio (**61%**) and managed overhead ratio (**59%**) correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 Support for Economy**\n\n* Is the total credit and capital raised stated as **$3.2 trillion**?\n* Are the breakdowns (e.g., $331B for consumers, $22B for small businesses) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Are forward-looking statements summarized neutrally?\n* Does the slide avoid adding numerical forecasts not present in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Contact Information**\n\n* Are the names **Mikael Grubb** and **Joseph Evangelisti** listed correctly with their respective roles (Investor vs Media)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations not present in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/JPMorgan_Chase/Earning4/generation_task/statistics.yaml b/economics/JPMorgan_Chase/Earning4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6fb8248fad0db7d5137cb84ecebedea6d0fbf22f --- /dev/null +++ b/economics/JPMorgan_Chase/Earning4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/JPMorgan_Chase/Earning4 +category: economics +input_metrics: + total_input_tokens: 6560 + generation_prompt_tokens: 2080 + materials_total_tokens: 4480 + material_count: 1 + pdf_total_pages: 8 + file_details: + - name: material.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 16 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 29 + total_count: 59 diff --git a/economics/JPMorgan_Chase/Earning4/material.pdf b/economics/JPMorgan_Chase/Earning4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5e64b95ed36fcf2a716806048cef5d36f675e31a --- /dev/null +++ b/economics/JPMorgan_Chase/Earning4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db634dd0dce87b775c497f4cb02d720dcfa98fb6a8b21a2486f9951742109805 +size 197016 diff --git a/economics/JPMorgan_Chase/Earning5/generation_task/instructions.md b/economics/JPMorgan_Chase/Earning5/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..a08a71173574714359f1ed3e37b35be4d06b7295 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning5/generation_task/instructions.md @@ -0,0 +1,128 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (JPMorgan Chase & Co.), fiscal period (1Q22), date (April 13, 2022), and a sub-header summarizing the result (e.g., "Financial Results & Market Context"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Net Income, Earnings Per Share (EPS), and Revenue (Managed vs Reported). Include the ROTCE percentage. + +2. Leadership Context & Strategy + + * **CEO Commentary**: Select key quotes from Jamie Dimon regarding the "healthy" economy short-term vs. "significant geopolitical and economic challenges" (inflation, Ukraine war, supply chains). + * **Strategic Focus**: Highlight Dimon's comments on financial discipline, persevering to help clients, and the capital hierarchy (investing in business > dividends > buybacks). + +3. Financial Deep Dive & Significant Items + + * **Income Statement Highlights**: A detailed comparison of Net Revenue, Noninterest Expense, and Provision for Credit Losses compared to 1Q21 and 4Q21. + * **The "Credit Reserve" Explanation**: A dedicated slide explaining the **$902 million net credit reserve build** (driven by inflation/Ukraine risks) compared to the prior year's release. + * *Requirement*: Explain how this swing in reserves contributed to the 42% drop in Net Income to prevent misinterpretation of underlying business health. + * **Significant Items (CIB losses)**: Detail the $524 million loss in Credit Adjustments & Other within the CIB segment related to funding spread widening and Russia-associated counterparties. + +4. Segment Performance + + * **Consumer & Community Banking (CCB)**: + * Show Net Revenue and Net Income. + * Highlight trends in Deposits, Client Investment Assets, and Card/Auto activity. + * Mention the impact of vehicle supply on Auto originations and rates on Home Lending. + + * **Corporate & Investment Bank (CIB)**: + * Show Net Revenue and Net Income. + * Distinguish between Investment Banking revenue (down due to lower fees) and Markets revenue (down slightly against record prior year). + * Note the #1 ranking in Global Investment Banking fees. + + * **Commercial Banking (CB) & Asset & Wealth Management (AWM)**: + * **CB**: Show Revenue/Income trends, highlighting loan growth and higher investment spending. + * **AWM**: Show Revenue/Income trends, highlighting AUM growth ($3.0T) and loan growth. + +5. Balance Sheet & Community Support + + * **Fortress Principles**: Present the "Fortress Balance Sheet" metrics: Basel III Common Equity Tier 1 capital ($208B), Standardized ratio (11.9%), and Book Value Per Share growth. + * **Supporting the Economy**: Summarize the "Supported Consumers, Businesses & Communities" data (e.g., $640 billion credit/capital raised, specific break-outs for small businesses and consumers). + +6. Closing & Disclaimers + + * **Forward-Looking Statements**: A summary slide noting that actual results may differ due to risks (e.g., predicted inflation, war in Ukraine). + * **Contact & Replay Info**: List the investor relations and media contact info (Mikael Grubb, Joseph Evangelisti) and the conference call details (dial-in numbers and website). + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/JPMorgan_Chase/Earning5/generation_task/judge_prompt.json b/economics/JPMorgan_Chase/Earning5/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f369fa64fc3ab35be72d06cdca6b38fee46d951b --- /dev/null +++ b/economics/JPMorgan_Chase/Earning5/generation_task/judge_prompt.json @@ -0,0 +1,35 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**JPMorgan Chase & Co.**)\n* Fiscal period (**1Q22**)\n* Announcement date (**April 13, 2022**)\n* A short sentiment sub-header summarizing the result (e.g., “Financial Results & Market Context”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures\n* Include Revenue (Managed vs. Reported), Net Income, and Earnings Per Share (EPS)\n* Include the Return on Tangible Common Equity (ROTCE) percentage\n* Explicitly distinguish between Reported (GAAP) and Managed Basis revenue\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from **Jamie Dimon** regarding the economy (healthy short-term vs. geopolitical/economic challenges)\n* Mention specific challenges cited: high inflation, supply chain issues, or the war in Ukraine\n* Attribute quotes clearly to the CEO\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary cover the strategic \"Capital Hierarchy\"?**\n\nThe slide should mention:\n\n* Investing in the business as the first priority\n* Paying a sustainable dividend\n* Returning excess capital via share buybacks\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the strategic context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights?**\n\nThe slide should cover:\n\n* Net Revenue\n* Noninterest Expense\n* Provision for Credit Losses\n* Comparison to 1Q21 and 4Q21\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Is there a dedicated slide explaining the Credit Reserve Build?**\n\nThis slide should:\n\n* Explicitly state the **$902 million net credit reserve build**\n* Contrast this with the prior year's reserve release\n* Explain the impact on Net Income (the 42% drop) to prevent misinterpretation\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the credit reserve context is missing or insufficiently explained.\n", + "\n**Are the \"Significant Items\" in CIB explicitly detailed?**\n\nThe slides should mention:\n\n* The **$524 million loss** in Credit Adjustments & Other\n* The drivers: funding spread widening and Russia-associated counterparties\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the specific CIB losses are omitted.\n", + "\n**Is there a dedicated section covering all four business segments?**\n\nThe slides should separately cover:\n\n* Consumer & Community Banking (CCB)\n* Corporate & Investment Bank (CIB)\n* Commercial Banking (CB)\n* Asset & Wealth Management (AWM)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are Revenue and Net Income figures presented?**\n\nEach segment slide should include:\n\n* Net Revenue\n* Net Income\n* Year-over-year trends\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key segment-specific drivers listed?**\n\nExpected coverage includes:\n\n* **CCB:** Deposits, Card/Auto trends, Home Lending originations\n* **CIB:** Investment Banking fees (#1 ranking) vs. Markets revenue\n* **CB:** Loan growth and investment spending\n* **AWM:** Assets Under Management (AUM) growth\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which drivers are omitted.\n", + "\n**Is there a slide covering the \"Fortress Balance Sheet\"?**\n\nThis slide should include:\n\n* Basel III Common Equity Tier 1 (CET1) capital and ratio\n* Book Value Per Share (or Tangible Book Value Per Share)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what balance sheet metrics are missing.\n", + "\n**Is the support for consumers and communities explicitly acknowledged?**\n\nThe content should:\n\n* Mention the **$640 billion** of credit and capital raised\n* Break out support for small businesses, consumers, or corporations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the community support data is missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* Clearly state that actual results may differ due to risks (inflation, Ukraine war)\n* Maintain a neutral, disclaimer-style tone\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and replay information?**\n\nThe slide should include:\n\n* Investor Relations contact (Mikael Grubb)\n* Media contact (Joseph Evangelisti)\n* Conference call dial-in or website details\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which contact information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context & Strategy\n3. Financial Deep Dive & Significant Items\n4. Segment Performance\n5. Balance Sheet & Community Support\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**JPMorgan Chase & Co.**)?\n * Fiscal period (**1Q22**)?\n * Date (**April 13, 2022**)?\n* Is the sub-header sentiment (e.g., “Financial Results & Market Context”) consistent with the professional and cautious tone of the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Net Income $8.3B, EPS $2.63**) numerically correct?\n* Is **ROTCE** correctly stated as **16%**?\n* Are **Reported Revenue ($30.7B)** and **Managed Revenue ($31.6B)** clearly distinguished and accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO Commentary**\n\n* Are quotes attributed correctly to **Jamie Dimon**?\n* Do the quoted statements accurately reflect:\n * Optimism for the economy (\"at least for the short term\")?\n * The specific headwinds (\"high inflation, supply chain issues and the war in Ukraine\")?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Comparisons**\n\n* Are Net Revenue, Noninterest Expense, and Provision for Credit Losses correctly reported for 1Q22?\n* Is the Net Income drop (**down 42%**) correctly stated?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Credit Reserve Explanation**\n\n* Is the **$902 million net credit reserve build** correctly identified?\n* Is the explanation (downside risks due to inflation/Ukraine) consistent with the text?\n* Does the slide accurately contrast this with the prior year's net reserve release ($5.2 billion)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Significant Items (CIB)**\n\n* Is the **$524 million loss** in CIB correctly attributed to Credit Adjustments & Other?\n* Are the causes (funding spread widening, commodities exposures, Russia-associated counterparties) accurately listed?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Consumer & Community Banking (CCB)**\n\n* Are Net Revenue ($12.2B) and Net Income ($2.9B) correct?\n* Is the drop in Net Income (down 57%) accurately attributed to the absence of prior year reserve releases?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Corporate & Investment Bank (CIB)**\n\n* Are Net Revenue ($13.5B) and Net Income ($4.4B) correct?\n* Is the **31% decline** in Investment Banking fees correctly noted?\n* Is the ranking (#1 in Global IB fees) consistent with the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 CB & AWM**\n\n* **CB:** Is Net Income ($850 million) and the reserve build context correct?\n* **AWM:** Is AUM ($3.0 trillion) and the 4% increase correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Capital Metrics**\n\n* Are the **Basel III Standardized CET1 ratio (11.9%)** and **Advanced ratio (12.6%)** correct?\n* Is the Book Value Per Share ($86.16) correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 Economic Support**\n\n* Is the total credit/capital raised (**$640 billion**) correct?\n* Are the sub-figures (e.g., $8 billion for small businesses, $69 billion for consumers) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Does the slide summarize risks (inflation, supply chain, war) without creating new financial guidance not in the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Contact Information**\n\n* Are the names **Mikael Grubb** and **Joseph Evangelisti** spelled correctly with correct phone numbers?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid using outside market data (e.g., stock price reaction) or fabricating details not in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/JPMorgan_Chase/Earning5/generation_task/statistics.yaml b/economics/JPMorgan_Chase/Earning5/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6297a3ac8454e939eb4b7aef27400b7ab65013a6 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning5/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/JPMorgan_Chase/Earning5 +category: economics +input_metrics: + total_input_tokens: 6526 + generation_prompt_tokens: 2046 + materials_total_tokens: 4480 + material_count: 1 + pdf_total_pages: 8 + file_details: + - name: material.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 29 + total_count: 59 diff --git a/economics/JPMorgan_Chase/Earning5/material.pdf b/economics/JPMorgan_Chase/Earning5/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..26e742443db87cc1d0aca2812316e60a39ef5b27 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning5/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d0abb9da4f0081ef9f01330550fe45d4d3328906751ac9b1f3756c006f3b58f6 +size 228221 diff --git a/economics/JPMorgan_Chase/Earning6/generation_task/instructions.md b/economics/JPMorgan_Chase/Earning6/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..19bc6aed6f6dcb28e41932613be754f86107a501 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning6/generation_task/instructions.md @@ -0,0 +1,132 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (JPMorgan Chase & Co.), fiscal period (2Q22), date (July 14, 2022), and a sub-header summarizing the main sentiment (e.g., "Solid Performance Amidst Global Uncertainty"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Net Income ($8.6B), EPS ($2.76), ROTCE (17%), and Managed Revenue ($31.6B). Include the "Fortress Balance Sheet" metrics (CET1 ratio, Liquidity). + +2. Leadership Context + + * **Management Commentary**: Select key quotes from Jamie Dimon regarding the "two conflicting factors" (healthy U.S. economy vs. geopolitical tension/inflation) and the decision to "temporarily suspend share buybacks." + * **Purpose**: To provide the strategic narrative driving the financial results and capital decisions. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Net Revenue (Managed), Noninterest Expense, and Net Income compared to the corresponding period of the last fiscal year (2Q21). + * *Requirement*: You must visually distinguish between the current quarter and prior year comparisons. + + * **The "Credit Reserve" Explanation**: A dedicated slide explaining the **Net Credit Reserve Build of $428 million** versus the Net Release of $3.0 billion in the prior year. + * *Requirement*: Explain how this swing in provision for credit losses drove the 28% decline in Net Income to prevent audience misinterpretation. + + * **Capital & Fortress Principles**: Detail the capital metrics (Basel III CET1 ratios), total liquidity resources ($1.6 trillion), and dividend payout info. + +4. Segment Performance (Managed Basis) + + * **Consumer & Community Banking (CCB)**: + * Show Net Income and Revenue. + * List specific highlights: Combined debit/credit card spend growth (+15%), Card loan growth (+16%), and the impact of the reserve build. + + * **Corporate & Investment Bank (CIB)**: + * Show Net Income and Revenue. + * List specific highlights: Markets revenue strength (+15%) vs. Investment Banking fees decline (-54%) due to the challenging macro environment. + + * **Commercial Banking (CB)**: + * Show Net Income and Revenue. + * List specific highlights: Loan growth (+7%) and new loan originations. + + * **Asset & Wealth Management (AWM)**: + * Show Net Income and Revenue. + * List specific highlights: AUM decrease (-8%) due to market levels, offset by higher net interest income. + +5. Operational Highlights & ESG + + * **Support for Economy**: Summarize the credit extended and capital raised ($1.4 trillion YTD) for businesses, governments, and consumers. + * **Operating Leverage**: Note the expense growth (+6%) driven by investments in technology, marketing, and people. + +6. Closing & Disclaimers + + * **Forward-Looking Statements & Risks**: A summary slide noting that actual results may differ due to risks (e.g., geopolitical tension, inflation, rate changes). Do **not** invent specific numbers for future guidance. + * **Contact & Replay Info**: List the investor relations contact info and the webcast URL for the earnings call. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/JPMorgan_Chase/Earning6/generation_task/judge_prompt.json b/economics/JPMorgan_Chase/Earning6/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..4da6f773356e2b39f29cf65a1dcf569984fda73b --- /dev/null +++ b/economics/JPMorgan_Chase/Earning6/generation_task/judge_prompt.json @@ -0,0 +1,38 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**JPMorgan Chase & Co.**)\n* Fiscal period (**2Q22**)\n* Announcement date (**July 14, 2022**)\n* A short sentiment sub-header summarizing overall performance (e.g., \"Solid Performance Amidst Global Uncertainty\")\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures: Net Income ($8.6B), EPS ($2.76), ROTCE (17%), and Managed Revenue ($31.6B)\n* Include \"Fortress Balance Sheet\" metrics (CET1 ratio, Liquidity resources)\n* Include year-over-year percentage changes for key metrics\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from **Jamie Dimon**\n* Cover the concept of \"two conflicting factors\" (U.S. economy strength vs. geopolitical tension/inflation)\n* Cover the decision to \"temporarily suspend share buybacks\"\n* Attribute quotes clearly to the speaker\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership views the current macroeconomic environment\n* The rationale behind capital allocation decisions (buyback suspension)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Net Revenue (Managed)\n* Noninterest Expense\n* Net Income\n* Comparison with the same quarter last fiscal year (2Q21)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are Reported vs. Managed Basis figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels, layout, or annotations\n* Not relying solely on implicit understanding\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is there a dedicated slide explaining the Credit Reserve Build?**\n\nThis slide should:\n\n* Detail the **Net Credit Reserve Build of $428 million**\n* Compare it against the Net Release of $3.0 billion in the prior year (2Q21)\n* Explicitly explain how this provision swing impacts the Net Income decline (down 28%) to prevent misinterpretation\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the credit reserve analysis is missing or insufficiently explained.\n", + "\n**Is Capital and Liquidity (\"Fortress Balance Sheet\") explicitly covered?**\n\nThe slides should mention:\n\n* Basel III CET1 ratios (Standardized and Advanced)\n* Total liquidity resources ($1.6 trillion)\n* Dividend payout information\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of capital or liquidity is missing.\n", + "\n**Is there a dedicated section covering all four business segments?**\n\nThe slides should separately cover:\n\n* Consumer & Community Banking (CCB)\n* Corporate & Investment Bank (CIB)\n* Commercial Banking (CB)\n* Asset & Wealth Management (AWM)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For Consumer & Community Banking (CCB), are specific highlights listed?**\n\nExpected coverage includes:\n\n* Combined debit/credit card spend growth\n* Card loan growth\n* The impact of the reserve build on this segment\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which CCB highlights are missing.\n", + "\n**For Corporate & Investment Bank (CIB), are specific highlights listed?**\n\nExpected coverage includes:\n\n* Markets revenue performance (Fixed Income and Equity)\n* Investment Banking fees performance (and the specific decline percentage)\n* The impact of the macro environment on fees\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which CIB highlights are missing.\n", + "\n**For Commercial Banking (CB) and Asset & Wealth Management (AWM), are highlights listed?**\n\nExpected coverage includes:\n\n* CB: Loan growth and origination\n* AWM: Assets Under Management (AUM) decline and drivers (market levels)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment details are missing.\n", + "\n**Is there a slide summarizing Support for the Economy?**\n\nThis slide should:\n\n* Mention the credit extended and capital raised ($1.4 trillion YTD)\n* Cover support for consumers, small businesses, and governments\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is Operating Leverage and Expense growth explicitly acknowledged?**\n\nThe content should:\n\n* Mention the 6% expense increase\n* Attribute expenses to investments in technology, marketing, and people\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether expense drivers are missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* Clearly state that actual results may differ\n* Mention specific risks cited in the release (geopolitical tension, inflation, rate changes)\n* Avoid inventing specific future guidance numbers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Earnings call or replay availability (phone numbers/webcast URL)\n* Investor relations contact information (Mikael Grubb)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance (Managed Basis)\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**JPMorgan Chase & Co.**)?\n * Fiscal period (**2Q22**)?\n * Date (**July 14, 2022**)?\n* Is the sub-header sentiment (e.g., \"Solid Performance Amidst Global Uncertainty\") consistent with the tone of the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Net Income $8.6B, EPS $2.76, ROTCE 17%**) numerically correct?\n* Is **Managed Revenue** correctly stated as **$31.6 billion**?\n* Are the liquidity sources (**$1.6 trillion**) and CET1 ratios (Std. 12.2% | Adv. 12.8%) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Jamie Dimon Quotes**\n\n* Are quotes attributed correctly to **Jamie Dimon**?\n* Do the quoted statements accurately reflect:\n * The \"two conflicting factors\" (U.S. economy vs. geopolitical tension/inflation)?\n * The decision to **temporarily suspend share buybacks** to build capital?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Strategic Interpretation**\n\n* Does the slide refrain from adding interpretation beyond what is explicitly stated in the quotes?\n* Is the \"Fortress Balance Sheet\" narrative presented neutrally based on the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Comparisons**\n\n* Are Net Revenue (Managed), Noninterest Expense, and Net Income:\n * Correctly reported for both **2Q22** and **2Q21**?\n * Is the **28% decline in Net Income** accurately reported?\n * Is the **1% increase in Net Revenue** accurately reported?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Credit Reserve Build Explanation**\n\n* Is the **$428 million net reserve build** correctly identified for the current quarter?\n* Is the prior year's **$3.0 billion net reserve release** correctly cited for comparison?\n* Does the slide accurately attribute the Net Income decline primarily to this swing in credit costs?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Capital Allocation**\n\n* Are **Dividend payments ($3.0 billion)** and **Net Repurchases ($224 million)** reported correctly?\n* Is the suspension of buybacks described exactly as stated (temporarily suspended to quickly meet higher requirements)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Consumer & Community Banking (CCB)**\n\n* Are Net Revenue ($12.6B) and Net Income ($3.1B) correct?\n* Are **Debit/Credit card spend growth (+15%)** and **Card loan growth (+16%)** accurate?\n* Is the Net Income decline (-45%) attributed correctly to the absence of the prior year's reserve release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Corporate & Investment Bank (CIB)**\n\n* Are Net Revenue ($11.9B) and Net Income ($3.7B) correct?\n* Is **Markets revenue growth (+15%)** and **IB fees decline (-54%)** reported accurately?\n* Are the sub-segments (Fixed Income Markets +15%, Equity Markets +15%) correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 Commercial Banking (CB) & AWM**\n\n* **CB:** Is revenue ($2.7B) and loan growth (+7%) correct?\n* **AWM:** Is revenue ($4.3B) and AUM decline (-8%) correct?\n* Are the drivers (higher deposit margins for CB, lower market levels for AWM) consistent with the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Support for Economy**\n\n* Is the **$1.4 trillion** YTD credit and capital raised figure accurate?\n* Are sub-figures (e.g., $16B for small businesses, $553B for corporations) correct if listed?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 Operating Leverage**\n\n* Is the **Expense of $18.7 billion** (+6%) reported accurately?\n* Does the slide accurately list \"investments in technology, marketing, and people\" as drivers?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Are forward-looking statements summarized neutrally?\n* Does the slide avoid adding numerical forecasts or guidance not present in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Contact and Webcast Information**\n\n* Are the phone numbers ((866) 659-9159, etc.) and passcode (26483228#) reproduced accurately if listed?\n* Is the investor contact (Mikael Grubb) listed correctly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations not present in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/JPMorgan_Chase/Earning6/generation_task/statistics.yaml b/economics/JPMorgan_Chase/Earning6/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..426bf07a07bb80a3e6ef987d887cc5a5205d0a0a --- /dev/null +++ b/economics/JPMorgan_Chase/Earning6/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/JPMorgan_Chase/Earning6 +category: economics +input_metrics: + total_input_tokens: 6512 + generation_prompt_tokens: 2032 + materials_total_tokens: 4480 + material_count: 1 + pdf_total_pages: 8 + file_details: + - name: material.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 17 + Content Correctness: 15 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 32 + total_count: 62 diff --git a/economics/JPMorgan_Chase/Earning6/material.pdf b/economics/JPMorgan_Chase/Earning6/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8400f5c7a4fef5fa020b43fbed088f28c3f5ef8a --- /dev/null +++ b/economics/JPMorgan_Chase/Earning6/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:277587ec466ac9f49d246dcbe9457b105736903e2a76bba4a15eb2ec007e52f5 +size 225015 diff --git a/economics/JPMorgan_Chase/Earning7/generation_task/instructions.md b/economics/JPMorgan_Chase/Earning7/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..2ab1ae921b4dec6cf5f069af3aad7995afe0db54 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning7/generation_task/instructions.md @@ -0,0 +1,128 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (JPMorgan Chase & Co.), period (3Q23), date (October 13, 2023), and a sub-header summarizing the tone (e.g., "Solid Results & Fortress Principles"). + * **Executive Summary**: A high-level bulleted list of top-line figures: Net Income ($13.2B), EPS ($4.33), Reported vs. Managed Revenue, and ROTCE (22%). + +2. Leadership Context & Outlook + + * **Management Commentary**: Select key quotes from Jamie Dimon regarding "solid results," the benefit of "over-earning" on NII, and the caution regarding geopolitical risks (Ukraine, Israel) and "dangerous time." + * **Macro Environment**: Summarize Dimon's comments on U.S. consumers, labor markets, government debt/deficits, and the potential for higher interest rates. + +3. Financial Deep Dive & Significant Items + + * **Income Statement Highlights**: A detailed comparison of Revenue, Noninterest Expense, and Provision for Credit Losses compared to 3Q22 and 2Q23. + * **Significant Items Impact**: A dedicated slide detailing the specific items affecting EPS: + * $669 million net investment securities losses ($0.17 EPS decrease) + * $665 million firmwide legal expense ($0.22 EPS decrease) + * **First Republic Impact**: A slide explicitly breaking out the contribution of First Republic (Net Income of $1.1B) and explaining the "Excluding First Republic" growth rates for Net Income and Revenue to provide a clear organic comparison. + * **Capital & Liquidity**: Detail the "Fortress Principles" metrics: CET1 Ratio (14.3%), Total Loss-Absorbing Capacity ($496B), and Cash/Marketable Securities ($1.4T). + +4. Segment Performance + + * **Consumer & Community Banking (CCB)**: + * Show Net Income and Revenue growth (reported and excluding First Republic). + * Highlight: #1 ranking in retail deposits, Debit/Credit sales volume, and Card Services charge-off rates. + * **Corporate & Investment Bank (CIB)**: + * Show Net Income and Revenue performance (Revenue down 2%). + * Highlight: #1 ranking in Global Investment Banking fees, performance of Markets (Fixed Income vs. Equity), and Payments revenue. + * **Commercial Banking (CB)**: + * Show the significant Net Income jump (up 105% reported). + * Highlight: Revenue growth driven by higher rates/margins and Payments revenue strength. + * **Asset & Wealth Management (AWM)**: + * Show Revenue and Net Income growth. + * Highlight: AUM ($3.2T) growth and net inflows ($60B). + +5. Operational Highlights & Community Support + + * **Supporting the Economy**: Summarize the "Supported Consumers, Businesses & Communities" data (e.g., $1.7T credit/capital raised YTD, small business credit, etc.). + * **Operating Leverage**: Display the expense ratio (Reported 55% vs Managed 53%). + +6. Closing & Disclaimers + + * **Forward-Looking Statements**: A summary slide noting risks mentioned (Basel III changes, geopolitical conflict, inflation). + * **Contact & Replay Info**: List the investor contact (Mikael Grubb), media contact (Joseph Evangelisti), and conference call details (October 13, 2023, 8:30 a.m. EDT). + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/JPMorgan_Chase/Earning7/generation_task/judge_prompt.json b/economics/JPMorgan_Chase/Earning7/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e7855ced4078b045b710b096ecc013099709fa69 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning7/generation_task/judge_prompt.json @@ -0,0 +1,36 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**JPMorgan Chase & Co.**)\n* Financial period (**3Q23** or **Third-Quarter 2023**)\n* Announcement date (**October 13, 2023**)\n* A short sub-header summarizing the tone (e.g., “Solid Results & Fortress Principles”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures\n* Include Net Income ($13.2B), EPS ($4.33), and Revenue\n* Include the ROTCE metric (22%)\n* Mention the distinction between Reported and Managed Revenue\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include quotes from **Jamie Dimon**\n* Cover the concept of \"over-earning\" on net interest income and credit costs\n* Cover the \"Fortress Principles\"\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary address the macro environment and geopolitical risks?**\n\nThe slide should frame:\n\n* Dimon's warning regarding \"dangerous time\" (Ukraine, Israel)\n* Comments on U.S. consumers, labor markets, and government deficits\n* The potential for higher interest rates\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the macro narrative is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Net Revenue (Reported vs Managed)\n* Noninterest Expense\n* Provision for Credit Losses\n* Net Income and EPS comparisons\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Is there a dedicated slide detailing \"Significant Items\" affecting EPS?**\n\nThis slide should explicitly list:\n\n* Net investment securities losses ($669 million)\n* Firmwide legal expense ($665 million)\n* The EPS impact of these items\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify if significant items are missing or merged without detail.\n", + "\n**Is there a dedicated slide explaining the First Republic (FR) impact?**\n\nThis slide should:\n\n* Break out the Net Income attributable to First Republic ($1.1 billion)\n* Explain the \"Excluding First Republic\" growth rates for Net Income and Revenue\n* Ensure the audience understands the organic vs. acquired performance\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether the First Republic breakdown is missing.\n", + "\n**Are Capital & Liquidity (\"Fortress Principles\") explicitly covered?**\n\nThe slides should mention:\n\n* CET1 Capital Ratio\n* Total Loss-Absorbing Capacity\n* Cash and Marketable Securities balance\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital strength is missing.\n", + "\n**Is there a dedicated section covering all four business segments?**\n\nThe slides should separately cover:\n\n* Consumer & Community Banking (CCB)\n* Corporate & Investment Bank (CIB)\n* Commercial Banking (CB)\n* Asset & Wealth Management (AWM)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and net income figures presented?**\n\nEach segment should include:\n\n* Net Revenue\n* Net Income\n* Relevant year-over-year growth comparisons\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key ranking or volume highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Retail deposit ranking and debit/credit sales (CCB)\n* Investment Banking fee ranking and Markets performance (CIB)\n* Payments revenue strength (CB)\n* AUM growth and flows (AWM)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which operational highlights are omitted.\n", + "\n**Is there a slide summarizing support for consumers, businesses, and communities?**\n\nThis slide should:\n\n* Reflect the press release’s data on credit and capital raised ($1.7T YTD)\n* Mention credit provided to small businesses or consumers specifically\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what community support context is missing.\n", + "\n**Is Operating Leverage or Expense Efficiency presented?**\n\nThe content should:\n\n* Mention the overhead ratio (Reported vs Managed)\n* Discuss expense drivers (e.g., headcount, wage inflation)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether expense analysis is missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* Mention Basel III finalization\n* Mention geopolitical conflicts (Ukraine, Israel)\n* State that actual results may differ without inventing specific guidance\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and replay information?**\n\nThe slide should include:\n\n* Investor Contact (Mikael Grubb)\n* Media Contact (Joseph Evangelisti)\n* Conference call date and time\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which contact information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context & Outlook\n3. Financial Deep Dive & Significant Items\n4. Segment Performance\n5. Operational Highlights & Community Support\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n  * Company name (**JPMorgan Chase & Co.**)?\n  * Period (**3Q23**)?\n  * Date (**October 13, 2023**)?\n* Is the sub-header sentiment consistent with \"Solid Results\" or \"Fortress Principles\"?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures numerically correct?\n  * Net Income: **$13.2 billion**\n  * EPS: **$4.33**\n  * Managed Revenue: **$40.7 billion**\n  * ROTCE: **22%**\n* Is the distinction between Reported ($39.9B) and Managed ($40.7B) revenue accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Jamie Dimon Quotes**\n\n* Are quotes attributed correctly to **Jamie Dimon**?\n* Do the quoted statements accurately reflect:\n  * The \"over-earning\" on NII and credit costs?\n  * The warning about the \"most dangerous time the world has seen in decades\"?\n  * The intent to adapt to **Basel III** rules?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Macro Outlook**\n\n* Does the slide accurately summarize comments on:\n  * Tight labor markets?\n  * High government debt/deficits?\n  * Consumers spending down excess cash buffers?\n* Does it avoid inventing specific economic forecasts not in the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement & Significant Items**\n\n* Are the \"Significant Items\" figures correct?\n  * Net investment securities losses: **$669 million** (EPS impact **$0.17**)\n  * Firmwide legal expense: **$665 million** (EPS impact **$0.22**)\n* Are Credit Costs correctly stated at **$1.4 billion** (with Net Charge-offs of **$1.5 billion**)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 First Republic Impact**\n\n* Is the Net Income attributable to First Republic correctly stated as **$1.1 billion**?\n* Are the \"Excluding First Republic\" growth rates accurate?\n  * Net Income: **up 24%** (vs 35% reported)\n  * Net Revenue: **up 15%** (vs 21% reported)\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Fortress Principles**\n\n* Are the capital and liquidity metrics exact?\n  * CET1 Capital Ratio: **14.3%**\n  * Total Loss-Absorbing Capacity: **$496 billion**\n  * Cash and Marketable Securities: **$1.4 trillion**\n  * Tangible Book Value per Share: **$82.04**\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Consumer & Community Banking (CCB)**\n\n* Are Net Revenue (**$18.4B**) and Net Income (**$5.9B**) correct?\n* Are the highlights accurate?\n  * Average loans **up 17%**\n  * **#1 ranking** in U.S. retail deposits\n  * Card Services net charge-off rate **2.49%**\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Corporate & Investment Bank (CIB)**\n\n* Are Net Revenue (**$11.7B**) and Net Income (**$3.1B**) correct?\n* Is the decline in Markets revenue (**down 3%**) and Investment Banking revenue (**down 6%**) reported correctly?\n* Is the **#1 ranking** for Global Investment Banking fees mentioned?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 Commercial Banking (CB)**\n\n* Are Net Revenue (**$4.0B**) and Net Income (**$1.9B**) correct?\n* Is the significant Net Income growth (**up 105%**) reported?\n* Is Payments revenue growth (**up 30%**) included?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.4 Asset & Wealth Management (AWM)**\n\n* Are Net Revenue (**$5.0B**) and Net Income (**$1.4B**) correct?\n* Are AUM (**$3.2 trillion**) and net inflows (**$60 billion**) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Support & Expenses**\n\n* Is the credit/capital raised YTD figure **$1.7 trillion**?\n* Is the Reported Overhead Ratio (**55%**) vs Managed Overhead Ratio (**53%**) correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Are the risks summarized neutrally without adding guidance numbers?\n* Is the context regarding **Basel III** implementation speed (\"very quickly\") accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Contact Details**\n\n* Are the names **Mikael Grubb** (Investor Relations) and **Joseph Evangelisti** (Media) spelled correctly with correct phone numbers if listed?\n* Is the conference call time **8:30 a.m. EDT**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/JPMorgan_Chase/Earning7/generation_task/statistics.yaml b/economics/JPMorgan_Chase/Earning7/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ddaeb3987dd6f6f1f0308057da9ea56381f1bc5 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning7/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/JPMorgan_Chase/Earning7 +category: economics +input_metrics: + total_input_tokens: 6559 + generation_prompt_tokens: 2079 + materials_total_tokens: 4480 + material_count: 1 + pdf_total_pages: 8 + file_details: + - name: material.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 16 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 30 + total_count: 60 diff --git a/economics/JPMorgan_Chase/Earning7/material.pdf b/economics/JPMorgan_Chase/Earning7/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d2158b1c6c8b81695ee65fb3bb0b50d5032124a3 --- /dev/null +++ b/economics/JPMorgan_Chase/Earning7/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4301c2a52605c2e166551b170ab3c80d92b36f00adadf076353988416b33a19d +size 223995 diff --git a/economics/Microsoft_press_release/FY2022Q1/generation_task/instructions.md b/economics/Microsoft_press_release/FY2022Q1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..0d64cb1c05652f2f3aaac1154e725ea99d8690c7 --- /dev/null +++ b/economics/Microsoft_press_release/FY2022Q1/generation_task/instructions.md @@ -0,0 +1,129 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (Microsoft), fiscal period (FY22 Q1), date (October 26, 2021), and a sub-header summarizing the main sentiment (e.g., "Strong Start to Fiscal Year"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Revenue, Operating Income, and Net Income (GAAP vs Non-GAAP). Include the percentage increase year-over-year. + +2. Leadership Context + + * **Management Commentary**: Select key quotes from Satya Nadella (regarding "digital technology" and "tech intensity") and Amy Hood (regarding "Microsoft Cloud" revenue strength). + * **Purpose**: To provide the strategic narrative driving the financial results. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Revenue, Operating Income, Net Income, and Diluted EPS compared to the corresponding period of the last fiscal year. + * *Requirement*: You must visually distinguish between GAAP and Non-GAAP figures. + + * **The "Tax Benefit" Explanation**: A dedicated slide explaining the **$3.3 billion net income tax benefit** related to the transfer of intangible properties. + * *Requirement*: Explain how this impacts the GAAP vs. Non-GAAP comparison (specifically regarding Net Income and EPS) to prevent audience misinterpretation. + + * **Capital Allocation**: Detail the return of capital to shareholders (share repurchases and dividends) compared to the previous year. + +4. Segment Performance + + * **Productivity and Business Processes**: + * Show Total Revenue and Growth % (including constant currency). + * List specific product highlights: Office Commercial/Consumer, LinkedIn (and Marketing Solutions), and Dynamics 365. + + * **Intelligent Cloud**: + * Show Total Revenue and Growth % (including constant currency). + * List specific product highlights: Server products and Azure growth figures. + + * **More Personal Computing**: + * Show Total Revenue and Growth % (including constant currency). + * List specific product highlights: Windows OEM, Windows Commercial, Xbox, Search/News advertising, and Surface. + +5. Operational Highlights & ESG + + * **Innovation & R&D**: Summarize the statement regarding research and development investments and product releases. + * **ESG Initiatives**: Briefly mention the company's focus on Environmental, Social, and Governance efforts as stated in the release. + +6. Closing & Disclaimers + + * **Forward-Looking Statements & Risks**: A summary slide noting that actual results may differ due to risks (e.g., competition, cyberattacks, supply chain issues). Do **not** invent specific numbers for future guidance, as the text states guidance is provided on the "conference call." + * **Contact & Replay Info**: List the investor relations contact info and the webcast URL for the earnings call. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2022Q1/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2022Q1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..62d640c159ebb4461c17ebe457ba82b33c10b00a --- /dev/null +++ b/economics/Microsoft_press_release/FY2022Q1/generation_task/judge_prompt.json @@ -0,0 +1,37 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name\n* Fiscal period\n* Announcement date\n* A short sentiment sub-header summarizing overall performance (e.g., “Strong Start to Fiscal Year”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures\n* Include Revenue, Operating Income, and Net Income\n* Explicitly distinguish GAAP vs. non-GAAP Net Income\n* Include year-over-year percentage changes\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on digital technology / tech intensity)\n* Include at least one quote from Amy Hood (on Microsoft Cloud performance)\n* Attribute quotes clearly to the speaker\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers\n* Why cloud and technology strategy matter for results\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenue\n* Operating Income\n* Net Income\n* Diluted EPS\n* Comparison with the same quarter last fiscal year\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels, layout, or annotations\n* Not relying solely on implicit understanding\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is there a dedicated slide explaining the $3.3B tax benefit?**\n\nThis slide should:\n\n* Explain the transfer of intangible properties\n* Clarify why GAAP Net Income and EPS differ from non-GAAP\n* Explicitly aim to prevent audience misinterpretation\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the tax benefit is missing, merged improperly, or insufficiently explained.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Share repurchases\n* Dividends\n* Comparison to the prior year\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes\n* Intelligent Cloud\n* More Personal Computing\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total revenue\n* Year-over-year growth\n* Constant-currency growth (where provided)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Office, LinkedIn, Dynamics (Productivity & Business Processes)\n* Azure and Server products (Intelligent Cloud)\n* Windows, Xbox, Search/News, Surface (More Personal Computing)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the press release’s discussion of ongoing product releases and R&D investment\n* Avoid introducing unmentioned products or metrics\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention Environmental, Social, and Governance focus\n* Avoid adding metrics or initiatives not stated in the release\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* Clearly state that actual results may differ\n* Avoid inventing future guidance\n* Maintain a neutral, disclaimer-style tone\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Earnings call or replay availability\n* Investor relations or media contact reference\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Microsoft**)?\n * Fiscal period (**FY22 Q1**)?\n * Date (**October 26, 2021**)?\n* Is the sub-header sentiment (e.g., “Strong Start to Fiscal Year”) consistent with the tone and wording of the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenue, Operating Income, Net Income**) numerically correct?\n* Are **GAAP and non-GAAP Net Income** clearly distinguished?\n* Are year-over-year growth percentages stated exactly as in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**?\n* Do the quoted statements accurately reflect:\n * Nadella’s discussion of *digital technology* and *tech intensity*?\n * Hood’s emphasis on *Microsoft Cloud revenue growth*?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Strategic Interpretation**\n\n* Does the slide refrain from adding interpretation beyond what is explicitly stated in the quotes?\n* Is the strategic narrative presented neutrally, without promotional exaggeration?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Comparisons**\n\n* Are Revenue, Operating Income, Net Income, and Diluted EPS:\n\n * Correctly reported for both the current and prior fiscal periods?\n * Clearly differentiated between **GAAP and non-GAAP**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Tax Benefit Explanation**\n\n* Is the **$3.3 billion net income tax benefit** correctly identified as:\n * One-time\n * Related to the transfer of intangible properties?\n* Does the slide accurately explain its impact on **GAAP vs non-GAAP Net Income and EPS** without overstating its implications?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Capital Allocation**\n\n* Are shareholder returns (**share repurchases and dividends**) reported with correct figures and year-over-year comparison?\n* Is the comparison limited to what is explicitly stated in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Are total revenue and growth rates (including constant currency figures) accurate?\n* Are product-level highlights (Office, LinkedIn, Dynamics) consistent with the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is total segment revenue reported correctly?\n* Are Azure and server product growth figures accurate and properly attributed?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Are revenue, growth rates, and product highlights (Windows, Xbox, Search, Surface) correctly stated?\n* Is Surface revenue decline represented accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Innovation & R&D**\n\n* Does the slide accurately summarize Microsoft’s statements on R&D investment and product releases without adding unsupported claims?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 ESG Statements**\n\n* Are ESG mentions limited to the high-level focus described in the press release?\n* Does the slide avoid inventing metrics, targets, or initiatives?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Are forward-looking statements summarized neutrally?\n* Does the slide avoid adding numerical forecasts or guidance not present in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Contact and Webcast Information**\n\n* Are investor relations contacts and webcast details reproduced accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations not present in the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2022Q1/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2022Q1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3e7d74026bea7e9dd101bf20dfdbdf745e6c19f3 --- /dev/null +++ b/economics/Microsoft_press_release/FY2022Q1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2022Q1 +category: economics +input_metrics: + total_input_tokens: 8657 + generation_prompt_tokens: 1937 + materials_total_tokens: 6720 + material_count: 1 + pdf_total_pages: 12 + file_details: + - name: material.pdf + tokens: 6720 + pages: 12 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 16 + Content Correctness: 15 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 31 + total_count: 61 diff --git a/economics/Microsoft_press_release/FY2022Q1/material.pdf b/economics/Microsoft_press_release/FY2022Q1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0b938bda5ddb22bbfc784d0c9e8b275b9f49aebf Binary files /dev/null and b/economics/Microsoft_press_release/FY2022Q1/material.pdf differ diff --git a/economics/Microsoft_press_release/FY2024Q1/generation_task/instructions.md b/economics/Microsoft_press_release/FY2024Q1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..c6b11d5fd207ecf8fb54c0888054a4ad0bdb1727 --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q1/generation_task/instructions.md @@ -0,0 +1,111 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include the company name (Microsoft), fiscal period (FY24 Q1), announcement date (October 24, 2023), and a sub-header focusing on "Cloud Strength" as the primary driver. +* **Executive Summary**: A high-level bulleted list of the top-line figures including Revenue ($56.5 billion), Operating Income ($26.9 billion), Net Income ($22.3 billion), and Diluted EPS ($2.99). +* **Growth Metrics**: Clearly state the percentage increase year-over-year for both GAAP and Constant Currency (CC) to show the true growth trajectory. + +### 2. Leadership Context +* **Management Commentary**: Select and contrast key strategic quotes from Satya Nadella (focusing on "the age of AI" and "tech stack infusion") and Amy Hood (focusing on "Microsoft Cloud" revenue of $31.8 billion and "consistent execution"). +* **Strategic Narrative**: Synthesize how AI leadership and Cloud scale are being positioned as the dual engines for the current fiscal year's growth. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Provide a detailed comparison of Revenue, Operating Income, and Net Income against the corresponding period of the previous year. +* **GAAP vs. Non-GAAP (CC)**: A dedicated section or visual explanation of the "Constant Currency" framework. Explain why Microsoft uses this non-GAAP measure to exclude foreign currency fluctuations. +* **Capital Allocation**: Detail the return of $9.1 billion to shareholders through share repurchases ($4.8 billion) and dividends ($5.1 billion). + +### 4. Segment Performance +* **Productivity and Business Processes**: Show Revenue ($18.6 billion) and growth. Highlight Office 365 Commercial (18%), Dynamics 365 (28%), and LinkedIn performance. +* **Intelligent Cloud**: Show Revenue ($24.3 billion). Focus on Azure and other cloud services growth (29% GAAP / 28% CC) as the core highlight. +* **More Personal Computing**: Show Revenue ($13.7 billion). Balance the growth in Xbox (13%) and Windows (5%) against the significant decline in Devices revenue (-22%). + +### 5. Operational Highlights & ESG +* **Innovation & R&D Strategy**: Summarize how multi-year research and development investments are manifesting in "hundreds of product releases" and AI-driven enhancements this quarter. +* **ESG Commitment**: Briefly outline the focus on Environmental, Social, and Governance efforts as a core component of the mission to "empower every person and organization." + +### 6. Closing & Disclaimers +* **Forward-Looking Statements & Risks**: A comprehensive summary of potential risks including intense competition, AI-related issues, cyberattacks, and regulatory changes. +* **Investor Resources**: Provide the replay information for the conference call (available until Oct 2024), the investor relations contact (Brett Iversen), and the official URL for further financial data. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2024Q1/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2024Q1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..c1621a4f515cc9b1caa4404a104d25f6c3b7ba2a --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q1/generation_task/judge_prompt.json @@ -0,0 +1,33 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Microsoft Corp.\n* Fiscal period: Quarter ended September 30, 2023 (FY24 Q1)\n* Announcement date: October 24, 2023\n* A short sentiment sub-header summarizing overall performance (e.g., “Microsoft Cloud Strength Fuels First Quarter Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenue, Operating Income, Net Income)\n* Include Diluted earnings per share ($2.99)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (e.g., 13% vs 12% revenue growth)\n* Include year-over-year percentage changes\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on making the age of AI real with copilots)\n* Include at least one quote from Amy Hood (on Microsoft Cloud revenue of $31.8 billion)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., infusing AI across every layer of the tech stack)\n* Why productivity gains and cloud execution matter for the start of the fiscal year\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenue ($56.5 billion)\n* Operating Income ($26.9 billion)\n* Net Income ($22.3 billion)\n* Diluted EPS ($2.99)\n* Comparison with the corresponding period of the last fiscal year\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" reconciliation\n* Clear explanation of the framework used for assessing underlying business performance\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Total amount returned to shareholders ($9.1 billion)\n* Breakdown into share repurchases and dividends\n* The specific timeframe (first quarter of fiscal year 2024)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes ($18.6 billion)\n* Intelligent Cloud ($24.3 billion)\n* More Personal Computing ($13.7 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Year-over-year growth percentage\n* Constant-currency growth percentage (e.g., 12% for Productivity and Business Processes)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Office 365 Commercial (18%), LinkedIn (8%), Dynamics 365 (28%)\n* Azure and other cloud services (29%)\n* Windows OEM (4%), Xbox content and services (13%), Search/news advertising (10%), Devices (-22%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the press release’s note on delivering hundreds of products/services each quarter\n* Mention the focus on research and development investments to help customers be more secure and productive\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention Microsoft’s focus on Environmental, Social, and Governance efforts\n* Direct the audience to the investor relations ESG website for initiatives and priorities\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that statements are based on current expectations and assumptions\n* Reference factors that could cause actual results to differ (e.g., competition, AI issues, cyberattacks)\n* Avoid making new definitive promises about future performance\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Webcast access at microsoft.com/en-us/investor\n* Replay availability date (through October 24, 2024)\n* Contact information for Media Relations and Investor Relations\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Microsoft**)?\n * Fiscal period (**FY24 Q1**)?\n * Date (**October 24, 2023**)?\n* Is the sub-header sentiment (e.g., “Microsoft Cloud Strength Fuels First Quarter Results”) consistent with the tone and wording of the press release?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenue $56.5 billion, Operating Income $26.9 billion, Net Income $22.3 billion**) numerically correct?\n* Are the growth percentages (e.g., **Revenue up 13%, Net Income up 27%**) stated exactly as in the press release?\n* Are **GAAP and Constant Currency** growth rates clearly distinguished for these top-line figures?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**?\n* Do the quoted statements accurately reflect:\n * Nadella’s discussion of making the **\"age of AI real\"** and infusing AI across the **\"tech stack\"**?\n * Hood’s emphasis on **Microsoft Cloud revenue of $31.8 billion** and strong sales execution?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Comparisons**\n\n* Are Revenue, Operating Income, Net Income, and Diluted EPS ($2.99):\n * Correctly reported for the quarter ended September 30, 2023, and the prior year?\n * Consistent with the provided **Income Statements** table?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Capital Allocation**\n\n* Is the total amount returned to shareholders (**$9.1 billion**) reported correctly?\n* Does it specify that this was in the form of **share repurchases and dividends**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Is the segment revenue of **$18.6 billion** (up 13%) accurate?\n* Are highlights for **Office 365 Commercial (up 18%)**, **LinkedIn (up 8%)**, and **Dynamics 365 (up 28%)** correctly stated?\n* Is the count of **Microsoft 365 Consumer subscribers (76.7 million)** accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is the segment revenue of **$24.3 billion** (up 19%) reported correctly?\n* Is the growth for **Azure and other cloud services (29%)** accurate and consistent with the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Is the segment revenue of **$13.7 billion** (up 3%) stated correctly?\n* Are the growth/decline rates for **Windows (up 5%)**, **Xbox content and services (up 13%)**, and **Devices (down 22%)** accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Product Innovation**\n\n* Does the slide accurately reflect that Microsoft delivers **\"hundreds of products\"** as a result of R&D to help customers be **\"productive and secure\"**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 ESG Efforts**\n\n* Are ESG mentions limited to the focus on **\"most positive impact\"** and the redirection to the investor relations ESG website?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Business Outlook & Forward-Looking Statements**\n\n* Does the slide correctly state that guidance is provided via the **conference call and webcast** rather than listed in the text of the release?\n* Are the risks (e.g., **competition, cyberattacks, AI issues**) summarized from the Forward-Looking Statements section?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Webcast and Contact Information**\n\n* Are the webcast time (**2:30 p.m. PT**) and URL (**microsoft.com/en-us/investor**) correct?\n* Are the media and investor relations phone numbers (**425-638-7777** and **425-706-4400**) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2024Q1/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2024Q1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7f5afad9c76774c5acb2c158e8218f62e0982dac --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2024Q1 +category: economics +input_metrics: + total_input_tokens: 7566 + generation_prompt_tokens: 1966 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 27 + total_count: 57 diff --git a/economics/Microsoft_press_release/FY2024Q1/material.pdf b/economics/Microsoft_press_release/FY2024Q1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..789374dd7b7ecb29db150adf6946410d147beefa --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:adfa3f440d436891a3398ee962ab51c528db94381616a2f4b2a6fab607755f0b +size 402137 diff --git a/economics/Microsoft_press_release/FY2024Q2/generation_task/instructions.md b/economics/Microsoft_press_release/FY2024Q2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..92125a93897e9ba2ae30a2f1c098af2c4c04fcb5 --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q2/generation_task/instructions.md @@ -0,0 +1,112 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Microsoft Fiscal Year 2024 Second Quarter Results", the announcement date "January 30, 2024", and a sub-header highlighting "Microsoft Cloud Strength" and "AI at Scale". +* **Executive Summary**: A bulleted list of top-line figures: Revenue ($62.0 billion), Operating Income ($27.0 billion), and Net Income ($21.9 billion). +* **Growth Context**: Show percentage increases for GAAP vs. Non-GAAP and Constant Currency (CC) to provide a clear view of the 18% revenue growth. + +### 2. Leadership Context +* **Management Commentary**: Contrast Satya Nadella's shift in narrative from "talking about AI" to "applying AI at scale" with Amy Hood's focus on "strong execution" leading to $33.7 billion in Microsoft Cloud revenue. +* **Strategic Vision**: Highlight the infusion of AI across every layer of the tech stack as the primary driver for winning new customers and productivity gains. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the current quarter's Revenue, Operating Income, and Diluted EPS ($2.93) against the previous year. +* **Acquisition Impact**: Include a specific focus on the completion of the Activision Blizzard acquisition (October 13, 2023) and its inclusion in the More Personal Computing segment. +* **Non-GAAP Reconciliations**: A section explaining the "Q2 Charge" from the prior year (severance and impairments) to ensure an apples-to-apples comparison for the 33% GAAP growth. +* **Capital Allocation**: Detail the $8.4 billion returned to shareholders via share repurchases and dividends. + +### 4. Segment Performance +* **Productivity and Business Processes**: Show Revenue ($19.2 billion, up 13%). Highlight Office 365 Commercial (17% growth) and the milestone of 78.4 million Microsoft 365 Consumer subscribers. +* **Intelligent Cloud**: Show Revenue ($25.9 billion, up 20%). Focus on Azure and other cloud services growth (30% GAAP / 28% CC) as the core engine. +* **More Personal Computing**: Show Revenue ($16.9 billion, up 19%). Explicitly call out the 61% growth in Xbox content and services driven by the Activision acquisition, while noting the 9% decline in Devices. + +### 5. Operational Highlights & ESG +* **R&D and Innovation**: Summarize the multi-year investment strategy that delivered hundreds of product releases and "differentiated value" across cloud and edge. +* **ESG Initiatives**: Briefly mention the focus on Environmental, Social, and Governance efforts and direct the audience to the investor relations ESG website for detailed priorities. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements**: A summary of risk factors including intense competition, AI-related reputational/legal issues, and security vulnerabilities. +* **Investor Resources**: Provide conference call replay info (available until Jan 2025), contact info for Brett Iversen (VP, Investor Relations), and the official investor relations URL. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2024Q2/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2024Q2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2de18fef5880b564f9e152be8917eb3d6a67c6b5 --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q2/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Microsoft Corp.\n* Fiscal period: Quarter ended December 31, 2023 (FY24 Q2)\n* Announcement date: January 30, 2024\n* A short sentiment sub-header summarizing overall performance (e.g., “Microsoft Cloud Strength Drives Second Quarter Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenue: $62.0 billion, Operating Income: $27.0 billion)\n* Include Net Income ($21.9 billion) and Diluted EPS ($2.93)\n* Explicitly distinguish GAAP growth vs. non-GAAP (Adjusted) and Constant Currency growth\n* Mention the completion of the Activision Blizzard acquisition on October 13, 2023\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on applying AI at scale across every layer of the tech stack)\n* Include at least one quote from Amy Hood (on Microsoft Cloud revenue of $33.7 billion, up 24%)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., winning new customers through AI infusion)\n* Why the transition from \"talking about AI\" to \"applying AI at scale\" is significant for this quarter\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenue ($62.0 billion, up 18%)\n* Operating Income ($27.0 billion, up 33%)\n* Net Income ($21.9 billion, up 33%)\n* Diluted EPS ($2.93, up 33%)\n* Comparison with the second quarter of the prior fiscal year\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables reconciling GAAP to non-GAAP (Adjusted) results\n* Explanation of the \"Q2 charge\" from the prior year (severance, hardware impairment, etc.) used for comparability\n* Constant currency growth rate adjustments (e.g., 18% GAAP vs 16% CC revenue growth)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Total amount returned to shareholders ($8.4 billion)\n* Breakdown into share repurchases and dividends\n* The specific timeframe (second quarter of fiscal year 2024)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes ($19.2 billion)\n* Intelligent Cloud ($25.9 billion)\n* More Personal Computing ($16.9 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total segment revenue and GAAP growth\n* Constant-currency growth percentage\n* For More Personal Computing: Explicit mention of the impact of the Activision acquisition\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Office 365 Commercial (17%), LinkedIn (9%), Dynamics 365 (27%)\n* Azure and other cloud services (30%)\n* Xbox content and services (up 61%, including 55 points from Activision), Windows OEM (11%), Devices (-9%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the delivery of hundreds of products, services, or enhancements each quarter\n* Mention R&D investments designed to help customers be more productive and secure\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention focusing Environmental, Social, and Governance efforts for positive impact\n* Provide a link or reference to the investor relations ESG website for initiatives\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that statements are based on current expectations and subject to risks\n* List potential risk factors (e.g., competition, AI issues, cyberattacks, Activision integration risks)\n* Reference SEC filings (Form 10-K and 10-Q) for detailed risk information\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Webcast replay availability date (through January 30, 2025)\n* Contact details for Media Relations (WE Communications) and Investor Relations\n* Links to the Microsoft News Center and Investor Relations website\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n* Company name (**Microsoft**)?\n* Fiscal period (**FY24 Q2**)?\n* Date (**January 30, 2024**)?\n\n\n* Is the sub-header sentiment (e.g., “Microsoft Cloud Strength Drives Second Quarter Results”) consistent with the tone and wording of the press release?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenue $62.0 billion, Operating Income $27.0 billion, Net Income $21.9 billion**) numerically correct?\n* Are year-over-year growth percentages (e.g., **Revenue up 18%, Net Income up 33%**) stated exactly as in the press release?\n* Is the completion of the **Activision Blizzard acquisition** on October 13, 2023, mentioned?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**?\n* Do the quoted statements accurately reflect:\n* Nadella’s shift from \"talking about AI\" to **\"applying AI at scale\"**?\n* Hood’s emphasis on **Microsoft Cloud revenue of $33.7 billion** (up 24%)?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement & Non-GAAP Reconciliation**\n\n* Are Revenue, Operating Income, Net Income, and Diluted EPS:\n* Correctly reported for the quarter ended December 31, 2023?\n* Clearly differentiated between **GAAP and non-GAAP** (adjusting for the FY23 Q2 charge)?\n\n\n* Does the non-GAAP Diluted EPS show a **26% increase**?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Capital Allocation**\n\n* Is the amount returned to shareholders (**$8.4 billion**) reported correctly for the second quarter?\n* Is the comparison limited to share repurchases and dividends as stated?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Is the segment revenue of **$19.2 billion** (up 13%) accurate?\n* Are highlights for **Office 365 Commercial (up 17%)** and **Microsoft 365 Consumer subscribers (78.4 million)** correct?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is total segment revenue of **$25.9 billion** (up 20%) reported correctly?\n* Is **Azure and other cloud services** revenue growth stated at **30%**?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Is the segment revenue of **$16.9 billion** (up 19%) correctly stated?\n* Is the **61% increase** in Xbox content and services revenue correctly attributed to **55 points of net impact from the Activision acquisition**?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Innovation & ESG**\n\n* Does the slide accurately state that R&D investments are designed to help customers be **\"productive and secure\"**?\n* Are ESG mentions limited to the focus on **\"most positive impact\"** and a referral to the investor relations ESG website?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Are forward-looking risks (e.g., **competition, AI issues, cyberattacks**) summarized neutrally?\n* Does the slide avoid adding numerical guidance not present in the press release?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Contact and Webcast Information**\n\n* Are the webcast time (**2:30 p.m. PT**) and IR contact (**425-706-4400**) reproduced accurately?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2024Q2/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2024Q2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a425997c15fc71857bbc0ce3263b3b890288016f --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2024Q2 +category: economics +input_metrics: + total_input_tokens: 8163 + generation_prompt_tokens: 2003 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/economics/Microsoft_press_release/FY2024Q2/material.pdf b/economics/Microsoft_press_release/FY2024Q2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7cf189ac365a90d2dc2a37b461d5aafb9929d770 --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aba2a9a7923ae1dde49728c19c7bc0fe875f7b71768b863c2a1b6c916ec0187a +size 456489 diff --git a/economics/Microsoft_press_release/FY2024Q3/generation_task/instructions.md b/economics/Microsoft_press_release/FY2024Q3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..835cd24bc65504dbb28e6b64cddf4c3aa736f074 --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q3/generation_task/instructions.md @@ -0,0 +1,111 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Microsoft Fiscal Year 2024 Third Quarter Results", the date "April 25, 2024", and a sub-header focusing on "AI Transformation" and "Copilot Orchestration". +* **Executive Summary**: A high-level list of key financial figures: Revenue ($61.9 billion), Operating Income ($27.6 billion), Net Income ($21.9 billion), and Diluted EPS ($2.94). +* **Growth Trajectory**: Explicitly state the year-over-year growth rates (Revenue up 17%, Operating Income up 23%, and Net Income/EPS up 20%). + +### 2. Leadership Context +* **Management Commentary**: Contrast Satya Nadella's narrative on "Microsoft Copilot and Copilot stack orchestrating a new era of AI" with Amy Hood's highlights of "Microsoft Cloud revenue of $35.1 billion, up 23%." +* **Strategic Vision**: Summarize how AI transformation is moving beyond infrastructure into driving "better business outcomes across every role and industry." + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the current quarter's $61.9B revenue and $27.6B operating income against the prior year to demonstrate scaled profitability. +* **Operating Efficiency**: Mention the $40.5 billion gross margin and the continued investment in Research and Development ($7.5 billion) to fuel AI innovation. +* **Capital Returns**: Detail the $8.4 billion returned to shareholders during the quarter through a combination of dividends and share repurchases. + +### 4. Segment Performance +* **Productivity and Business Processes**: Revenue of $19.6 billion (up 12%). Key highlights include Office 365 Commercial (15% growth), Dynamics 365 (23% growth), and the expansion of Microsoft 365 Consumer subscribers to 80.8 million. +* **Intelligent Cloud**: Revenue of $26.7 billion (up 21%). Emphasize Azure and other cloud services growth of 31% as a testament to AI-driven demand. +* **More Personal Computing**: Revenue of $15.6 billion (up 17%). Focus on the 62% surge in Xbox content and services (driven by Activision integration) and the 11% growth in Windows Commercial products. + +### 5. Operational Highlights & ESG +* **Innovation Delivery**: Summarize the statement regarding the delivery of "hundreds of products and enhancements" this quarter, resulting from multi-year R&D investments in cloud and edge. +* **ESG Focus**: Briefly state Microsoft's commitment to Environmental, Social, and Governance efforts as a means to better execute its global mission. + +### 6. Closing & Disclaimers +* **Forward-Looking Guidance**: Note that specific forward-looking guidance is provided during the conference call and webcast. +* **Risk Factors**: A summary slide covering competition, AI-related legal/reputational risks, security vulnerabilities, and global economic conditions. +* **Investor Resources**: Provide the replay info (available until April 25, 2025) and contact details for Brett Iversen (VP, Investor Relations). +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2024Q3/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2024Q3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e0ee5e2b2bb65d30c7e87b334c152555bbdb4498 --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q3/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Microsoft Corp.\n* Fiscal period: Quarter ended March 31, 2024 (FY24 Q3)\n* Announcement date: April 25, 2024\n* A short sentiment sub-header summarizing overall performance (e.g., “Microsoft Cloud Strength Fuels Third Quarter Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenue: $61.9 billion, Operating Income: $27.6 billion)\n* Include Net Income ($21.9 billion) and Diluted EPS ($2.94)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (where provided)\n* Include year-over-year percentage changes (Revenue up 17%, Operating Income up 23%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on Microsoft Copilot orchestrating a new era of AI transformation)\n* Include at least one quote from Amy Hood (on Microsoft Cloud revenue of $35.1 billion, up 23%)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., AI transformation driving better business outcomes)\n* Why strong execution by sales teams and partners matters for the quarterly results\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Revenue ($61.9 billion)\n* Operating Income ($27.6 billion)\n* Net Income ($21.9 billion)\n* Diluted EPS ($2.94)\n* Comparison with the corresponding period of the last fiscal year\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or footnotes showing \"Constant Currency\" growth rates\n* Clear presentation of revenue growth vs. constant currency growth for key segments\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Total amount returned to shareholders ($10.1 billion)\n* Breakdown into share repurchases and dividends\n* Comparison to previous periods (if applicable)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes ($19.6 billion)\n* Intelligent Cloud ($26.7 billion)\n* More Personal Computing ($15.6 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Year-over-year growth percentage\n* Constant-currency growth percentage (e.g., 11% for Productivity and Business Processes)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Office 365 Commercial (15%), LinkedIn (10%), Microsoft 365 Consumer subscribers (80.8 million)\n* Azure and other cloud services (31%)\n* Xbox content and services (62%, driven by Activision), Windows (11%), Search and news advertising (12%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the delivery of hundreds of products/services as mentioned in the \"Operational Highlights\"\n* Reference the ongoing research and development investments to support customer productivity\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention Microsoft’s commitment to Environmental, Social, and Governance positive impact\n* Provide the investor relations ESG website address for further details\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that results are based on current expectations and subject to risks\n* Mention that actual results may differ materially\n* Reference the 2023 Form 10-K and other SEC filings for risk factors\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Webcast replay availability date (through April 25, 2025)\n* Contact information for Media Relations and Investor Relations\n* Link to the Microsoft Investor Relations website\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n* Company name (**Microsoft**)?\n* Fiscal period (**FY24 Q3**)?\n* Date (**April 25, 2024**)?\n\n\n* Is the sub-header sentiment (e.g., “Microsoft Cloud Strength Fuels Third Quarter Results”) consistent with the tone and wording of the press release?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenue $61.9 billion, Operating Income $27.6 billion, Net Income $21.9 billion**) numerically correct?\n* Are year-over-year growth percentages (e.g., **Revenue up 17%, Operating Income up 23%**) stated exactly as in the press release?\n* Are the **Diluted earnings per share ($2.94)** and its **20% increase** reported accurately?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**?\n* Do the quoted statements accurately reflect:\n* Nadella’s discussion of **\"Microsoft Copilot and Copilot stack\"** orchestrating a new era of AI transformation?\n* Hood’s emphasis on **Microsoft Cloud revenue of $35.1 billion** (up 23%)?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Comparisons**\n\n* Are Revenue, Operating Income, Net Income, and Diluted EPS:\n* Correctly reported for the quarter ended March 31, 2024?\n* Consistent with the provided **Income Statements** table (e.g., Total revenue $61,858 million)?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Capital Allocation**\n\n* Is the total amount returned to shareholders (**$8.4 billion**) through share repurchases and dividends reported correctly?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Is the segment revenue of **$19.6 billion** (up 12%) accurate?\n* Are highlights for **Office 365 Commercial (up 15%)**, **LinkedIn (up 10%)**, and **Dynamics 365 (up 23%)** correctly stated?\n* Is the count of **Microsoft 365 Consumer subscribers (80.8 million)** accurate?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is total segment revenue reported as **$26.7 billion** (up 21%)?\n* Are **Server products and cloud services (up 24%)** and **Azure (up 31%)** growth figures accurate?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Is the segment revenue of **$15.6 billion** (up 17%) correctly stated?\n* Are the growth highlights for **Windows (up 11%)** and **Xbox content and services (up 62%)** accurate?\n* Is the **61 points of net impact from the Activision acquisition** on Xbox revenue growth correctly mentioned?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Innovation & ESG**\n\n* Does the slide accurately reflect Microsoft's statement on delivering **\"hundreds of products\"** to help customers be **\"productive and secure\"**?\n* Are ESG mentions limited to the mission-driven focus on **\"most positive impact\"** and a link to the IR ESG website?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Does the slide correctly state that guidance is provided via the **conference call and webcast**?\n* Are the risks (e.g., **competition, cyberattacks, AI issues**) summarized neutrally?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Webcast and Contact Information**\n\n* Are the webcast time (**2:30 p.m. PT**) and URL (**[microsoft.com/en-us/investor](https://www.google.com/search?q=https://microsoft.com/en-us/investor)**) correct?\n* Are the contact numbers for Media Relations (**425-638-7777**) and Investor Relations (**425-706-4400**) accurate?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2024Q3/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2024Q3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1749b79c0605a3b8c18f932f06d811c95a764d11 --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2024Q3 +category: economics +input_metrics: + total_input_tokens: 7594 + generation_prompt_tokens: 1994 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/economics/Microsoft_press_release/FY2024Q3/material.pdf b/economics/Microsoft_press_release/FY2024Q3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..96131cdf6363499218a59846fa5c7d1336a80aba --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:35f150d0b7d9c337f42a90a57aa8bfe8b09e052bec77f9b818f2cc65c81b5174 +size 416324 diff --git a/economics/Microsoft_press_release/FY2024Q4/generation_task/instructions.md b/economics/Microsoft_press_release/FY2024Q4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..e7ac8be606953ec42825be3f1e7861fe244d278c --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q4/generation_task/instructions.md @@ -0,0 +1,111 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Microsoft Fiscal Year 2024 Fourth Quarter and Full Year Results", the date "July 30, 2024", and a sub-header highlighting "Record Bookings" and "AI Platform Leadership". +* **Executive Summary**: A summary of Q4 top-line figures: Revenue ($64.7 billion), Operating Income ($27.9 billion), Net Income ($22.0 billion), and Diluted EPS ($2.95). +* **Growth Metrics**: Include the year-over-year increase of 15% in revenue (16% in constant currency) to show consistent growth at scale. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Satya Nadella's narrative on Microsoft as a "platform company" leading the AI era and Amy Hood's highlights of record bookings and "Microsoft Cloud quarterly revenue of $36.8 billion" (up 21%). +* **Strategic Narrative**: Emphasize the transition from AI innovation to meeting mission-critical customer needs on at-scale platforms. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the Q4 revenue of $64.7B and operating income of $27.9B against the prior year. +* **Full Year Perspective**: Briefly summarize the full fiscal year 2024 performance, noting total revenue ($245.1 billion) and the 19% increase in net income to demonstrate long-term value creation. +* **Capital Allocation**: Detail the $8.4 billion returned to shareholders in Q4 through dividends and share repurchases, maintaining a consistent return strategy. + +### 4. Segment Performance +* **Productivity and Business Processes**: Revenue of $20.3 billion (up 11%). Focus on Office 365 Commercial (13% growth) and the milestone of 82.5 million Microsoft 365 Consumer subscribers. +* **Intelligent Cloud**: Revenue of $28.5 billion (up 19%). Highlight the 30% growth (29% in constant currency) of Azure and other cloud services as the core driver. +* **More Personal Computing**: Revenue of $15.9 billion (up 14%). Detail the 61% surge in Xbox content and services (including Activision impact) and the 4% growth in Windows OEM revenue. + +### 5. Operational Highlights & ESG +* **R&D and Product Velocity**: Summarize the multi-year investment strategy that enabled the delivery of hundreds of AI-integrated product enhancements throughout the fiscal year. +* **ESG & Mission**: State the commitment to Environmental, Social, and Governance efforts as part of Microsoft's broader mission to empower global productivity and organization. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements**: A summary slide covering strategic risks, including competition, security vulnerabilities, AI legal/reputational risks, and macroeconomic factors. +* **Investor Resources**: Provide conference call replay info (available until July 30, 2025) and contact info for Brett Iversen (VP, Investor Relations), including the official IR website URL. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2024Q4/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2024Q4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ac7f6a6615d6ad678fbb30d59459cb180d2e1add --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q4/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Microsoft Corp.\n* Fiscal period: Quarter ended June 30, 2024 (FY24 Q4)\n* Announcement date: July 30, 2024\n* A short sentiment sub-header summarizing overall performance (e.g., “Microsoft Cloud Strength Drives Fourth Quarter Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenue: $64.7 billion, Operating Income: $27.9 billion)\n* Include Net Income ($22.0 billion) and Diluted EPS ($2.95)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (e.g., 15% vs 16% revenue growth)\n* Include year-over-year percentage changes\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on innovation, trust, and leading the AI era)\n* Include at least one quote from Amy Hood (highlighting record bookings and Microsoft Cloud revenue of $36.8 billion)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., meeting mission-critical needs across at-scale platforms)\n* Why the focus on innovation and customer trust is essential for leading the AI era\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Total Revenue ($64.7 billion)\n* Operating Income ($27.9 billion)\n* Net Income ($22.0 billion)\n* Diluted EPS ($2.95)\n* Comparison with the corresponding period of the last fiscal year (FY23 Q4)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" growth rates\n* Clear presentation of revenue growth vs. constant currency growth (e.g., Cloud revenue up 21% vs 22% in CC)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Total amount returned to shareholders ($8.4 billion)\n* Breakdown into share repurchases and dividends\n* The specific timeframe (fourth quarter of fiscal year 2024)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes ($20.3 billion)\n* Intelligent Cloud ($28.5 billion)\n* More Personal Computing ($15.9 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Year-over-year growth percentage (GAAP)\n* Constant-currency growth percentage (e.g., 12% for Productivity and Business Processes)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Office 365 Commercial (13%), LinkedIn (10%), Dynamics 365 (19%)\n* Azure and other cloud services (29%), Server products and cloud services (21%)\n* Xbox content and services (61%, driven by Activision), Windows OEM (4%), Search and news advertising (19%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the delivery of hundreds of products/services as new releases or enhancements\n* Mention that investments in research and development are designed to help customers be more productive and secure\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention focusing Environmental, Social, and Governance efforts where they have the most positive impact\n* Provide the investor relations ESG website for details on initiatives and priorities\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that results are based on current expectations and subject to risks\n* Mention that actual results may differ materially\n* Reference the 2023 Form 10-K and other SEC filings for detailed risk factors\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Webcast replay availability date (through July 30, 2025)\n* Contact information for Media Relations and Investor Relations\n* Link to the Microsoft Investor Relations website\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n* Company name (**Microsoft**)?\n* Fiscal period (**FY24 Q4**)?\n* Date (**July 30, 2024**)?\n\n\n* Is the sub-header sentiment (e.g., “Microsoft Cloud Strength Drives Fourth Quarter Results”) consistent with the tone and wording of the press release?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenue $64.7 billion, Operating Income $27.9 billion, Net Income $22.0 billion**) numerically correct?\n* Are year-over-year growth percentages (e.g., **Revenue up 15%, Net Income up 10%**) stated exactly as in the press release?\n* Is the **Diluted earnings per share ($2.95)** and its **10% increase** reported accurately?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**?\n* Do the quoted statements accurately reflect:\n* Nadella’s focus on being a **\"platform company\"** meeting mission-critical needs and **\"ensuring we lead the AI era\"**?\n* Hood’s emphasis on **record bookings** and **Microsoft Cloud quarterly revenue of $36.8 billion** (up 21%)?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Comparisons**\n\n* Are Revenue, Operating Income, Net Income, and Diluted EPS:\n* Correctly reported for the quarter ended June 30, 2024?\n* Consistent with the provided financial tables (e.g., Total revenue $64,727 million)?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Capital Allocation**\n\n* Is the total amount returned to shareholders (**$8.4 billion**) through share repurchases and dividends reported correctly for the fourth quarter?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Is the segment revenue of **$20.3 billion** (up 11%) accurate?\n* Are highlights for **Office 365 Commercial (up 13%)**, **LinkedIn (up 10%)**, and **Dynamics 365 (up 19%)** correctly stated?\n* Is the count of **Microsoft 365 Consumer subscribers (82.5 million)** accurate?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is total segment revenue reported as **$28.5 billion** (up 19%)?\n* Are **Server products and cloud services (up 21%)** and **Azure (up 29%)** growth figures accurate?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Is the segment revenue of **$15.9 billion** (up 14%) correctly stated?\n* Are the growth highlights for **Windows (up 7%)**, **Search and news advertising (up 10%)**, and **Xbox content and services (up 61%)** accurate?\n* Is the **58 points of net impact from the Activision acquisition** on Xbox revenue growth correctly mentioned?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Innovation & ESG**\n\n* Does the slide accurately reflect Microsoft's focus on helping customers be **\"productive and secure\"**?\n* Are ESG mentions limited to the mission-driven focus on **\"most positive impact\"** and the referral to the investor relations ESG website?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Does the slide correctly state that guidance is provided via the **conference call and webcast**?\n* Are the risks (e.g., **competition, cyberattacks, AI issues, IP claims**) summarized from the Forward-Looking Statements section?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Webcast and Contact Information**\n\n* Are the webcast time (**2:30 p.m. PT**) and URL (**[microsoft.com/en-us/investor](https://www.google.com/search?q=https://microsoft.com/en-us/investor)**) correct?\n* Are the contact numbers for Media Relations (**425-638-7777**) and Investor Relations (**425-706-4400**) accurate?\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2024Q4/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2024Q4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..13c73e421f70c37f9b515d4497620d286c92f104 --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2024Q4 +category: economics +input_metrics: + total_input_tokens: 8698 + generation_prompt_tokens: 1978 + materials_total_tokens: 6720 + material_count: 1 + pdf_total_pages: 12 + file_details: + - name: material.pdf + tokens: 6720 + pages: 12 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/economics/Microsoft_press_release/FY2024Q4/material.pdf b/economics/Microsoft_press_release/FY2024Q4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c3d2bc4a5cbae73ff17bcfc5403f4d34f9d87c7a --- /dev/null +++ b/economics/Microsoft_press_release/FY2024Q4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa260bda050766ece360ee91ab000e60040e65e515e3f1439ffcac5c8fd45aa8 +size 458895 diff --git a/economics/Microsoft_press_release/FY2025Q1/generation_task/instructions.md b/economics/Microsoft_press_release/FY2025Q1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..e4058039b5379c5b5f349ad86178ecb3a2f84ed0 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q1/generation_task/instructions.md @@ -0,0 +1,111 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Microsoft Fiscal Year 2025 First Quarter Results", the date "October 30, 2024", and a sub-header summarizing the main theme: "AI-Driven Transformation and Cloud Strength." +* **Executive Summary**: A concise list of top-line figures: Revenue ($65.6 billion), Operating Income ($30.6 billion), Net Income ($24.7 billion), and Diluted EPS ($3.30). +* **Growth Performance**: Highlight the year-over-year revenue increase of 16% and the 14% growth in operating income to establish a strong start to the fiscal year. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Satya Nadella's vision on how "AI-driven transformation is changing work, artifacts, and workflow" and Amy Hood’s commentary on "Microsoft Cloud revenue of $38.9 billion" (up 22%). +* **Strategic Narrative**: Explain how Microsoft is expanding its opportunity by helping customers apply AI platforms to drive new growth and operating leverage. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the $65.6B revenue and $30.6B operating income against the prior year (FY24 Q1). +* **Capital Allocation**: Detail the return of $9.0 billion to shareholders this quarter through share repurchases and dividends. +* **Operational Investment**: Note the significant additions to property and equipment ($14.9 billion) to support the growing demand for AI and cloud infrastructure. + +### 4. Segment Performance (Updated Structure) +* **Productivity and Business Processes**: Revenue of $28.3 billion (up 12%). Focus on Microsoft 365 Commercial (13% growth) and the continued expansion of LinkedIn and Dynamics 365. +* **Intelligent Cloud**: Revenue of $24.1 billion (up 20%). Emphasize Azure and other cloud services growth (33% GAAP / 34% constant currency) as the primary engine for AI transformation. +* **More Personal Computing**: Revenue of $13.2 billion (up 17%). Highlight the 61% growth in Xbox content and services and the 2% growth in Windows revenue. + +### 5. Operational Highlights & ESG +* **AI & Platform Innovation**: Summarize the strategy of infusing AI platforms and tools to drive customer value across every role and business process. +* **ESG Focus**: Mention the company's commitment to Environmental, Social, and Governance efforts as a core part of its mission to empower every person and organization on the planet. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements**: A summary slide noting that actual results may differ due to risks such as competition, security vulnerabilities, AI legal/reputational issues, and macroeconomic conditions. +* **Investor Resources**: Provide the conference call replay information (available until Oct 30, 2025) and contact details for Brett Iversen (VP, Investor Relations). + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2025Q1/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2025Q1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..09a7673dcc25912e78194df8aa477fc625f44938 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q1/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Microsoft Corp.\n* Fiscal period: Quarter ended September 30, 2024 (FY25 Q1)\n* Announcement date: October 30, 2024\n* A short sentiment sub-header summarizing overall performance (e.g., “Microsoft Cloud Strength Drives First Quarter Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenue: $65.6 billion, Operating Income: $30.6 billion)\n* Include Net Income ($24.7 billion) and Diluted EPS ($3.30)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (e.g., 16% revenue growth)\n* Include year-over-year percentage changes (Net Income up 11%, EPS up 10%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on AI-driven transformation changing work, artifacts, and workflow)\n* Include at least one quote from Amy Hood (highlighting Microsoft Cloud revenue of $38.9 billion, up 22%)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., helping customers apply AI platforms to drive growth and operating leverage)\n* Why the expansion of opportunity and winning new customers is central to the fiscal year start\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Total Revenue ($65.6 billion)\n* Operating Income ($30.6 billion)\n* Net Income ($24.7 billion)\n* Diluted EPS ($3.30)\n* Comparison with the first quarter of the prior fiscal year (FY24 Q1)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" growth rates\n* Specifically noting where growth rates differ (e.g., Net Income increased 11% GAAP but 10% in constant currency)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Total amount returned to shareholders ($9.0 billion)\n* Breakdown into dividends and share repurchases\n* The specific timeframe (first quarter of fiscal year 2025)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes ($28.3 billion)\n* Intelligent Cloud ($24.1 billion)\n* More Personal Computing ($13.2 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Year-over-year growth percentage (GAAP)\n* Constant-currency growth percentage (e.g., 12% GAAP vs 13% CC for Productivity and Business Processes)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Microsoft 365 Commercial (13%), LinkedIn (10%), Dynamics 365 (14%)\n* Azure and other cloud services (33%), Server products (1%)\n* Xbox content and services (61%), Windows (2%), Search and news advertising (18%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the delivery of hundreds of products/services as mentioned in the press release\n* Reference the R&D investments aimed at helping customers be more productive and secure\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention Microsoft’s focus on Environmental, Social, and Governance positive impact\n* Provide a link to the investor relations ESG website for initiatives and priorities\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that results are based on current expectations and subject to risks\n* Mention that actual results may differ materially\n* Reference the 2024 Form 10-K and other SEC filings for detailed risk factors\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Webcast replay availability date (through October 30, 2025)\n* Contact information for Media Relations and Investor Relations\n* Link to the Microsoft Investor Relations website (microsoft.com/investor)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n* Company name (**Microsoft**)? \n\n\n* Fiscal period (**FY25 Q1**)? \n\n\n* Date (**October 30, 2024**)? \n\n\n\n\n* Is the sub-header sentiment (e.g., “Microsoft Cloud Strength Drives First Quarter Results”) consistent with the tone and wording of the press release? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenue $65.6 billion, Operating Income $30.6 billion, Net Income $24.7 billion**) numerically correct? \n\n\n* Are year-over-year growth percentages (e.g., **Revenue up 16%, Operating Income up 14%, Net Income up 11%**) stated exactly as in the press release? \n\n\n* Are **Diluted earnings per share ($3.30)** and its **10% increase** reported accurately? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**? \n\n\n* Do the quoted statements accurately reflect:\n* Nadella’s discussion of **\"AI-driven transformation\"** changing work across every role and business process? \n\n\n* Hood’s emphasis on **Microsoft Cloud revenue of $38.9 billion**, up 22% year-over-year? \n\n\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Comparisons**\n\n* Are Revenue, Operating Income, Net Income, and Diluted EPS:\n* Correctly reported for the quarter ended September 30, 2024? \n\n\n* Consistent with the provided **INCOME STATEMENTS** table (e.g., Total revenue $65,585 million)? \n\n\n\n\n* Is the distinction between **GAAP and Constant Currency** growth rates (e.g., Net Income up 11% GAAP vs 10% CC) correctly maintained? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Capital Allocation**\n\n* Is the total amount returned to shareholders (**$9.0 billion**) through dividends and share repurchases reported correctly for the first quarter? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Is the segment revenue of **$28.3 billion** (up 12%) accurate? \n\n\n* Are highlights for **Microsoft 365 Commercial products (up 13%)**, **LinkedIn (up 10%)**, and **Dynamics 365 (up 18%)** correctly stated? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is total segment revenue reported as **$24.1 billion** (up 20%)? \n\n\n* Are **Server products and cloud services (up 23%)** and **Azure and other cloud services (up 33%)** growth figures accurate? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Is the segment revenue of **$13.2 billion** (up 17%) correctly stated? \n\n\n* Are the growth highlights for **Xbox content and services (up 61%)** and **Search and news advertising (up 18%)** accurate? \n\n\n* Is the **53 points of net impact from the Activision acquisition** on Xbox revenue growth correctly mentioned? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Innovation & ESG**\n\n* Does the slide accurately reflect that R&D investments are designed to help customers be **\"more productive and secure\"**? \n\n\n* Are ESG mentions limited to a referral to the investor relations **Board and ESG website** ([Microsoft.com/transparency](https://www.google.com/search?q=https://Microsoft.com/transparency))? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Business Outlook & Forward-Looking Statements**\n\n* Does the slide correctly state that guidance is provided via the **conference call and webcast**? \n\n\n* Are the risks (e.g., **intense competition, cyberattacks, AI issues**) summarized neutrally from the Forward-Looking Statements section? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Webcast and Contact Information**\n\n* Are the webcast details (**2:30 p.m. Pacific time**) and URL (**[microsoft.com/en-us/investor](https://www.google.com/search?q=https://microsoft.com/en-us/investor)**) correct? \n\n\n* Are the contact numbers for Media Relations (**425-638-7777**) and Investor Relations (**425-706-4400**) accurate? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2025Q1/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2025Q1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..57a3d2e0abbff77c5700f75ed29671761500bf75 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2025Q1 +category: economics +input_metrics: + total_input_tokens: 7560 + generation_prompt_tokens: 1960 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/economics/Microsoft_press_release/FY2025Q1/material.pdf b/economics/Microsoft_press_release/FY2025Q1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..dca0cbc235550d4ee3ebe5906c3b63008a366380 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43701e60f2df216e63532e035ec1e7b6fa834da135aecc51ba1c33dacdc6c670 +size 398481 diff --git a/economics/Microsoft_press_release/FY2025Q2/generation_task/instructions.md b/economics/Microsoft_press_release/FY2025Q2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..9e0f409e7085c1486d9b3f6d4693aa94291605a6 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q2/generation_task/instructions.md @@ -0,0 +1,112 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Microsoft Fiscal Year 2025 Second Quarter Results", the date "January 29, 2025", and a sub-header focusing on "Cloud and AI Strength Driving Massive Opportunity." +* **Executive Summary**: A concise list of top-line figures: Revenue ($69.6 billion), Operating Income ($31.7 billion), Net Income ($24.1 billion), and Diluted EPS ($3.23). +* **Growth Performance**: Highlight the 12% revenue increase and the 17% growth in operating income (16% in constant currency), reflecting strong operational discipline. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Satya Nadella's major announcement that the "AI business has surpassed an annual revenue run rate of $13 billion" (up 175% YoY) and Amy Hood's highlight of "Microsoft Cloud revenue reaching $40.9 billion" (up 21%). +* **Strategic Narrative**: Emphasize how Microsoft is helping customers unlock the "full ROI of AI" and balancing discipline with aggressive infrastructure investment. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the $69.6B revenue and $31.7B operating income against the prior year (FY24 Q2). +* **Cloud Infrastructure Investment**: Note the continued commitment to cloud and AI infrastructure as a foundation for long-term growth. +* **Capital Allocation**: Detail the return of capital to shareholders through dividends and share repurchases (referencing the cash flow trends in the document). + +### 4. Segment Performance +* **Productivity and Business Processes**: Revenue of $29.4 billion (up 14%). Key highlights include Microsoft 365 Commercial (15% growth) and the 8% growth in Microsoft 365 Consumer products. +* **Intelligent Cloud**: Revenue of $24.8 billion (up 22% in constant currency). Focus on Azure and other cloud services growth (31% GAAP / 33% constant currency) as the core engine for scaling AI. +* **More Personal Computing**: Revenue of $15.4 billion (up 19%). Highlight the 37% growth in Xbox content and services and the 4% growth in Windows Commercial products and cloud services. + +### 5. Operational Highlights & ESG +* **AI Portfolio Innovation**: Summarize the strategy of innovating across the entire tech stack—from infrastructure to Copilots—to capture the AI opportunity. +* **Corporate Mission & ESG**: Briefly state the focus on empowering global productivity and how ESG efforts align with the long-term sustainability of the business. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements**: A summary slide addressing risks: competition, security vulnerabilities, AI-related legal/reputational risks, and macroeconomic factors. +* **Investor Resources**: Provide the conference call replay information (available until Jan 29, 2026), contact info for Brett Iversen (VP, Investor Relations), and the official IR website URL. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2025Q2/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2025Q2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..fc97afc224692ef183f408f249e6464dd2b630f3 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q2/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Microsoft Corp.\n* Fiscal period: Quarter ended December 31, 2024 (FY25 Q2)\n* Announcement date: January 29, 2025\n* A short sentiment sub-header summarizing overall performance (e.g., “Microsoft Cloud and AI Strength Drives Second Quarter Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenue: $69.6 billion, Operating Income: $31.7 billion)\n* Include Net Income ($24.1 billion) and Diluted EPS ($3.23)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (e.g., Revenue up 12%)\n* Include year-over-year percentage changes (Net Income and EPS both up 10%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on unlocking the full ROI of AI and the $13 billion AI business run rate)\n* Include at least one quote from Amy Hood (highlighting Microsoft Cloud revenue of $40.9 billion, up 21%)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., innovating across the tech stack to capture the massive AI opportunity)\n* Why balancing operational discipline with infrastructure investment is a key focus for this quarter\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Total Revenue ($69.6 billion)\n* Operating Income ($31.7 billion)\n* Net Income ($24.1 billion)\n* Diluted EPS ($3.23)\n* Comparison with the second quarter of the prior fiscal year (FY24 Q2)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" growth rates\n* Specifically noting where GAAP and CC rates are mentioned (e.g., Operating Income increased 17% GAAP vs 16% in constant currency)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Total amount returned to shareholders ($10.8 billion)\n* Breakdown into dividends ($6.1 billion) and share repurchases ($4.7 billion)\n* The specific timeframe (second quarter of fiscal year 2025)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes ($29.4 billion)\n* Intelligent Cloud ($24.1 billion)\n* More Personal Computing ($16.1 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Year-over-year growth percentage (GAAP)\n* Constant-currency growth percentage (e.g., 14% GAAP vs 13% CC for Productivity and Business Processes)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Microsoft 365 Commercial (15%), LinkedIn (11%), Dynamics 365 (18%)\n* Azure and other cloud services (32% GAAP, 31% CC)\n* Xbox content and services (49%), Windows (1%), Search and news advertising (14%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the delivery of hundreds of products/services as mentioned in the press release\n* Mention the AI business run rate surpassing $13 billion and the 175% year-over-year growth\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention Microsoft’s focus on Environmental, Social, and Governance positive impact\n* Provide a link to the investor relations ESG website (microsoft.com/investor)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that results are based on current expectations and subject to risks\n* Mention that actual results may differ materially\n* Reference the 2024 Form 10-K and other SEC filings for detailed risk factors\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Webcast replay availability date (through January 29, 2026)\n* Contact information for Media Relations and Investor Relations\n* Link to the Microsoft Investor Relations website\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n* Company name (**Microsoft**)? \n\n\n* Fiscal period (**FY25 Q2**)? \n\n\n* Date (**January 29, 2025**)? \n\n\n\n\n* Is the sub-header sentiment (e.g., “Microsoft Cloud and AI Strength Drives Second Quarter Results”) consistent with the tone and wording of the press release? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenue $69.6 billion, Operating Income $31.7 billion, Net Income $24.1 billion**) numerically correct? \n\n\n* Are year-over-year growth percentages (e.g., **Revenue up 12%, Operating Income up 17%, Net Income up 10%**) stated exactly as in the press release? \n\n\n* Are **Diluted earnings per share ($3.23)** and its **10% increase** reported accurately? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**? \n\n\n* Do the quoted statements accurately reflect:\n* Nadella’s highlight that the **AI business surpassed an annual revenue run rate of $13 billion**, up 175%? \n\n\n* Hood’s emphasis on **Microsoft Cloud revenue of $40.9 billion**, up 21% year-over-year? \n\n\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement & Cash Flow**\n\n* Are Revenue, Operating Income, Net Income, and Diluted EPS correctly reported for the quarter ended December 31, 2024? \n\n\n* Is the amount returned to shareholders (**$9.7 billion**) through dividends and share repurchases stated accurately? \n\n\n* Is the distinction between **GAAP and Constant Currency** for Operating Income (17% vs 16%) correctly maintained? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Is the segment revenue of **$29.4 billion** (up 14%) accurate? \n\n\n* Are highlights for **Microsoft 365 Commercial products (up 15%)**, **LinkedIn (up 9%)**, and **Dynamics 365 (up 19%)** correctly stated? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is total segment revenue reported as **$25.5 billion** (up 19%)? \n\n\n* Are **Server products and cloud services (up 21%)** and **Azure and other cloud services (up 31%)** growth figures accurate? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Is the segment revenue of **$14.7 billion** (relatively unchanged) correctly stated? \n\n\n* Are the growth highlights for **Search and news advertising (up 21%)** and **Windows OEM and Devices (up 4%)** accurate? \n\n\n* Is **Xbox content and services** revenue growth accurately reported as **2%**? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Innovation & ESG**\n\n* Does the slide accurately reflect that R&D investments help customers be **\"more productive and secure\"**? \n\n\n* Are ESG mentions limited to a referral to the investor relations **Board and ESG website** ([Microsoft.com/transparency](https://www.google.com/search?q=https://Microsoft.com/transparency))? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Does the slide correctly state that guidance is provided via the **conference call and webcast**? \n\n\n* Are the risks (e.g., **intense competition, cyberattacks, AI issues**) summarized neutrally from the Forward-Looking Statements section? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Webcast and Contact Information**\n\n* Are the webcast details (**2:30 p.m. Pacific time**) and URL (**[microsoft.com/en-us/investor](https://www.google.com/search?q=https://microsoft.com/en-us/investor)**) correct? \n\n\n* Are the contact numbers for Media Relations (**425-638-7777**) and Investor Relations (**425-706-4400**) accurate? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2025Q2/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2025Q2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8a7e9b8f424f1c3b2a15d27243eef27310e5d917 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2025Q2 +category: economics +input_metrics: + total_input_tokens: 7567 + generation_prompt_tokens: 1967 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/economics/Microsoft_press_release/FY2025Q2/material.pdf b/economics/Microsoft_press_release/FY2025Q2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7048e32d91f4d9c605dcf2781af0065321703790 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9b4cf2e0e53b78d3184b6e6ad9ecc303c9bb8258e25fa1963fa8a41deb44d653 +size 415694 diff --git a/economics/Microsoft_press_release/FY2025Q3/generation_task/instructions.md b/economics/Microsoft_press_release/FY2025Q3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8451265beed3df3d37073e8a8efdb133e380fcef --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q3/generation_task/instructions.md @@ -0,0 +1,112 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Microsoft Fiscal Year 2025 Third Quarter Results", the date "April 30, 2025", and a sub-header highlighting "Cloud and AI Strength Driving Output and Growth." +* **Executive Summary**: A concise list of key figures: Revenue ($70.1 billion), Operating Income ($32.0 billion), Net Income ($25.8 billion), and Diluted EPS ($3.46). +* **Growth Performance**: State the 13% revenue increase (15% in constant currency) and the 16% growth in operating income (19% in constant currency) to show accelerated profitability. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Satya Nadella's narrative on "Cloud and AI as essential inputs for expanding output and reducing costs" and Amy Hood’s highlight of "Microsoft Cloud revenue reaching $42.4 billion" (up 20% / 22% CC). +* **Strategic Narrative**: Summarize the "innovation across the stack" strategy—from AI infrastructure and platforms to applications—to deliver differentiated value to customers. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare the $70.1B revenue and $32.0B operating income against the prior year (FY24 Q3). +* **Operational Efficiency**: Note the strong margin performance with a gross margin of $49.3 billion. +* **Capital Returns**: Detail the $9.1 billion returned to shareholders this quarter through share repurchases and dividends. +* **Investment for Growth**: Mention the $16.3 billion in additions to property and equipment to support massive cloud and AI demand. + +### 4. Segment Performance +* **Productivity and Business Processes**: Revenue of $29.9 billion (up 10% / 13% CC). Key highlights include Microsoft 365 Commercial (11% / 14% CC) and the milestone of 83.9 million Microsoft 365 Consumer subscribers. +* **Intelligent Cloud**: Revenue of $25.5 billion (up 23% / 25% CC). Emphasize Azure and other cloud services growth of 33% (35% in constant currency) as the leading growth engine. +* **More Personal Computing**: Revenue of $14.7 billion (up 11%). Focus on the 32% growth in Xbox content and services and the 4% growth in Windows Commercial products. + +### 5. Operational Highlights & ESG +* **Innovation & Delivery**: Highlight how Microsoft is innovating across the entire stack to provide the essential inputs (AI and Cloud) for modern business expansion. +* **ESG Focus**: Briefly mention the focus on Environmental, Social, and Governance efforts as part of the broader mission to empower every person and organization. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements**: A summary slide covering risks: competition, security vulnerabilities, AI-related legal/reputational risks, and macroeconomic factors. +* **Investor Resources**: Provide conference call replay info (available until April 30, 2026), contact info for Brett Iversen (VP, Investor Relations), and the official IR website URL. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2025Q3/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2025Q3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..fd6d8df5c8a46179a1dfa1eba9d627d7f9ec1ff3 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q3/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Microsoft Corp.\n* Fiscal period: Quarter ended March 31, 2025 (FY25 Q3)\n* Announcement date: April 30, 2025\n* A short sentiment sub-header summarizing overall performance (e.g., “Microsoft Cloud and AI Strength Drives Third Quarter Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenue: $70.1 billion, Operating Income: $32.0 billion)\n* Include Net Income ($25.8 billion) and Diluted EPS ($3.46)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (e.g., Revenue up 13% GAAP vs 15% CC)\n* Include year-over-year percentage changes (Net Income and EPS both up 18%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on Cloud and AI as essential inputs for business expansion)\n* Include at least one quote from Amy Hood (highlighting Microsoft Cloud revenue of $42.4 billion, up 20%)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., innovating across the stack from AI infra to apps)\n* Why differentiated offerings and strong demand are fueling growth and efficiency for customers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Total Revenue ($70.1 billion)\n* Operating Income ($32.0 billion)\n* Net Income ($25.8 billion)\n* Diluted EPS ($3.46)\n* Comparison with the third quarter of the prior fiscal year (FY24 Q3)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" growth rates\n* Specifically noting variations (e.g., Operating Income increased 16% GAAP but 19% in constant currency)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Total amount returned to shareholders ($12.1 billion)\n* Breakdown into dividends ($6.1 billion) and share repurchases ($6.0 billion)\n* The specific timeframe (third quarter of fiscal year 2025)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes ($29.9 billion)\n* Intelligent Cloud ($24.6 billion)\n* More Personal Computing ($15.6 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Year-over-year growth percentage (GAAP)\n* Constant-currency growth percentage (e.g., 10% GAAP vs 13% CC for Productivity and Business Processes)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Microsoft 365 Commercial (11% GAAP, 14% CC), LinkedIn (10% GAAP, 12% CC), Dynamics 365 (14% GAAP, 17% CC)\n* Azure and other cloud services (31% GAAP, 32% CC), Server products (1% GAAP, 3% CC)\n* Xbox content and services (17% GAAP, 19% CC), Windows (2% GAAP, 4% CC), Search and news advertising (16% GAAP, 18% CC)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the delivery of hundreds of products/services as mentioned in the press release\n* Reference the continued innovation across the tech stack to deliver for customers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention Microsoft’s focus on Environmental, Social, and Governance positive impact\n* Provide the investor relations ESG website (microsoft.com/investor) for priorities and initiatives\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that results are based on current expectations and subject to risks\n* Mention that actual results may differ materially\n* Reference the 2024 Form 10-K and other SEC filings for detailed risk factors\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Webcast replay availability date (through April 30, 2026)\n* Contact information for Media Relations and Investor Relations\n* Link to the Microsoft Investor Relations website\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n* Company name (**Microsoft**)? \n\n\n* Fiscal period (**FY25 Q3**)? \n\n\n* Date (**April 30, 2025**)? \n\n\n\n\n* Is the sub-header sentiment (e.g., “Microsoft Cloud and AI Strength Drives Third Quarter Results”) consistent with the tone and wording of the press release? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenue $70.1 billion, Operating Income $32.0 billion, Net Income $25.8 billion**) numerically correct? \n\n\n* Are year-over-year growth percentages (e.g., **Revenue up 13%, Operating Income up 16%, Net Income up 18%**) stated exactly as in the press release? \n\n\n* Are **Diluted earnings per share ($3.46)** and its **18% increase** reported accurately? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**? \n\n\n* Do the quoted statements accurately reflect:\n* Nadella’s focus on **\"Cloud and AI\"** as essential inputs for business growth? \n\n\n* Hood’s emphasis on **Microsoft Cloud revenue of $42.4 billion** (up 20%)? \n\n\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement Comparisons**\n\n* Are Revenue, Operating Income, Net Income, and Diluted EPS:\n* Correctly reported for the quarter ended March 31, 2025? \n\n\n* Consistent with the provided **INCOME STATEMENTS** table (e.g., Total revenue $70,066 million)? \n\n\n\n\n* Is the distinction between **GAAP and Constant Currency** growth rates (e.g., Revenue up 13% GAAP vs 15% CC) correctly maintained? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Capital Allocation**\n\n* Is the total amount returned to shareholders (**$9.7 billion**) through dividends and share repurchases reported correctly for the third quarter? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Is the segment revenue of **$29.9 billion** (up 10%) accurate? \n\n\n* Are highlights for **Microsoft 365 Commercial (up 11%)**, **LinkedIn (up 7%)**, and **Dynamics 365 (up 16%)** correctly stated? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is total segment revenue reported as **$26.8 billion** (up 21%)? \n\n\n* Are **Server products and cloud services (up 22%)** and **Azure and other cloud services (up 33%)** growth figures accurate? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Is the segment revenue of **$13.4 billion** (up 6%) correctly stated? \n\n\n* Are the growth highlights for **Windows OEM and Devices (up 3%)**, **Xbox content and services (up 8%)**, and **Search and news advertising (up 21%)** accurate? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Innovation & ESG**\n\n* Does the slide accurately reflect that R&D investments are designed to help customers be **\"more productive and secure\"**? \n\n\n* Are ESG mentions limited to a referral to the investor relations **Board and ESG website** ([Microsoft.com/transparency](https://www.google.com/search?q=https://Microsoft.com/transparency))? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Business Outlook & Forward-Looking Statements**\n\n* Does the slide correctly state that guidance is provided via the **conference call and webcast**? \n\n\n* Are the risks (e.g., **intense competition, cyberattacks, AI issues**) summarized neutrally from the Forward-Looking Statements section? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Webcast and Contact Information**\n\n* Are the webcast details (**2:30 p.m. Pacific time**) and URL (**[microsoft.com/en-us/investor](https://www.google.com/search?q=https://microsoft.com/en-us/investor)**) correct? \n\n\n* Are the contact numbers for Media Relations (**425-638-7777**) and Investor Relations (**425-706-4400**) accurate? \n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2025Q3/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2025Q3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fabf81df841abb4fb661ebe51fcd33a430d16d24 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2025Q3 +category: economics +input_metrics: + total_input_tokens: 7602 + generation_prompt_tokens: 2002 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/economics/Microsoft_press_release/FY2025Q3/material.pdf b/economics/Microsoft_press_release/FY2025Q3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b2c79dd3c4ec842e3e3ff5e9291ebd35bff19e5d --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a896f7fcc9417077cec9fe79abaafe68d7a085283298617313641f1443b10a99 +size 415628 diff --git a/economics/Microsoft_press_release/FY2025Q4/generation_task/instructions.md b/economics/Microsoft_press_release/FY2025Q4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d4efe6a9ea658f1edac732752cb30bcc406d2902 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q4/generation_task/instructions.md @@ -0,0 +1,112 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Microsoft Fiscal Year 2025 Fourth Quarter and Full Year Results", the date "July 30, 2025", and a sub-header focusing on "Cloud and AI Strength Driving Business Transformation." +* **Executive Summary**: A concise list of Q4 figures: Revenue ($76.4 billion), Operating Income ($34.3 billion), Net Income ($27.2 billion), and Diluted EPS ($3.65). +* **Full Year Performance**: Highlight the total fiscal year 2024-2025 achievements, emphasizing the strong double-digit growth across all key financial metrics. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Satya Nadella's landmark announcement regarding "Azure surpassing $75 billion in annual revenue (up 34%)" and Amy Hood’s highlight of "Microsoft Cloud quarterly revenue reaching $46.7 billion" (up 27%). +* **Strategic Narrative**: Summarize the narrative of Microsoft as the driving force of business transformation, innovating across the tech stack to help customers adapt and grow in the AI era. + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Compare Q4 revenue ($76.4B) and operating income ($34.3B) against the prior year (FY24 Q4) to showcase accelerated scale. +* **Operating Efficiency**: Discuss the robust margin expansion and the disciplined management of operating expenses relative to revenue growth. +* **Capital Allocation**: Detail the return of capital to shareholders through dividends and share repurchases for both the quarter and the full fiscal year. +* **Infrastructure Investment**: Mention the capital expenditures directed toward property and equipment to meet the sustained demand for cloud and AI capacity. + +### 4. Segment Performance +* **Productivity and Business Processes**: Revenue of $33.1 billion (up 16% / 14% CC). Highlight the 16% growth in Microsoft 365 Commercial products and the continued momentum in LinkedIn and Dynamics. +* **Intelligent Cloud**: Revenue of $28.3 billion (up 27% / 26% CC). Focus on the 33% growth (31% CC) of Azure and other cloud services as the primary engine of the company's innovation. +* **More Personal Computing**: Revenue of $15.0 billion (up 9% / 8% CC). Feature the 24% growth in Xbox content and services and the 7% growth in Windows Commercial products. + +### 5. Operational Highlights & ESG +* **Innovation Milestone**: Highlight the 34% annual growth of Azure and how it represents the trust customers place in Microsoft’s AI-first workloads. +* **ESG & Mission**: Reiterate the commitment to Environmental, Social, and Governance efforts as a foundation for empowering global productivity and long-term sustainable growth. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements**: A summary slide covering strategic risks: competition, security vulnerabilities, AI-related legal/reputational risks, and macroeconomic factors. +* **Investor Resources**: Provide the conference call replay information (available until July 30, 2026), contact info for Brett Iversen (VP, Investor Relations), and the official IR website link. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2025Q4/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2025Q4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e53829c27a54ed60a5b7a3b3c205a427b4094e35 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q4/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Microsoft Corp.\n* Fiscal period: Quarter ended June 30, 2025 (FY25 Q4)\n* Announcement date: July 30, 2025\n* A short sentiment sub-header summarizing overall performance (e.g., “Microsoft Cloud and AI Strength Fuels Fourth Quarter Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenue: $76.4 billion, Operating Income: $34.3 billion)\n* Include Net Income ($27.2 billion) and Diluted EPS ($3.65)\n* Explicitly distinguish GAAP growth vs. Constant Currency growth (e.g., Revenue up 18% GAAP vs 17% CC)\n* Include year-over-year percentage changes (Net Income and EPS both up 24%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on Cloud and AI as driving forces and Azure surpassing $75 billion in revenue)\n* Include at least one quote from Amy Hood (highlighting Microsoft Cloud revenue of $46.7 billion, up 27%)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., innovating across the tech stack to help customers adapt and grow)\n* Why the milestone of Azure’s 34% growth is significant for the fiscal year end\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Total Revenue ($76.4 billion)\n* Operating Income ($34.3 billion)\n* Net Income ($27.2 billion)\n* Diluted EPS ($3.65)\n* Comparison with the fourth quarter of the prior fiscal year (FY24 Q4)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables showing \"Constant Currency\" growth rates\n* Specifically noting variations (e.g., Net Income increased 24% GAAP but 22% in constant currency)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Total amount returned to shareholders ($8.4 billion)\n* Breakdown into dividends ($6.1 billion) and share repurchases ($2.3 billion)\n* The specific timeframe (fourth quarter of fiscal year 2025)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes ($33.1 billion)\n* Intelligent Cloud ($26.4 billion)\n* More Personal Computing ($16.9 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Year-over-year growth percentage (GAAP)\n* Constant-currency growth percentage (e.g., 16% GAAP vs 14% CC for Productivity and Business Processes)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Microsoft 365 Commercial (16%), LinkedIn (10%), Dynamics 365 (14%)\n* Azure and other cloud services (34%), Server products (1%)\n* Xbox content and services (17% GAAP, 18% CC), Windows (2%), Search and news advertising (19%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the delivery of hundreds of products/services as mentioned in the press release\n* Reference the continued innovation across the tech stack to help customers adapt in this new era\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention Microsoft’s focus on Environmental, Social, and Governance positive impact\n* Provide the investor relations ESG website (microsoft.com/investor) for priorities and initiatives\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that results are based on current expectations and subject to risks\n* Mention that actual results may differ materially\n* Reference the 2024 Form 10-K and other SEC filings for detailed risk factors\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Webcast replay availability date (through July 30, 2026)\n* Contact information for Media Relations and Investor Relations\n* Link to the Microsoft Investor Relations website\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n* Company name (**Microsoft**)?\n\n\n* Fiscal period (**FY25 Q4**)?\n\n\n* Date (**July 30, 2025**)?\n\n\n\n\n* Is the sub-header sentiment (e.g., “Microsoft Cloud and AI Strength Fuels Fourth Quarter Results”) consistent with the tone and wording of the press release?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures (Quarterly)**\n\n* Are the reported top-line figures for the quarter ended June 30, 2025 (**Revenue $76.4 billion, Operating Income $34.3 billion, Net Income $27.2 billion**) numerically correct?\n\n\n* Are year-over-year growth percentages (e.g., **Revenue up 18%, Operating Income up 23%, Net Income up 24%**) stated exactly as in the press release?\n\n\n* Are **Diluted earnings per share ($3.65)** and its **24% increase** reported accurately?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.3 Full Fiscal Year 2025 Results**\n\n* Are the reported figures for the full fiscal year (**Revenue $281.7 billion, Operating Income $128.5 billion, Net Income $101.8 billion**) numerically correct?\n\n\n* Are year-over-year growth percentages (e.g., **Revenue up 15%, Operating Income up 17%, Net Income up 16%**) stated exactly as in the press release?\n\n\n* Is the full-year **Diluted earnings per share ($13.64)** and its **16% increase** reported accurately?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**?\n\n\n* Do the quoted statements accurately reflect:\n* Nadella’s highlight that **Azure surpassed $75 billion in annual revenue**, up 34%?\n\n\n* Hood’s emphasis on **Microsoft Cloud quarterly revenue of $46.7 billion**, up 27%?\n\n\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Income Statement & Cash Flow**\n\n* Are Revenue, Operating Income, Net Income, and Diluted EPS correctly reported for the quarter and full year?\n\n\n* Is the amount returned to shareholders (**$9.4 billion**) through dividends and share repurchases in Q4 reported correctly?\n\n\n* Is the distinction between **GAAP and Constant Currency** growth rates (e.g., Q4 Revenue 18% GAAP vs 17% CC) correctly maintained?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Is the segment revenue of **$33.1 billion** (up 16%) accurate?\n\n\n* Are highlights for **Microsoft 365 Commercial (up 16%)**, **LinkedIn (up 9%)**, and **Dynamics 365 (up 23%)** correctly stated?\n\n\n* Is the growth of **Microsoft 365 Consumer products (21%)** reported accurately?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is total segment revenue reported as **$29.9 billion** (up 26%)?\n\n\n* Are **Server products and cloud services (up 27%)** and **Azure and other cloud services (up 39%)** growth figures accurate?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Is the segment revenue of **$13.5 billion** (up 9%) correctly stated?\n\n\n* Are the growth highlights for **Search and news advertising (up 21%)**, **Xbox content and services (up 13%)**, and **Windows OEM and Devices (up 3%)** accurate?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Innovation & ESG**\n\n* Does the slide accurately reflect that R&D investments are designed to help customers be **\"more productive and secure\"**?\n\n\n* Are ESG mentions limited to Microsoft's mission to **\"empower every person and every organization on the planet to achieve more\"** responsibly?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Does the slide correctly state that guidance is provided via the **conference call and webcast**?\n\n\n* Are the risks (e.g., **intense competition, cyberattacks, AI issues, intellectual property**) summarized neutrally from the Forward-Looking Statements section?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Webcast and Contact Information**\n\n* Are the webcast details (**2:30 p.m. Pacific time**) and URL (**[microsoft.com/en-us/investor](https://www.google.com/search?q=https://microsoft.com/en-us/investor)**) correct?\n\n\n* Are the contact numbers for Media Relations (**425-638-7777**) and Investor Relations (**425-706-4400**) accurate?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2025Q4/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2025Q4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..807ba2d8079351d4d612c4ad04b07d087b86a242 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2025Q4 +category: economics +input_metrics: + total_input_tokens: 8168 + generation_prompt_tokens: 2008 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/economics/Microsoft_press_release/FY2025Q4/material.pdf b/economics/Microsoft_press_release/FY2025Q4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3859d8f29a1c2d727ceea36ec8479d4803315691 --- /dev/null +++ b/economics/Microsoft_press_release/FY2025Q4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:56a4d7482deeb04a30c8ab562ecf574e345860627367e043b6a667978b51e2c6 +size 418363 diff --git a/economics/Microsoft_press_release/FY2026Q1/generation_task/instructions.md b/economics/Microsoft_press_release/FY2026Q1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..aaa5950d45709bf5b0231d29b33f974b3c66cbf7 --- /dev/null +++ b/economics/Microsoft_press_release/FY2026Q1/generation_task/instructions.md @@ -0,0 +1,112 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided press release. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the press release**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +### 1. Title & Overview +* **Title Slide**: Must include "Microsoft Fiscal Year 2026 First Quarter Results", the date "October 29, 2025", and a sub-header focusing on "Planet-Scale Cloud and AI Factory Driving Real-World Impact." +* **Executive Summary**: A high-level list of top-line figures: Revenue ($77.7 billion), Operating Income ($38.0 billion), and Net Income (GAAP: $27.7 billion / Non-GAAP: $30.8 billion). +* **Growth Performance**: Highlight the 18% revenue increase and the significant 23% increase in Non-GAAP Diluted EPS ($4.13), establishing a record start to the fiscal year. + +### 2. Leadership Context +* **Management Commentary**: Synthesize Satya Nadella's vision of a "planet-scale cloud and AI factory" driving broad diffusion and Amy Hood’s commentary on "exceeding expectations across revenue, operating income, and EPS." +* **Strategic Narrative**: Explain the rationale behind increasing investments in AI across both capital and talent to meet the "massive opportunity ahead." + +### 3. Financial Deep Dive +* **Income Statement Highlights**: Provide a comparison of Revenue and Operating Income ($38.0B) against the prior year (FY25 Q1). +* **Non-GAAP Definition (OpenAI Impact)**: A dedicated section explaining the exclusion of OpenAI investment impacts to provide a clearer view of core operational performance. +* **Capital Allocation & Infrastructure**: Detail the $19.4 billion in additions to property and equipment to support AI demand, and the $11.0 billion returned to shareholders through dividends and repurchases. + +### 4. Segment Performance +* **Productivity and Business Processes**: Revenue of $33.0 billion (up 17%). Highlight the 15% growth in Microsoft 365 Commercial products and the expansion of the consumer subscriber base. +* **Intelligent Cloud**: Revenue of $30.2 billion (up 25%). Emphasize the 31% growth in Azure and other cloud services as the core engine of the "AI Factory." +* **More Personal Computing**: Revenue of $14.5 billion (up 10%). Focus on the 16% growth in Xbox content and services and the 3% growth in Windows Commercial products. + +### 5. Operational Highlights & ESG +* **AI Factory & Copilot Diffusion**: Summarize how Microsoft is scaling its AI infrastructure and Copilot ecosystem across high-value domains to drive productivity. +* **ESG Commitment**: Briefly mention the focus on Environmental, Social, and Governance efforts as part of the broader mission to empower every person and organization. + +### 6. Closing & Disclaimers +* **Forward-Looking Statements**: A summary slide addressing risks: competition, security vulnerabilities, AI-related legal/reputational risks, and macroeconomic factors. +* **Investor Resources**: Provide the conference call replay information (available until Oct 29, 2026), contact info for Brett Iversen (VP, Investor Relations), and the official IR website URL. + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the press release itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the press release **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings press release (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/Microsoft_press_release/FY2026Q1/generation_task/judge_prompt.json b/economics/Microsoft_press_release/FY2026Q1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f76c472da827492cbd8e4cf7244db7837499b08b --- /dev/null +++ b/economics/Microsoft_press_release/FY2026Q1/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name: Microsoft Corp.\n* Fiscal period: Quarter ended September 30, 2025 (FY26 Q1)\n* Announcement date: October 29, 2025\n* A short sentiment sub-header summarizing overall performance (e.g., “Microsoft Cloud and AI Strength Drives First Quarter Results”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures (Revenue: $77.7 billion, Operating Income: $38.0 billion)\n* Include Net Income ($27.7 billion GAAP / $30.8 billion non-GAAP)\n* Include Diluted EPS ($3.72 GAAP / $4.13 non-GAAP)\n* Explicitly distinguish GAAP growth vs. non-GAAP (OpenAI investment excluded) and Constant Currency growth\n* Include year-over-year percentage changes\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote from Satya Nadella (on the planet-scale cloud and AI factory, and Copilots)\n* Include at least one quote from Amy Hood (on exceeding expectations across revenue and EPS, and Microsoft Cloud demand)\n* Attribute quotes clearly to the speaker\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which executive perspective is missing.\n", + "\n**Does the leadership commentary clearly serve a strategic or narrative purpose?**\n\nThe slide should frame:\n\n* How leadership explains performance drivers (e.g., driving broad diffusion and real-world impact through AI)\n* Why increasing investments in capital and talent is necessary to meet the massive opportunity ahead\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the narrative context is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights year-over-year?**\n\nThe slide should cover:\n\n* Total Revenue ($77.7 billion)\n* Operating Income ($38.0 billion)\n* GAAP and non-GAAP Net Income\n* GAAP and non-GAAP Diluted EPS\n* Comparison with the first quarter of the prior fiscal year (FY25 Q1)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels or tables specifically explaining the exclusion of OpenAI investment impacts for non-GAAP figures\n* Presentation of Constant Currency growth rates (e.g., Revenue up 18% GAAP vs 17% CC)\n* Clear footnotes defining the non-GAAP measures used\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is capital return to shareholders explicitly covered?**\n\nThe slides should mention:\n\n* Total amount returned to shareholders ($12.0 billion)\n* Breakdown into dividends ($6.2 billion) and share repurchases ($5.8 billion)\n* The specific timeframe (first quarter of fiscal year 2026)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of capital allocation is missing.\n", + "\n**Is there a dedicated section covering all three business segments?**\n\nThe slides should separately cover:\n\n* Productivity and Business Processes ($33.0 billion)\n* Intelligent Cloud ($27.9 billion)\n* More Personal Computing ($16.8 billion)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which segment(s) are missing.\n", + "\n**For each segment, are revenue and growth figures presented?**\n\nEach segment should include:\n\n* Total segment revenue\n* Year-over-year growth percentage (GAAP)\n* Constant-currency growth percentage (e.g., 17% for Productivity and Business Processes)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which quantitative elements are missing for which segment.\n", + "\n**Are key product-level highlights listed for each segment?**\n\nExpected coverage includes:\n\n* Microsoft 365 Commercial (16%), LinkedIn (10%), Dynamics 365 (14%)\n* Azure and other cloud services (32% GAAP, 31% CC)\n* Xbox content and services (14%), Windows (2%), Search and news advertising (18%)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which products or services are omitted.\n", + "\n**Is there a slide summarizing innovation, R&D, or product releases?**\n\nThis slide should:\n\n* Reflect the delivery of hundreds of products/services as mentioned in the \"Operational Highlights\"\n* Mention the strategy of investing in AI across both capital and talent to meet market demand\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what operational context is missing.\n", + "\n**Is ESG explicitly acknowledged in a dedicated slide or section?**\n\nThe ESG content should:\n\n* Mention Microsoft’s focus on Environmental, Social, and Governance positive impact\n* Provide a link to the investor relations ESG website (microsoft.com/investor) for details\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether ESG is missing or improperly merged into another section.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* State that results are based on current expectations and subject to risks\n* Mention that actual results may differ materially\n* Reference the 2025 Form 10-K and other SEC filings for detailed risk factors\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Webcast replay availability date (through October 29, 2026)\n* Contact information for Media Relations and Investor Relations\n* Link to the Microsoft Investor Relations website\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Operational Highlights & ESG\n6. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n* Company name (**Microsoft**)?\n\n\n* Fiscal period (**FY26 Q1**)?\n\n\n* Date (**October 29, 2025**)?\n\n\n\n\n* Is the sub-header sentiment (e.g., “Microsoft Cloud and AI Strength Drives First Quarter Results”) consistent with the tone and wording of the press release?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures (**Revenue $77.7 billion, Operating Income $38.0 billion**) numerically correct?\n\n\n* Are **GAAP Net Income ($27.7 billion)** and **non-GAAP Net Income ($30.8 billion)** clearly distinguished and reported?\n\n\n* Are year-over-year growth percentages (e.g., **Revenue up 18%, Operating Income up 24%**) stated exactly as in the press release?\n\n\n* Are **GAAP Diluted EPS ($3.72)** with **13% growth** and **non-GAAP Diluted EPS ($4.13)** with **23% growth** reported accurately?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 CEO and CFO Quotes**\n\n* Are quotes attributed correctly to **Satya Nadella** and **Amy Hood**?\n\n\n* Do the quoted statements accurately reflect:\n* Nadella’s mention of the **\"planet-scale cloud and AI factory\"** and increased investments in AI capital and talent?\n\n\n* Hood’s emphasis on **Microsoft Cloud revenue reaching $49.1 billion** (up 26%)?\n\n\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Impact from Investments in OpenAI (non-GAAP)**\n\n* Is it clearly stated that non-GAAP results exclude the **impact from investments in OpenAI**?\n\n\n* Are the specific impacts on Net Income (**decrease of $3.1 billion**) and Diluted EPS (**decrease of $0.41**) for the quarter accurately reported?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Income Statement & Capital Allocation**\n\n* Are Revenue, Operating Income, and Net Income consistent with the provided **INCOME STATEMENTS** (e.g., Total revenue $77,673 million)?\n\n\n* Is the total amount returned to shareholders (**$10.7 billion**) through dividends and share repurchases in FY26 Q1 reported correctly?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Productivity and Business Processes**\n\n* Is the segment revenue of **$33.0 billion** (up 17%) accurate?\n\n\n* Are highlights for **Microsoft 365 Commercial cloud (up 17%)**, **Microsoft 365 Consumer cloud (up 26%)**, **LinkedIn (up 10%)**, and **Dynamics 365 (up 18%)** correctly stated?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Intelligent Cloud**\n\n* Is total segment revenue reported as **$30.9 billion** (up 28%)?\n\n\n* Is the revenue growth for **Azure and other cloud services (40%)** accurate?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.3 More Personal Computing**\n\n* Is the segment revenue of **$13.8 billion** (up 4%) correctly stated?\n\n\n* Are growth highlights for **Windows OEM and Devices (up 6%)**, **Xbox content and services (up 1%)**, and **Search and news advertising (up 16%)** accurate?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Innovation & Forward-Looking Risks**\n\n* Does the slide reflect that R&D investments aim to empower customers with **\"productivity, security, and differentiated value\"**?\n\n\n* Do forward-looking statements cover key risk factors such as **intense competition, AI service execution, cyberattacks**, and **volatility related to OpenAI investments**?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Webcast and Contact Information**\n\n* Are the webcast details (**2:30 p.m. Pacific time**) and URL (**[microsoft.com/en-us/investor](https://www.google.com/search?q=https://microsoft.com/en-us/investor)**) correct?\n\n\n* Are contact numbers for Media Relations (**425-638-7777**) and Investor Relations (**425-706-4400**) accurate?\n\n\n\n**Note:**\n\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/Microsoft_press_release/FY2026Q1/generation_task/statistics.yaml b/economics/Microsoft_press_release/FY2026Q1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..101fb0672b1aac64340984677481f9b2244fe17a --- /dev/null +++ b/economics/Microsoft_press_release/FY2026Q1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/Microsoft_press_release/FY2026Q1 +category: economics +input_metrics: + total_input_tokens: 8136 + generation_prompt_tokens: 1976 + materials_total_tokens: 6160 + material_count: 1 + pdf_total_pages: 11 + file_details: + - name: material.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/economics/Microsoft_press_release/FY2026Q1/material.pdf b/economics/Microsoft_press_release/FY2026Q1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a38a027b8e995fa7f2a9dc3abaf5159e5a436ada --- /dev/null +++ b/economics/Microsoft_press_release/FY2026Q1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df63203a700f09c2636f05dbd305cf2c7516071f9de19bc14853d9618d71b8e5 +size 621169 diff --git a/economics/OECD_Economic_Outlook/Interim_Report_September_2025/generation_task/instructions.md b/economics/OECD_Economic_Outlook/Interim_Report_September_2025/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..c5df3a303333797e92081a6703a4597251bdf09a --- /dev/null +++ b/economics/OECD_Economic_Outlook/Interim_Report_September_2025/generation_task/instructions.md @@ -0,0 +1,126 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the report title ("OECD Economic Outlook, Interim Report"), date ("September 2025"), and the subtitle ("Finding the Right Balance in Uncertain Times"). + * **Executive Summary**: A high-level bulleted list of the top-line narrative: Global GDP growth moderation, the impact of tariffs, inflation cooling but persistent in services, and the policy mix required. + +2. Recent Economic Developments + + * **Global Activity**: Summarize the resilience in H1 2025 (3.2% growth) and the "front-loading" of trade ahead of tariff increases. + * **Trade & Production**: Highlight the spike in goods shipments to the US and industrial production trends (referencing Figure 1 and Figure 2). + * **Labor Markets**: Detail the signs of easing/softening in labor markets (unemployment rates and job vacancies) as described in the text and Figure 5. + * **Inflation Dynamics**: Explain the stalling of disinflation, specifically contrasting goods inflation (rising due to food/freight) vs. persistent services inflation (referencing Figure 6). + +3. The Tariff Impact (Deep Dive) + + * **US Tariff Rates**: A dedicated slide detailing the increase in US effective tariff rates (to 19.5%) and the specific goods affected (steel, aluminum, copper). + * **Economic Transmission**: Explain how these tariffs are feeding into the real economy (prices, inventory, consumption) referencing Figure 4. + +4. Economic Projections (The Data) + + * **Global GDP Growth**: A detailed table or chart presentation of Real GDP growth for 2025 and 2026. + * *Requirement*: You must include specific figures for the World, G20, US, Euro Area, and China from **Table 1**. Highlight revisions from the June outlook where significant. + * **Inflation Outlook**: A detailed presentation of Headline Inflation projections. + * *Requirement*: You must include specific figures for G20, US, Euro Area, and key emerging markets from **Table 2**. + * **Core Inflation**: Briefly cover the outlook for Core Inflation in G20 advanced economies from **Table 3**. + +5. Risks & Financial Stability + + * **Downside Risks**: Summarize the risks related to further tariff increases, geopolitical tensions affecting oil/food prices, and fiscal vulnerabilities. + * **Financial Market Risks**: A dedicated slide on "Stretched Valuations," specifically highlighting Technology stocks and Crypto-assets (referencing Figure 9) and the disconnect between risk appetite and fiscal reality. + +6. Policy Requirements + + * **Trade Policy**: Summary of the need for transparency, predictability, and cooperation. + * **Monetary Policy**: Detail the recommended path for interest rates (easing where inflation moderates, remaining vigilant). Reference Figure 10. + * **Fiscal Policy**: Emphasize the need for fiscal discipline, debt sustainability, and credible medium-term adjustment paths. + * **Structural Reforms & AI**: A slide explaining how structural reforms combined with **faster AI adoption** could boost potential output (referencing the scenarios in Figure 11). + +7. Closing & Sources + + * **Summary Conclusion**: A final wrap-up of the "balancing act" required by policymakers. + * **Source Reference**: Cite "OECD Economic Outlook, Interim Report September 2025." + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/OECD_Economic_Outlook/Interim_Report_September_2025/generation_task/judge_prompt.json b/economics/OECD_Economic_Outlook/Interim_Report_September_2025/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7af70ca7facf55795c48f21106642bd6f39a95dd --- /dev/null +++ b/economics/OECD_Economic_Outlook/Interim_Report_September_2025/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Report title: \"**OECD Economic Outlook, Interim Report**\"\n* Date: \"**September 2025**\"\n* Subtitle: \"**Finding the Right Balance in Uncertain Times**\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Mention global GDP growth moderation\n* Highlight the impact of tariffs and \"front-loading\"\n* Discuss inflation trends (cooling but persistent in services)\n* Mention the required policy mix\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which narrative elements are missing.\n", + "\n**Is there a slide summarizing Global Activity and Trade/Production?**\n\nThe slide should cover:\n\n* Resilience in H1 2025 (3.2% growth)\n* The concept of \"front-loading\" trade ahead of tariff increases\n* Reference to industrial production trends (or Figures 1 & 2)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which economic activity details are missing.\n", + "\n**Is there a slide dedicated to Labor Markets and Inflation Dynamics?**\n\nThe slide should cover:\n\n* Signs of easing/softening in labor markets (unemployment/vacancies)\n* The stalling of disinflation\n* The contrast between goods inflation (rising) vs. services inflation (persistent)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether labor or inflation dynamics are omitted.\n", + "\n**Is there a dedicated slide detailing US Tariff Rates?**\n\nThis slide should:\n\n* Mention the increase in US effective tariff rates (specifically to **19.5%**)\n* List specific goods affected (steel, aluminum, copper)\n* Reference **Figure 4** (or equivalent visual data)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the tariff rate quantification is missing.\n", + "\n**Does a slide explain the Economic Transmission of tariffs?**\n\nThe slide should explain:\n\n* How tariffs feed into the real economy\n* Impact on prices, inventory, or consumption\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the economic impact explanation is unclear or absent.\n", + "\n**Is there a detailed presentation of Global GDP Growth projections?**\n\nThe slide should:\n\n* Present Real GDP growth for 2025 and 2026\n* Explicitly include figures for **World, G20, US, Euro Area, and China**\n* Cite **Table 1** as the source\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which key region's GDP projection is missing.\n", + "\n**Is there a detailed presentation of Inflation projections?**\n\nThe slide should:\n\n* Present Headline Inflation figures for **G20, US, Euro Area**, and key emerging markets\n* Cite **Table 2** as the source\n* Briefly cover Core Inflation (referencing **Table 3**)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which inflation metric is missing.\n", + "\n**Is there a summary of Downside Risks?**\n\nThe slide should mention:\n\n* Further tariff increases\n* Geopolitical tensions affecting oil/food prices\n* Fiscal vulnerabilities\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which risk category is omitted.\n", + "\n**Is there a dedicated slide on Financial Market Risks (\"Stretched Valuations\")?**\n\nThe slide should:\n\n* Highlight **Technology stocks** and **Crypto-assets**\n* Reference **Figure 9**\n* Mention the disconnect between risk appetite and fiscal reality\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the specific asset classes (Tech/Crypto) are missing.\n", + "\n**Are Trade and Monetary policies covered?**\n\nThe slide(s) should:\n\n* Call for transparency and predictability in trade\n* Detail the recommended interest rate path (easing vs. vigilant)\n* Reference **Figure 10**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which policy area is missing.\n", + "\n**Are Fiscal Policy and Structural Reforms covered?**\n\nThe slide(s) should:\n\n* Emphasize fiscal discipline and debt sustainability\n* Explain how structural reforms + **faster AI adoption** boost output\n* Reference **Figure 11** scenarios\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if AI or fiscal consolidation is missing.\n", + "\n**Is there a summary conclusion and source citation?**\n\nThe slide should:\n\n* Wrap up the \"balancing act\" theme\n* Cite: \"**OECD Economic Outlook, Interim Report September 2025**\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the citation is missing.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Recent Economic Developments\n3. The Tariff Impact (Deep Dive)\n4. Economic Projections (Data)\n5. Risks & Financial Stability\n6. Policy Requirements\n7. Closing & Sources\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Title: \"**OECD Economic Outlook, Interim Report**\"?\n * Date: \"**September 2025**\"?\n * Subtitle: \"**Finding the Right Balance in Uncertain Times**\"?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Narrative**\n\n* Does the summary accurately reflect the report's main themes:\n * **3.2%** growth in H1 2025?\n * The role of **front-loading** trade?\n * The rise of effective tariff rates?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Global Activity & Trade**\n\n* Are the figures for H1 2025 growth (**3.2%**) correct?\n* Is the concept of **\"front-loading\"** explained as driving industrial production ahead of tariffs?\n* Are **Figure 1** and **Figure 2** referenced correctly regarding trade volumes/production?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Labor & Inflation**\n\n* Does the slide accurately describe the labor market as **\"softening\"** or **\"easing\"** (referencing Figure 5)?\n* Is the inflation dynamic correctly described: **Goods inflation rising** (due to food/freight) vs **Services inflation persistent** (referencing Figure 6)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Tariff Rates and Commodities**\n\n* Is the US effective tariff rate cited as **19.5%** (end of August)?\n* Are the specific commodities listed correctly: **Steel, Aluminum, Copper**?\n* Is **Figure 4** referenced regarding the feed-through to the economy?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 GDP Growth (Table 1)**\n\n* Are the GDP growth projections for **2025** and **2026** numerically identical to **Table 1** in the report?\n * e.g., World (3.2%, 2.9%), US (1.8%, 1.5%), Euro Area (1.2%, 1.0%), China (4.9%, 4.4%).\n* If revisions (differences from June) are shown, are they accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Inflation (Table 2 & 3)**\n\n* Are the Headline Inflation projections numerically identical to **Table 2**?\n * e.g., G20 (3.4%, 2.9%), US (2.7%, 3.0%).\n* Are the Core Inflation projections for G20 advanced economies identical to **Table 3** (2.6%, 2.5%)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 2*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Valuations and Risks**\n\n* Does the slide accurately summarize the risks: **Trade barriers, Geopolitical tensions (oil/food), Fiscal vulnerabilities**?\n* Are **Technology stocks** and **Crypto-assets** correctly identified as having \"stretched valuations\" (referencing Figure 9)?\n* Is the \"disconnect\" between risk appetite and fiscal risks mentioned?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Policy Recommendations**\n\n* Is the monetary policy stance accurately described: **Lower rates where inflation moderates** vs **Vigilance** (Figure 10)?\n* Is the fiscal policy advice accurate: **Discipline** and **Medium-term adjustment**?\n* Does the Structural Reform slide correctly reference the **AI adoption scenarios** in **Figure 11**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Outside Data**\n\n* Does the slide deck avoid introducing economic forecasts, risk factors, or policy advice not present in the provided OECD report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/OECD_Economic_Outlook/Interim_Report_September_2025/generation_task/statistics.yaml b/economics/OECD_Economic_Outlook/Interim_Report_September_2025/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e07c18b76735d2cc0a7774d213d0968c77466e6e --- /dev/null +++ b/economics/OECD_Economic_Outlook/Interim_Report_September_2025/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/OECD_Economic_Outlook/Interim_Report_September_2025 +category: economics +input_metrics: + total_input_tokens: 15490 + generation_prompt_tokens: 2050 + materials_total_tokens: 13440 + material_count: 1 + pdf_total_pages: 24 + file_details: + - name: material.pdf + tokens: 13440 + pages: 24 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 14 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/economics/OECD_Economic_Outlook/Interim_Report_September_2025/material.pdf b/economics/OECD_Economic_Outlook/Interim_Report_September_2025/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e8aabad5a21057afe65fe54c72d87c35d6a4fa7d --- /dev/null +++ b/economics/OECD_Economic_Outlook/Interim_Report_September_2025/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f3d64751363d12e1dd140b69ebb2c81ac7697f27ec6bf55194ce9f4484fb96df +size 2152981 diff --git a/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/generation_task/instructions.md b/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..a2272f6e4c71729f148c0f7b689d940b4da6b2ec --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/generation_task/instructions.md @@ -0,0 +1,120 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the publication title (OECD Economic Outlook), Volume/Issue (Volume 2024 Issue 1, No. 115), Date (May 2024), and the Editorial theme ("An unfolding recovery"). + * **Executive Summary**: A high-level bulleted list of the main takeaways: Global GDP growth projections (3.1% for 2024, 3.2% for 2025), the decline in inflation, and the "cautious optimism" sentiment mentioned in the Editorial. + +2. Global Macroeconomic Situation + + * **Global Growth Dynamics**: Present the global GDP growth data found in Table 1.1. Highlight the resilience of the global economy and the divergence across regions (strong US growth vs. softer outcomes in Europe). + * **Labour Markets & Incomes**: Summarize findings on unemployment rates (near record lows) and the recovery of real incomes. Reference Figure 1.2 regarding labour shortages and immigration effects. + * **Trade Recovery**: Explain the status of global trade, mentioning the projected rebound in trade volumes (2.3% in 2024). Reference Figure 1.13. + * **Inflation Trends**: Detail the trajectory of headline and core inflation in G20 economies (falling to 5.9% in 2024 and 3.6% in 2025). Distinguish between goods price inflation (falling) and services price inflation (sticky). Reference Figure 1.5 and Figure 1.6. + +3. Key Risks + + * **Geopolitical Tensions**: A dedicated slide on the risks stemming from conflicts, particularly in the Middle East, and potential disruptions to energy/financial markets. + * **Financial Vulnerabilities**: Explain the risks related to high real interest rates, debt-service burdens, and specific sectors like commercial real estate. Reference Figure 1.16 or 1.17 regarding asset prices or corporate balance sheets. + * **Inflation Persistence**: Discuss the risk that the "last mile" of disinflation may be difficult, potentially requiring interest rates to remain higher for longer. + +4. Policy Recommendations + + * **Monetary Policy**: Summarize the OECD's advice on maintaining a prudent stance. Explain that while scope exists to lower nominal rates, real rates should remain restrictive for some time. Reference Figure 1.22 (Policy rates). + * **Fiscal Policy**: Detail the need for fiscal consolidation to address rising debt and spending pressures (ageing, defence, climate). Reference Figure 1.25 or 1.26 regarding debt burdens and policy priorities. + * **Structural Reforms**: Highlight the need to strengthen foundations for growth and productivity, including innovation, skills development, and reducing constraints in labour/product markets. Reference Figure 1.29 regarding innovation/R&D. + * **Climate Transition**: Briefly mention the policy measures required for decarbonisation (green infrastructure, carbon pricing). + +5. Regional Developments (Selected) + + * **United States**: specific GDP projections (2.6% in 2024) and context (strong consumption, fiscal factors). + * **Euro Area**: specific GDP projections (0.7% in 2024) and context (recovery of real incomes, fading energy shock). + * **China**: specific GDP projections (4.9% in 2024) and context (fiscal stimulus vs. property sector weakness). + * **Other Key Economies**: One slide summarizing outlooks for other major economies mentioned in the "Developments in individual OECD... economies" section (e.g., Japan, UK, India). + +6. Closing & References + + * **Conclusion**: A summary slide reiterating the call for multilateral cooperation and prudent policy mixes. + * **Source Reference**: Clearly state the source: OECD (2024), OECD Economic Outlook, Volume 2024 Issue 1. Include the StatLinks URL mention. +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/generation_task/judge_prompt.json b/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..9a5fbb62972d7fc2c189e68d877bd8ebb2d6252e --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/generation_task/judge_prompt.json @@ -0,0 +1,34 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Publication title (OECD Economic Outlook)\n* Volume/Issue (Volume 2024 Issue 1, No. 115)\n* Publication date (May 2024)\n* Editorial theme (e.g., “An unfolding recovery”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Summarize the global outlook (e.g., \"cautious optimism\")\n* Present global GDP growth projections for 2024 and 2025\n* Mention the decline in inflation\n* Explicitly cite the \"Editorial\" or general assessment\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which key takeaways are missing.\n", + "\n**Is there a slide(s) detailing global GDP growth dynamics?**\n\nThis slide should:\n\n* Present global GDP growth data (e.g., from Table 1.1)\n* Highlight the resilience of the global economy\n* Mention regional divergence (e.g., strong US vs. weaker Europe)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which growth aspect is missing.\n", + "\n**Is there a slide covering labour markets and incomes?**\n\nThe slide should cover:\n\n* Unemployment rates (near record lows)\n* Real income recovery\n* Immigration effects or labour shortages (referencing Figure 1.2)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what labour market detail is omitted.\n", + "\n**Is there a slide explaining the trade recovery?**\n\nThe slide should:\n\n* Mention the projected rebound in global trade volumes\n* Reference trade growth figures (e.g., 2.3% in 2024)\n* Cite Figure 1.13 or relevant text\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe the missing trade context.\n", + "\n**Is there a slide detailing inflation trends?**\n\nThe slide should:\n\n* Show the trajectory of headline and/or core inflation\n* Distinguish between goods (falling) and services (sticky) inflation\n* Reference Figure 1.5 or 1.6\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which inflation detail is missing.\n", + "\n**Is there a dedicated slide on geopolitical tensions?**\n\nThis slide should:\n\n* Mention conflicts (e.g., Middle East)\n* Discuss potential disruptions to energy or financial markets\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what risk factor is omitted.\n", + "\n**Is there a slide explaining financial vulnerabilities?**\n\nThe slide should cover:\n\n* Risks from high real interest rates\n* Debt-service burdens\n* Specific sector risks (e.g., commercial real estate)\n* Reference Figure 1.16 or 1.17\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify the missing financial risk.\n", + "\n**Is there a slide discussing inflation persistence?**\n\nThe slide should:\n\n* Mention the \"last mile\" difficulty\n* Discuss potential need for higher-for-longer interest rates\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, state whether this risk is absent.\n", + "\n**Is there a slide summarizing monetary policy advice?**\n\nThe slide should:\n\n* Advise maintaining a prudent/restrictive stance\n* Mention scope for lowering nominal rates while keeping real rates restrictive\n* Reference Figure 1.22 (Policy rates)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what monetary advice is missing.\n", + "\n**Is there a slide detailing fiscal policy recommendations?**\n\nThe slide should:\n\n* Emphasize fiscal consolidation\n* Mention spending pressures (ageing, defence, climate)\n* Reference Figure 1.25 or 1.26\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe the missing fiscal guidance.\n", + "\n**Is there a slide highlighting structural reforms?**\n\nThe slide should:\n\n* Mention strengthening growth/productivity foundations\n* Discuss innovation, skills, or labour/product market constraints\n* Reference Figure 1.29 (Innovation/R&D)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which structural reform aspect is missing.\n", + "\n**Is there a slide on the climate transition?**\n\nThe slide should:\n\n* Mention policy measures for decarbonisation\n* Include green infrastructure or carbon pricing\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, state whether climate policy is omitted.\n", + "\n**Are there dedicated slides for key regions (US, Euro Area, China)?**\n\nThe deck should cover:\n\n* United States (GDP projections, consumption context)\n* Euro Area (GDP projections, real income recovery)\n* China (GDP projections, fiscal stimulus vs. property weakness)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which major economy is missing.\n", + "\n**Is there a summary slide for other key economies?**\n\nThe slide should:\n\n* Briefly mention outlooks for other major economies (e.g., Japan, UK, India, etc.) based on the \"Developments in individual OECD... economies\" section\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify if this summary is absent.\n", + "\n**Is there a conclusion slide?**\n\nThe slide should:\n\n* Reiterate the call for multilateral cooperation\n* Summarize the need for prudent policy mixes\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, state if the conclusion is missing.\n", + "\n**Is there a source reference slide or footer?**\n\nThe deck should:\n\n* Clearly cite \"OECD (2024), OECD Economic Outlook, Volume 2024 Issue 1\"\n* Include the StatLinks URL mention\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what citation detail is missing.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Global Macroeconomic Situation\n3. Key Risks\n4. Policy Recommendations\n5. Regional Developments\n6. Closing & References\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n  * Publication title (**OECD Economic Outlook**)?\n  * Volume/Issue (**Volume 2024 Issue 1, No. 115**)?\n  * Date (**May 2024**)?\n* Is the editorial theme (e.g., “**An unfolding recovery**”) accurately reflected?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the global GDP growth projections (**3.1% for 2024, 3.2% for 2025**) numerically correct?\n* Is the decline in inflation accurately summarized?\n* Is the sentiment (e.g., \"cautious optimism\") consistent with the Editorial?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Global Growth Data**\n\n* Are the global GDP figures taken directly from **Table 1.1**?\n* Is the distinction between **OECD** and **non-OECD/Emerging market** trends accurate?\n* Is the regional divergence (e.g., US strength vs. Europe weakness) correctly described?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Labour and Inflation Data**\n\n* Are unemployment descriptions (e.g., near record lows) consistent with the text?\n* Are inflation figures (e.g., G20 falling to 5.9% in 2024 and 3.6% in 2025) accurate?\n* Is the goods vs. services inflation dynamic correctly explained (referencing Figure 1.6)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Figure 1.6*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.3 Trade Figures**\n\n* Is the trade volume rebound figure (**2.3% in 2024**) correct?\n* Is Figure 1.13 correctly referenced if used?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Figure 1.13*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Geopolitical and Financial Risks**\n\n* Are the risks of conflict in the Middle East and energy disruption accurately summarized?\n* Are financial vulnerabilities (e.g., real interest rates, debt service) described as per the report?\n* Is the reference to **Figure 1.16 or 1.17** (if used) appropriate for the context?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Figure 1.16*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Monetary and Fiscal Policy**\n\n* Is the advice on maintaining a prudent/restrictive monetary stance accurately reflected?\n* Is the fiscal consolidation need (addressing debt, ageing, climate) correctly stated?\n* Are references to **Figure 1.22** (Policy rates) or **Figure 1.25/1.26** (Fiscal) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Figure 1.22*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Structural Reforms**\n\n* Are the recommendations for innovation, skills, and market constraints consistent with the report?\n* Is **Figure 1.29** correctly referenced if discussing innovation/R&D?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Figure 1.29*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Specific Country Projections**\n\n* Are the GDP projections for **United States (2.6% in 2024)** correct?\n* Are the GDP projections for **Euro Area (0.7% in 2024)** correct?\n* Are the GDP projections for **China (4.9% in 2024)** correct?\n* Is the context for each (e.g., fiscal stimulus in China, real incomes in Euro Area) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1.1 or Country Notes*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 No Fabricated Content**\n\n* Does the slide deck avoid inventing tax rates, policy advice, or data not present in the PDF?\n* Is all content derived strictly from the **OECD Economic Outlook (May 2024)** report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/generation_task/statistics.yaml b/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ba719b7bd5f5ddf623d935b210878e17117cde55 --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/OECD_Economic_Outlook/Volume_2024_Issue_1 +category: economics +input_metrics: + total_input_tokens: 127028 + generation_prompt_tokens: 2148 + materials_total_tokens: 124880 + material_count: 1 + pdf_total_pages: 223 + file_details: + - name: material.pdf + tokens: 124880 + pages: 223 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 18 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 28 + total_count: 58 diff --git a/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/material.pdf b/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..bd11ec46d0fa66c58a78d5ec216c5c3ed1a209f0 --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2024_Issue_1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ade88b27ef78fa0563b55d5c77b1fbd28f4446f91826fc386474f99a6ff0a661 +size 6678678 diff --git a/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/generation_task/instructions.md b/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..f364d6dea948c1b235727a24ac34ead99e368351 --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/generation_task/instructions.md @@ -0,0 +1,118 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). +1. Title & Overview + + * **Title Slide**: Must include the publication title (OECD Economic Outlook), volume/issue (Volume 2024 Issue 2, No. 116), date (December 2024), and the sub-header summarizing the main sentiment (e.g., "Resilience in Uncertain Times"). + * **Executive Summary**: A high-level bulleted list of the global outlook: Growth resilience, disinflation progress, and the persistent risks (geopolitics, trade tensions). + +2. Editorial Context + + * **Chief Economist Commentary**: Select key insights from the Editorial by Álvaro Pereira regarding the "remarkable resilience" of the global economy, the easing of inflation, and the specific call for "decisive policy actions." + * **Purpose**: To frame the narrative around the balance between resilience and high uncertainty/risks. + +3. General Assessment of the Macroeconomic Situation (Chapter 1) + + * **Global Growth & Inflation Projections**: A dedicated slide visualizing or listing the key data from Table 1.1. Specifically include Real GDP growth and Inflation numbers for the World, G20, OECD, US, Euro Area, and China for 2024, 2025, and 2026. + * **Drivers of Activity**: Explain the factors supporting growth (real income recovery, monetary easing) versus headwinds (tight fiscal policy, geopolitical uncertainty). + * **Key Risks**: A slide detailing the downside risks mentioned in the text: Geopolitical tensions (Middle East), trade protectionism, and fiscal sustainability challenges. + * **Policy Requirements**: + * *Monetary Policy*: The path towards neutral rates and careful timing of easing. + * *Fiscal Policy*: The need for consolidation to ensure debt sustainability. + * *Structural Policy*: Reforms needed to boost potential growth (which has slowed). + +4. Special Chapter Deep Dive: Labour Shortages (Chapter 2) + + * **Context & Diagnosis**: Explain the shift from cyclical tightness (post-pandemic) to structural shortages. Use insights regarding the "Beveridge curve" shifts if available in the text. + * **Structural Drivers**: A slide detailing the forces driving shortages: Population ageing, the Green Transition, Digitalisation/AI adoption, and firm characteristics (as revealed by the GFP Employer Survey). + * **Policy Solutions**: Summarize the transformative actions needed: Upskilling/reskilling, improving labour force participation (women, older workers), and migration policies. + +5. Country Specific Highlights (Chapter 3) + * **Major Economies**: Dedicate slides to the specific outlooks for the **United States**, **Euro Area**, and **China**. + * *Requirement*: For each, list the GDP growth projection for 2025-2026 and the primary driver or risk identified in their specific note. + * **Selected Emerging/Other Economies**: Briefly highlight trends in other key regions mentioned (e.g., India, Brazil, or UK/Japan) to provide a balanced global view. + +6. Closing & Key Takeaways + + * **Summary of Recommendations**: A final slide reiterating the "Policy Trinity": Prudent monetary easing, fiscal consolidation, and bold structural reforms. + * **Reference Info**: List the OECD copyright and citation information found on the imprint page. +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/generation_task/judge_prompt.json b/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..9277395591171c1e04e67c9dc198c67fecf1ff02 --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Publication title (**OECD Economic Outlook**)\n* Volume and Issue (**Volume 2024 Issue 2, No. 116**)\n* Date (**December 2024**)\n* A short sentiment sub-header summarizing the main theme (e.g., “Resilience in Uncertain Times”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level global outlook points\n* Include Growth resilience\n* Include Disinflation progress\n* Include Persistent risks (geopolitics, trade tensions)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which key themes are missing.\n", + "\n**Is there a dedicated slide presenting the Chief Economist's commentary?**\n\nThis slide should:\n\n* Include insights from **Álvaro Pereira**\n* Highlight \"remarkable resilience\"\n* Mention easing of inflation\n* Include the call for \"decisive policy actions\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which key editorial message is missing.\n", + "\n**Is there a slide dedicated to Global Growth & Inflation Projections?**\n\nThe slide should cover:\n\n* Real GDP growth and Inflation data\n* Projections for 2024, 2025, and 2026\n* Coverage for World, G20, OECD, US, Euro Area, and China\n* Source reference to Table 1.1\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which regions or years are missing.\n", + "\n**Are the Drivers of Activity explained?**\n\nThe slide should cover:\n\n* Factors supporting growth (e.g., real income recovery, monetary easing)\n* Headwinds (e.g., tight fiscal policy, geopolitical uncertainty)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which driver or headwind is omitted.\n", + "\n**Is there a slide detailing Key Risks?**\n\nThis slide should list:\n\n* Geopolitical tensions (specifically Middle East)\n* Trade protectionism/policy uncertainty\n* Fiscal sustainability challenges\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which risk factor is missing.\n", + "\n**Is there a slide outlining Policy Requirements?**\n\nThe slide should cover:\n\n* Monetary Policy (path to neutral rates)\n* Fiscal Policy (consolidation needs)\n* Structural Policy (reforms for potential growth)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which policy area is missing.\n", + "\n**Is there a section on Labour Shortages (Chapter 2)?**\n\nThe section should cover:\n\n* Context: Shift from cyclical to structural shortages\n* Drivers: Ageing, Green Transition, Digitalisation/AI\n* Solutions: Upskilling, labour force participation, migration\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which aspect of the labour shortages analysis is missing.\n", + "\n**Are there dedicated slides for Major Economies?**\n\nThe slides should cover:\n\n* United States\n* Euro Area\n* China\n* GDP growth projections for 2025-2026 for each\n* Primary driver or risk for each\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which major economy is missing.\n", + "\n**Are Selected Emerging/Other Economies highlighted?**\n\nThe slide should briefly mention:\n\n* Other key regions (e.g., India, Brazil, UK, or Japan)\n* Trends relevant to providing a balanced global view\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if other economies are entirely absent.\n", + "\n**Is there a Summary of Recommendations slide?**\n\nThe slide should reiterate the \"Policy Trinity\":\n\n* Prudent monetary easing\n* Fiscal consolidation\n* Bold structural reforms\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which policy pillar is missing from the summary.\n", + "\n**Is there a final slide with Reference Info?**\n\nThe slide should include:\n\n* OECD copyright\n* Citation information from the imprint page\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if citation info is missing.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Editorial Context\n3. General Assessment of the Macroeconomic Situation\n4. Special Chapter Deep Dive: Labour Shortages\n5. Country Specific Highlights\n6. Closing & Key Takeaways\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Publication title (**OECD Economic Outlook**)?\n * Volume and Issue (**Volume 2024 Issue 2, No. 116**)?\n * Date (**December 2024**)?\n* Is the sub-header sentiment (e.g., \"Resilience in Uncertain Times\") consistent with the tone and wording of the Editorial/Overview?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: OECD Economic Outlook 116*), your answer should also be **no**.\n* Otherwise, verify whether the content is consistent with the background material.\n", + "\n**2.2.1 Chief Economist Commentary**\n\n* Are quotes or key insights attributed correctly to **Álvaro Pereira**?\n* Do the statements accurately reflect:\n * \"Remarkable resilience\" of the global economy?\n * Easing of inflation?\n * The need for \"decisive policy actions\"?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify whether the content is consistent with the background material.\n", + "\n**2.3.1 Global Growth & Inflation Data**\n\n* Are Real GDP growth and Inflation figures for **2024, 2025, and 2026** numerically correct based on **Table 1.1**?\n* Are figures for World, G20, OECD, US, Euro Area, and China accurate?\n* Is the source (Table 1.1) cited?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify whether the numbers match the provided table exactly.\n", + "\n**2.3.2 Risks and Drivers**\n\n* Are the drivers (income recovery, monetary easing) and headwinds (fiscal tightening) accurately described?\n* Are the risks (Geopolitical/Middle East, Trade protectionism, Fiscal sustainability) consistent with the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* Otherwise, verify whether the content is consistent with the background material.\n", + "\n**2.4.1 Structural Analysis**\n\n* Does the slide accurately reflect the shift from **cyclical** to **structural** shortages?\n* Are the drivers (Ageing, Green Transition, Digitalisation) correctly identified from Chapter 2?\n* Are policy solutions (Upskilling, Participation, Migration) consistent with the chapter's recommendations?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* Otherwise, verify whether the content is consistent with the background material.\n", + "\n**2.5.1 Major Economies Projections**\n\n* Are the GDP growth projections for 2025-2026 for **US, Euro Area, and China** numerically correct based on the text/tables?\n* are the primary drivers/risks for each economy accurately summarized from their respective notes?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify whether the figures and text match the background material.\n", + "\n**2.6.1 Summary of Recommendations**\n\n* Does the summary accurately reflect the \"Policy Trinity\" (Monetary, Fiscal, Structural) as described in the outlook?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* Otherwise, verify whether the content is consistent with the background material.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing outside economic data (e.g., IMF, World Bank) not present in the PDF?\n* Are all facts and figures derived solely from the provided OECD Economic Outlook?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify whether the content is consistent with the background material.\n" + ] +} diff --git a/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/generation_task/statistics.yaml b/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b3d8df11021c1a25f81ad72dc7abfc5c742e9099 --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/OECD_Economic_Outlook/Volume_2024_Issue_2 +category: economics +input_metrics: + total_input_tokens: 152107 + generation_prompt_tokens: 2027 + materials_total_tokens: 150080 + material_count: 1 + pdf_total_pages: 268 + file_details: + - name: material.pdf + tokens: 150080 + pages: 268 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 8 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/material.pdf b/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4a11319cd52a2c98053a9c6d3279d6d8ecd6a279 --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2024_Issue_2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b516b2b23b1774e2735873b0a9f6efd7a875e581839669249cc6335ee88a1706 +size 8152618 diff --git a/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/generation_task/instructions.md b/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..639d172ecd55d78276cc8e5eb2cbaeadeae418a5 --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/generation_task/instructions.md @@ -0,0 +1,117 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the report title ("OECD Economic Outlook"), Volume (2025/1, No. 117), Date (June 2025), and the main theme ("Tackling Uncertainty, Reviving Growth"). + * **Executive Summary**: A high-level bulleted list of the global outlook: Global GDP growth projections for 2025 and 2026, the inflation trajectory, and the primary drag on growth (trade barriers/uncertainty). + +2. Global Macroeconomic Assessment (Chapter 1) + + * **Growth Projections**: A detailed slide showing Global, G20, and OECD GDP growth rates for 2024, 2025, and 2026. + * **Inflation Outlook**: Headline inflation trends for G20 and OECD economies. Highlight the specific divergence between goods and services inflation. + * **Trade Dynamics**: Summarize the projected slowdown in global trade growth and the specific impact of new tariff measures mentioned in the report. + +3. Key Risks & Uncertainty + + * **Trade Policy Uncertainty**: Explain the risks associated with rising trade barriers and protectionism. Use data regarding the "effective tariff rates" if available in the text. + * **Geopolitical & Financial Risks**: Summarize the downside risks mentioned, including geopolitical tensions and financial market repricing. + +4. Special Focus: Reigniting Investment (Chapter 2) + + * **The Investment Gap**: Explain the "investment gap" relative to pre-GFC trends. + * **Structural Shifts**: Detail the shift towards digital and knowledge-based assets (intangibles) versus traditional tangible assets. + * **Barriers to Investment**: List the key obstacles holding back business investment (e.g., uncertainty, lack of skilled labour, regulatory burdens). + +5. Regional & Country Highlights + * **United States**: GDP growth projections for 2025-2026, inflation outlook, and specific headwinds (e.g., tariffs, fiscal deficit). + * **Euro Area**: GDP growth trajectory, the role of consumption and investment, and inflation convergence. + * **China**: Growth slowdown projections, the impact of the real estate sector, and fiscal stimulus measures. + * **Other Key Economies**: A summary slide for other major economies mentioned (e.g., Japan, UK, India, Brazil) with their respective growth figures. + +6. Policy Recommendations + * **Monetary Policy**: Guidelines for central banks regarding interest rates and inflation monitoring. + * **Fiscal Policy**: Recommendations for fiscal consolidation and debt sustainability. + * **Structural Reforms**: Key reforms needed to boost investment, productivity, and the green/digital transition. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/generation_task/judge_prompt.json b/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ee945cf183deeb636a142889838dafc5c10d9b2d --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/generation_task/judge_prompt.json @@ -0,0 +1,40 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Report title (\"OECD Economic Outlook\")\n* Volume (\"Volume 2025/1, No. 117\")\n* Date (\"June 2025\")\n* Main theme (\"Tackling Uncertainty, Reviving Growth\")\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level global outlook bullet points\n* Mention Global GDP growth projections for 2025 and 2026\n* Mention the inflation trajectory\n* Mention the primary drag on growth (trade barriers/uncertainty)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which key points are missing.\n", + "\n**Is there a slide detailing Global, G20, and OECD GDP growth rates?**\n\nThe slide should cover:\n\n* Growth rates for 2024, 2025, and 2026\n* Data for Global, G20, and OECD groupings\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which growth metrics or years are missing.\n", + "\n**Is there a slide covering headline inflation trends?**\n\nThe slide should cover:\n\n* Headline inflation for G20 and OECD economies\n* Highlight the divergence between goods and services inflation\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which inflation details are missing.\n", + "\n**Is there a slide summarizing trade dynamics?**\n\nThe slide should cover:\n\n* Projected slowdown in global trade growth\n* Specific impact of new tariff measures mentioned in the report\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what trade-related information is missing.\n", + "\n**Is there a slide explaining trade policy uncertainty?**\n\nThe slide should cover:\n\n* Risks associated with rising trade barriers and protectionism\n* Data regarding \"effective tariff rates\" if available in the text\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what risk details are missing.\n", + "\n**Is there a slide summarizing geopolitical and financial risks?**\n\nThe slide should cover:\n\n* Downside risks including geopolitical tensions\n* Financial market repricing risks\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which risk categories are missing.\n", + "\n**Is there a slide explaining the \"investment gap\"?**\n\nThe slide should cover:\n\n* The concept of the \"investment gap\" relative to pre-GFC trends\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify if the investment gap concept is missing.\n", + "\n**Is there a slide detailing structural shifts in investment?**\n\nThe slide should cover:\n\n* The shift towards digital and knowledge-based assets (intangibles)\n* Contrast with traditional tangible assets\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which structural shift details are missing.\n", + "\n**Is there a slide listing barriers to investment?**\n\nThe slide should cover key obstacles such as:\n\n* Uncertainty\n* Lack of skilled labour\n* Regulatory burdens\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which investment barriers are omitted.\n", + "\n**Is there a specific slide covering the United States outlook?**\n\nThe slide should cover:\n\n* GDP growth projections for 2025-2026\n* Inflation outlook\n* Specific headwinds (e.g., tariffs, fiscal deficit)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what US-specific information is missing.\n", + "\n**Is there a specific slide covering the Euro Area outlook?**\n\nThe slide should cover:\n\n* GDP growth trajectory\n* The role of consumption and investment\n* Inflation convergence\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what Euro Area information is missing.\n", + "\n**Is there a specific slide covering China's outlook?**\n\nThe slide should cover:\n\n* Growth slowdown projections\n* Impact of the real estate sector\n* Fiscal stimulus measures\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what China-specific information is missing.\n", + "\n**Is there a summary slide for other key economies?**\n\nThe slide should cover:\n\n* Summary of other major economies mentioned (e.g., Japan, UK, India, Brazil)\n* Their respective growth figures\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which key economies are missing.\n", + "\n**Is there a slide covering Monetary Policy recommendations?**\n\nThe slide should cover:\n\n* Guidelines for central banks regarding interest rates\n* Inflation monitoring recommendations\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what monetary policy content is missing.\n", + "\n**Is there a slide covering Fiscal Policy recommendations?**\n\nThe slide should cover:\n\n* Recommendations for fiscal consolidation\n* Debt sustainability recommendations\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what fiscal policy content is missing.\n", + "\n**Is there a slide covering Structural Reforms?**\n\nThe slide should cover:\n\n* Key reforms needed to boost investment and productivity\n* Reforms related to the green/digital transition\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what structural reform content is missing.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Global Macroeconomic Assessment\n3. Key Risks & Uncertainty\n4. Special Focus: Reigniting Investment\n5. Regional & Country Highlights\n6. Policy Recommendations\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n  * Report title (\"**OECD Economic Outlook**\")?\n  * Volume (\"**Volume 2025/1, No. 117**\")?\n  * Date (\"**June 2025**\")?\n* Is the main theme (\"**Tackling Uncertainty, Reviving Growth**\") correctly included?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the Global GDP growth projections for 2025 and 2026 numerically correct according to the report?\n* Is the inflation trajectory described accurately based on the report's findings?\n* Is the primary drag on growth identified correctly as trade barriers/uncertainty?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 GDP Growth Projections**\n\n* Are the GDP growth rates for Global, G20, and OECD correctly reported for 2024, 2025, and 2026?\n* Do the numbers match **Table 1.1** or the text exactly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Inflation Trends**\n\n* Are the headline inflation trends for G20 and OECD economies accurately reported?\n* Is the divergence between goods and services inflation correctly described based on the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1, Figure 1.11*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.3 Trade Dynamics**\n\n* Is the projected slowdown in global trade growth accurately reflected?\n* Are the specific impacts of new tariff measures described consistently with the report's analysis?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1, Chapter 1 text*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Trade Policy Uncertainty**\n\n* If data regarding \"effective tariff rates\" is used, does it match the figures in the text/charts?\n* Is the explanation of risks associated with protectionism consistent with the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Figure 1.2, Box 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Geopolitical & Financial Risks**\n\n* Are the downside risks (geopolitical tensions, financial market repricing) summarised accurately?\n* Does the slide avoid exaggerating risks beyond what is stated in the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1 Risks section*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Investment Gap Analysis**\n\n* Is the \"investment gap\" explained correctly relative to pre-GFC trends as per **Chapter 2**?\n* If quantitative data on the gap is used, does it match **Figure 2.5** or the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Figure 2.5, Chapter 2 text*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Structural Shifts**\n\n* Is the shift towards intangibles (digital/knowledge-based assets) described accurately?\n* Are comparisons with tangible assets consistent with the report's findings?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Figure 2.10, Chapter 2 text*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 US Outlook**\n\n* Are the US GDP growth projections for 2025-2026 numerically accurate?\n* Is the inflation outlook for the US correctly stated?\n* Are the specific headwinds (tariffs, fiscal deficit) correctly identified from the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1, Chapter 1 Country Notes*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 Euro Area Outlook**\n\n* Is the Euro Area GDP growth trajectory accurate?\n* Is the description of consumption/investment roles consistent with the report?\n* Is inflation convergence correctly described?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1, Chapter 1 Country Notes*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.3 China Outlook**\n\n* Are the growth slowdown projections for China numerically correct?\n* Is the impact of the real estate sector described accurately?\n* Are fiscal stimulus measures correctly summarized?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1, Chapter 1 Country Notes*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.4 Other Key Economies**\n\n* Are the growth figures for other economies (Japan, UK, etc.) numerically correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Monetary & Fiscal Policy**\n\n* Are the recommendations for central banks (interest rates, inflation) accurately summarized?\n* Are the recommendations for fiscal consolidation and debt sustainability consistent with the report's advice?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1 Policy section*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Structural Reforms**\n\n* Are the key reforms (investment, productivity, green transition) accurately reflected?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1 Policy section, Chapter 2*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations not present in the OECD report?\n* Are all numbers, especially growth rates and tariff figures, derived strictly from the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/generation_task/statistics.yaml b/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..06808a222b69eb5fb47387744003c6942d8658e4 --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/OECD_Economic_Outlook/Volume_2025_Issue_1 +category: economics +input_metrics: + total_input_tokens: 157008 + generation_prompt_tokens: 1888 + materials_total_tokens: 155120 + material_count: 1 + pdf_total_pages: 277 + file_details: + - name: material.pdf + tokens: 155120 + pages: 277 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 18 + Content Correctness: 16 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 34 + total_count: 64 diff --git a/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/material.pdf b/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8026ce95687026a35187b7ff15b747b17020b9bf --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2025_Issue_1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b0b99e338d6e06b3b2b67b81af169828d74f9e80f3140a4a781487415b99f48 +size 9678113 diff --git a/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/generation_task/instructions.md b/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..3f406cc44b79dd1ffe9d79c2f46df204279acd3c --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/generation_task/instructions.md @@ -0,0 +1,153 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15-20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Title Slide** + * Report title, publisher, date, edition/issue number. + +2. **Agenda / What you’ll learn** + +3. **Executive Summary (Key messages)** + * 3–5 key takeaways **explicitly stated in the report** (not your own). + * Must include at least one quantitative projection from the report’s editorial. + * Refer to: + * **Table 1.1**: Global GDP growth projections (overview of global and major economy growth rates). + * **Figure 1.17**: Global growth trajectory (moderation followed by gradual recovery). + +4. **Global Outlook: Growth (Quantitative)** + * Use the report’s global GDP growth projections and present them as a chart or table. + * Example source section line: “Global GDP growth is projected to moderate…” + * Refer to: + * **Table 1.1**: GDP growth projections for major economies (OECD, G20). + * **Figure 1.17**: Global growth is projected to weaken and then recover gradually. + +5. **Global Outlook: Labour Markets & Inflation (Quantitative)** + * Use report-provided projections/figures + * Refer to: + * **Figure 1.11**: Labour market projections (unemployment rate trends). + * **Figure 1.13**: Inflation trajectories and forecasts. + * **Figure 1.14**: Core inflation and short-term inflation expectations. + +6. **Recent Developments & Drivers** + * Summarize the report’s stated drivers (e.g., trade front-loading, AI-related investment, policy settings), strictly as written. + * Refer to: + * **Figure 1.2**: Resilient trade growth. + * **Figure 1.4**: ICT investment supporting growth. + * **Figure 1.5**: ICT activities supporting industrial production and trade. + * **Figure 1.6**: Economic sentiment and activity indicators. + +7. **Risks & Fragilities** + * Include the report’s stated risks such as trade barriers, asset valuations, fiscal vulnerabilities. + * Refer to: + * **Figure 1.15**: Stock market valuations and risk of adjustment. + * **Figure 1.20**: Trade policy uncertainties and their impact on growth. + * **Figure 1.25**: AI company spillover effects. + * **Figure 1.26**: Risks related to non-bank financial institutions (NBFIs) and crypto. + +8. **Policy Messages (Monetary / Fiscal / Financial)** + * Present the policy recommendations as stated in the report, such as actions for governments, central banks, and regulators. + * Refer to: + * **Figure 1.30**: Short-term interest rate projections. + * **Figure 1.33**: Deficit, interest, and debt trends. + * **Figure 1.37**: Fiscal balance improvements in emerging markets. + * **Figure 1.26**: NBFI/crypto regulatory risks. + +9. **Special Topic / Deep Dive (Quantitative + Visual)** + * Choose one major thematic chapter or box from the report and explain it with at least one figure/table. + * Refer to: + * **Figure 2.1**: Impact of regulatory changes on productivity and economic vitality. + * **Figure 2.7**: How regulatory compliance resources reduce productivity. + * **Box 2.1–2.5**: Specific topics on regulatory resets and their effects. + +10. **Regional/Country Snapshots (Quantitative)** + * Include snapshots of major economies/regions, only if the report provides the numbers. + * Refer to: + * **Table 1.1**: Global growth projections, including major economies (US, Euro area, Japan, China, etc.). + * **Chapter 3 (Country Notes)**: Detailed regional snapshots for economies like the US, Euro area, China, and Japan. + +11. **Limitations / What this report does NOT claim** + * Only include limitations/caveats stated or clearly implied by the report text. + +12. **Conclusion** + * Summarize the key conclusions and takeaways from the report. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/generation_task/judge_prompt.json b/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..90d5a9ced1ab9600ff6c0be2132a466920890ca2 --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/generation_task/judge_prompt.json @@ -0,0 +1,48 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide (Title Slide) list the report title, publisher, date, and edition/issue number?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, describe what is missing from the title slide (e.g., publisher, date, or edition number).\n", + "\n**Does the slide deck contain an Agenda or \"What you’ll learn\" section outlining the presentation?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, specify that the agenda or outline slide is missing.\n", + "\n**Is there an \"Executive Summary\" section that lists 3–5 key takeaways explicitly from the report and includes at least one quantitative projection?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, explain whether the key takeaways or the quantitative projection (referencing Table 1.1 or Figure 1.17) are missing.\n", + "\n**Is there a section on \"Global Outlook: Growth\" that presents global GDP growth projections as a chart or table?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, state that the quantitative presentation of global GDP growth (referencing Table 1.1 or Figure 1.17) is missing.\n", + "\n**Is there a section on \"Global Outlook: Labour Markets & Inflation\" that uses report-provided projections or figures?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, mention which aspects (unemployment rate trends, inflation trajectories, or expectations) are missing.\n", + "\n**Does the \"Recent Developments & Drivers\" section summarize stated drivers such as trade front-loading, AI-related investment, or policy settings?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, describe which drivers (e.g., trade growth, ICT investment, economic sentiment) are not covered.\n", + "\n**Is there a section on \"Risks & Fragilities\" that includes stated risks like trade barriers, asset valuations, or fiscal vulnerabilities?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, explain which major risks (e.g., stock market valuations, trade uncertainty, AI spillovers, NBFIs) are missing.\n", + "\n**Does the \"Policy Messages\" section present recommendations for governments, central banks, and regulators as stated in the report?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, specify which policy areas (Monetary, Fiscal, or Financial) are lacking.\n", + "\n**Is there a \"Special Topic / Deep Dive\" slide that explains a major thematic chapter or box with at least one figure or table?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, state that the deep dive into a specific topic (e.g., regulatory resets, productivity) is missing.\n", + "\n**Does the presentation include \"Regional/Country Snapshots\" with quantitative details for major economies or regions?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, mention that the snapshots for major economies (e.g., US, Euro area, China) are missing.\n", + "\n**Is there a section \"Limitations\" or \"What this report does NOT claim\" that covers caveats stated in the report?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, specify that the limitations or caveats section is missing.\n", + "\n**Does the final slide serve as a \"Conclusion\" summarizing the key conclusions and takeaways?**\n\nNote: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\nIf **no**, state that the summary of key conclusions is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Is the \"Title Slide\" accurate regarding the report's metadata (Title, Publisher, Date, Edition)?**\n\nIf **no**, specify which metadata element is missing or incorrect.\n", + "\n**Does the \"Executive Summary\" slide include 3–5 key takeaways *explicitly stated* in the report and at least one quantitative projection?**\n\nIf **no**, specify which takeaways were not found in the text or if the quantitative projection is missing.\n", + "\n**Does the \"Global Outlook: Growth\" slide correctly present GDP projections using data from Table 1.1?**\n\nIf **no**, explain where the growth figures or trajectory differ from the report's data.\n", + "\n**Does the \"Global Outlook: Growth\" slide correctly present GDP projections using data from Figure 1.17?**\n\nIf **no**, explain where the growth figures or trajectory differ from the report's data.\n", + "\n**Are the \"Labour Markets & Inflation\" trends (unemployment, inflation trajectories) consistent with Figures 1.11 in the report?**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Are the \"Labour Markets & Inflation\" trends (unemployment, inflation trajectories) consistent with Figures 1.13 in the report?**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Are the \"Labour Markets & Inflation\" trends (unemployment, inflation trajectories) consistent with Figures 1.14 in the report?**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Recent Developments & Drivers\" slide accurately summarize the specific drivers (trade, AI investment, ICT) mentioned in the report?**\n\nIf **no**, describe which drivers were missed or accurately summarized.\n", + "\n**Does the \"Recent Developments & Drivers\" slide consistent with Figures 1.2 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Recent Developments & Drivers\" slide consistent with Figures 1.4 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Recent Developments & Drivers\" slide consistent with Figures 1.5 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Recent Developments & Drivers\" slide consistent with Figures 1.6 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Risks & Fragilities\" slide correctly identify the specific risks cited in the report (e.g., trade barriers, asset valuations, NBFIs)?**\n\nIf **no**, explain which risks are missing or inconsistent.\n", + "\n**Does the \"Risks & Fragilities\" slide correctly consistent with Figures 1.15 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Risks & Fragilities\" slide correctly consistent with Figures 1.20 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Risks & Fragilities\" slide correctly consistent with Figures 1.25 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Risks & Fragilities\" slide correctly consistent with Figures 1.26 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Are the \"Policy Messages\" (Monetary/Fiscal) consistent with the report's recommendations and data on interest rates/deficits?**\n\nIf **no**, describe where the policy recommendations differ from the report's stated actions.\n", + "\n**Are the \"Policy Messages\" (Monetary/Fiscal) consistent with Figures 1.30 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Are the \"Policy Messages\" (Monetary/Fiscal) consistent with Figures 1.33 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Are the \"Policy Messages\" (Monetary/Fiscal) consistent with Figures 1.37 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Are the \"Policy Messages\" (Monetary/Fiscal) consistent with Figures 1.26 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Special Topic\" slide(s) correctly explain the chosen thematic chapter (e.g., regulatory impact on productivity) using the relevant figures (e.g., Figure 2.1, 2.7)?**\n\nIf **no**, explain where the explanation of the special topic contradicts the report's findings.\n", + "\n**Does the \"Special Topic\" slide(s) consistent with Figures 2.1 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Does the \"Special Topic\" slide(s) consistent with Figures 2.7 in the report**\n\nIf **no**, mention which data are not aligned with the provided figures.\n", + "\n**Are the \"Regional/Country Snapshots\" numbers accurate and directly sourced from Table 1.1 or Chapter 3?**\n\nIf **no**, specify which country or region's data is incorrect or misattributed.\n", + "\n**Does the \"Special Topic\" slide(s) consistent with Table 1.1 in the report**\n\nIf **no**, mention which data are not aligned with the provided table.\n", + "\n**Does the \"Special Topic\" slide(s) consistent with Chapter 3 in the report**\n\nIf **no**, mention which data are not aligned with the provided chapter.\n", + "\n**Does the slide deck avoid inventing facts or projections not present in the report?**\n\nIf **no**, specify any fabricated facts or numbers.\n", + "\n**Ensure that every data point in each chart is clearly attributed to the relevant section of the report.**\n\nSpecifically, for each figure in the slides:\n\n* If it is directly copied, indicate which Figure or Table it was sourced from (e.g., **Source: OECD Economic Outlook, Table 1.1**).\n* If the chart is plotted based on data, indicate the section.\n\nIf **no**, specify which slide and which figure or table lack clear attribution to the relevant section of the report.\n" + ] +} diff --git a/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/generation_task/statistics.yaml b/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..63369894416a25c6656457380f582c19d645b7cc --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/OECD_Economic_Outlook/Volume_2025_Issue_2 +category: economics +input_metrics: + total_input_tokens: 161807 + generation_prompt_tokens: 2207 + materials_total_tokens: 159600 + material_count: 1 + pdf_total_pages: 285 + file_details: + - name: material.pdf + tokens: 159600 + pages: 285 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 30 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 42 + total_count: 72 diff --git a/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/material.pdf b/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e54cf3dd4aa7a40dd71612c36cce0524f0c072dd --- /dev/null +++ b/economics/OECD_Economic_Outlook/Volume_2025_Issue_2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9480d29eb0885fff9f869de013e00666f60af11f04c29719afec672eda7322f4 +size 15367677 diff --git a/economics/TESLA_update_letter/2017Q4/generation_task/instructions.md b/economics/TESLA_update_letter/2017Q4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..f0d98cb6de52aadcf95d631330ca071a869ea2c6 --- /dev/null +++ b/economics/TESLA_update_letter/2017Q4/generation_task/instructions.md @@ -0,0 +1,127 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). +1. Title & Overview + + * **Title Slide**: Must include the company name (Tesla, Inc.), fiscal period (Q4 & Full Year 2017), and a sub-header summarizing the main sentiment (e.g., “A Transformative Year: Model 3 Ramp & Energy Growth”). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Cash Balance ($3.4B), Revenue Growth, Record Deliveries (Model S/X), and the strategic importance of 2017. + +2. Leadership Context & Strategy + + * **Management Commentary**: Summarize the narrative from Elon Musk and Deepak Ahuja regarding the "step change" in the transition to sustainability and the lessons learned from the Model 3 ramp. + * **The 2018 Outlook**: Highlight the specific goal for 2018 to be a "transformative year" with a focus on operational scaling and turning operating income sustainably positive. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Automotive Revenue, Total Revenue, and Net Loss compared to Q3 2017 and Q4 2016. + * *Requirement*: You must visually distinguish between GAAP and Non-GAAP figures. + * **Gross Margin Dynamics**: A dedicated slide explaining the **Automotive Gross Margin (GAAP vs. Non-GAAP)**. + * *Requirement*: Explicitly explain *why* Non-GAAP margin declined to 13.8% (citing the Model 3 ramp and allocation of full operating costs). Explain the impact of ZEV credits and Stock-Based Compensation (SBC) as detailed in the reconciliation tables. + * **Cash Flow & Liquidity**: Detail the cash balance ($3.4B), operating cash flows (including the collateralized lease borrowing adjustment), and capital expenditures (focus on Model 3 and Gigafactory 1). + +4. Segment Performance: Automotive + + * **Model 3 Production Ramp**: + * Current status of production bottlenecks (e.g., battery module line). + * Explicit production targets: 2,500/week by end of Q1 and 5,000/week by end of Q2. + * Mention the acquisition of advanced automation companies. + * **Model S and Model X**: + * Show delivery numbers (Q4 record) and demand trends (net orders). + * Address the "cannibalization" concern (clarify that Model 3 display increased S/X interest). + * **Future Product Unveils**: + * Highlight the Tesla Semi (performance specs: 500-mile range, economics) and the next-generation Roadster (0-60 mph in 1.9s). + +5. Segment Performance: Energy & Service + + * **Energy Generation & Storage**: + * Show Revenue and deployment highlights (South Australia battery project). + * Mention the "triple sales" aim for energy storage in 2018. + * Discuss Solar Roof production at Gigafactory 2. + * **Service & Supercharging**: + * Highlight the expansion of Mobile Service (productivity gains, customer satisfaction). + * Detail Supercharger network growth (new stations, cafe/lounge concepts) and the roadmap for 2018. + +6. Closing & Disclaimers + + * **Forward-Looking Statements & Risks**: A summary slide noting risks related to production ramps, supplier constraints, and market acceptance. Use the language found in the "Outlook" and "Forward-Looking Statements" sections. + * **Contact & Webcast Info**: List the investor relations contact (Martin Viecha) and the webcast URL. +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/TESLA_update_letter/2017Q4/generation_task/judge_prompt.json b/economics/TESLA_update_letter/2017Q4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..682eb956280309b409a18d968f9d186dd1e53fcf --- /dev/null +++ b/economics/TESLA_update_letter/2017Q4/generation_task/judge_prompt.json @@ -0,0 +1,33 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**Tesla, Inc.**)\n* Fiscal period (**Q4 & Full Year 2017**)\n* A sub-header summarizing the main sentiment (e.g., \"A Transformative Year: Model 3 Ramp & Energy Growth\")\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Highlight the cash balance entering Q1 2018 ($3.4B)\n* Mention record Model S and Model X deliveries\n* Reference revenue growth\n* Note the strategic importance of 2017 setting the stage for 2018\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or high-level points are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Summarize the narrative from Elon Musk and Deepak Ahuja\n* Mention the \"step change\" in the transition to sustainability\n* Discuss lessons learned from the Model 3 production ramp\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective is missing.\n", + "\n**Does the slide deck explicitly cover the 2018 Outlook narrative?**\n\nThe slides should frame:\n\n* The goal for 2018 to be a \"transformative year\"\n* The focus on operational scaling\n* The expectation of turning operating income sustainably positive at some point in 2018\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the forward-looking strategy is unclear or absent.\n", + "\n**Is there a slide summarizing income statement highlights?**\n\nThe slide should cover:\n\n* Automotive Revenue\n* Total Revenue\n* Net Loss\n* Comparison to Q3 2017 and Q4 2016\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Is there a dedicated slide explaining Automotive Gross Margin dynamics (GAAP vs. Non-GAAP)?**\n\nThis slide should:\n\n* Visually distinguish between GAAP (18.9%) and Non-GAAP (13.8%) margins\n* Explicitly explain **why** Non-GAAP margin declined (referencing Model 3 ramp operating costs, ZEV credits, and SBC)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the margin explanation is missing or insufficient.\n", + "\n**Is Cash Flow & Liquidity explicitly covered?**\n\nThe slides should mention:\n\n* Ending Cash Balance ($3.4B)\n* Operating cash flows (specifically mentioning the adjustment for \"collateralized lease borrowings\")\n* Capital expenditures (focus on Model 3 and Gigafactory 1)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of liquidity is missing.\n", + "\n**Is there a dedicated section covering Model 3 Production status?**\n\nThe slides should include:\n\n* Current bottlenecks (e.g., battery module line)\n* Explicit production targets: 2,500/week by end of Q1 and 5,000/week by end of Q2\n* Mention of advanced automation acquisitions\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which production details are missing.\n", + "\n**Are Model S and Model X performance metrics presented?**\n\nThe slides should cover:\n\n* Delivery numbers (Q4 record)\n* Net order trends\n* Addressing the \"cannibalization\" concern (impact of Model 3 display in stores)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which Model S/X details are omitted.\n", + "\n**Are Future Product Unveils included?**\n\nThe slides should highlight:\n\n* Tesla Semi (range, economics)\n* Next-generation Roadster (performance specs like 0-60 mph)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which future product is missing.\n", + "\n**Is there a slide summarizing Energy Generation & Storage performance?**\n\nThis slide should:\n\n* Mention the South Australia battery project\n* State the aim to triple energy storage sales in 2018\n* Discuss Solar Roof production at Gigafactory 2\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what energy segment context is missing.\n", + "\n**Are Service and Supercharging updates explicitly acknowledged?**\n\nThe content should cover:\n\n* Mobile Service expansion and productivity\n* Supercharger network growth (new locations, amenities)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether service/charging infrastructure is missing.\n", + "\n**Is there a slide addressing Forward-Looking Statements and Risks?**\n\nThis slide should:\n\n* Summarize risks related to production ramps, suppliers, and market acceptance\n* Use language found in the \"Outlook\" section\n* Maintain a neutral tone\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and webcast information?**\n\nThe slide should include:\n\n* Investor Relations contact (Martin Viecha)\n* Webcast URL for the financial results call\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context & Strategy\n3. Financial Deep Dive\n4. Segment Performance: Automotive\n5. Segment Performance: Energy & Service\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Tesla, Inc.**)?\n * Fiscal period (**Q4 & Full Year 2017**)?\n * Context (**Update Letter** or similar)?\n* Is the sub-header sentiment consistent with the \"Transformative Year\" theme?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Is the cash balance stated as **$3.4 billion**?\n* Is the \"record deliveries\" claim for Model S and X accurate?\n* Is the year-over-year revenue growth figure (if cited) consistent with the \"up 55% from organic growth\" or specific quarterly comparison?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Management Commentary**\n\n* Are the sentiments regarding \"lessons learned from the slower than planned production ramp\" accurately reflected?\n* Is the goal for **positive quarterly operating income** at some point in 2018 stated correctly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the source text.\n", + "\n**2.3.1 Financial Metrics**\n\n* Are Automotive Revenue ($2.7B for Q4) and Total Revenue ($3.3B for Q4) reported correctly?\n* Is the **Net Loss** figure accurate based on the GAAP reconciliation table?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material.\n", + "\n**2.3.2 Gross Margin Explanation**\n\n* Are **GAAP Automotive Gross Margin (18.9%)** and **Non-GAAP (13.8%)** correctly identified?\n* Does the slide accurately explain that the *decline* in Non-GAAP margin was driven by **Model 3 ramp costs** and the exclusion of **ZEV credits** ($179 million) and SBC?\n* Is the explanation regarding \"allocation of full operating costs\" for Model 3 included?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Cash Flow Specifics**\n\n* Is the operating cash flow figure ($510 million) and the adjusted figure including collateralized lease borrowings (**$605 million**) correctly distinguished?\n* Is Capital Expenditure reported as **$787 million** for Q4?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material.\n", + "\n**2.4.1 Model 3 Production Targets**\n\n* Are the weekly production targets stated strictly as:\n * **2,500/week** by the end of Q1 2018?\n * **5,000/week** by the end of Q2 2018?\n* Does the slide mention constraints in the **battery module line**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material.\n", + "\n**2.4.2 Model S/X and Future Products**\n\n* Are Q4 deliveries stated as **28,425** vehicles?\n* Is the Tesla Semi range stated as **up to 500 miles**?\n* Is the Roadster acceleration stated as **0-60 mph in 1.9 seconds**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material.\n", + "\n**2.5.1 Energy Segment**\n\n* Is the goal to **triple** energy storage sales in 2018 correctly stated?\n* Is the South Australia battery project mentioned as the \"largest battery in the world\"?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material.\n", + "\n**2.5.2 Service & Superchargers**\n\n* Is the Mobile Service fleet size (230 vehicles) or coverage (30% of jobs in NA) accurate?\n* Is the total number of Supercharger stations (**1,128**) reported correctly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material.\n", + "\n**2.6.1 Risks and Contact**\n\n* Does the risks summary avoid inventing specific future numbers not in the text?\n* Is the email **ir@tesla.com** or contact **Martin Viecha** included?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, external news (e.g., later stock performance), or interpretations not present in the 2017 Update Letter?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material.\n" + ] +} diff --git a/economics/TESLA_update_letter/2017Q4/generation_task/statistics.yaml b/economics/TESLA_update_letter/2017Q4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bb0374f729bf835cfd1e850e07d1a415e82d205f --- /dev/null +++ b/economics/TESLA_update_letter/2017Q4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/TESLA_update_letter/2017Q4 +category: economics +input_metrics: + total_input_tokens: 7687 + generation_prompt_tokens: 2087 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 27 + total_count: 57 diff --git a/economics/TESLA_update_letter/2017Q4/material.pdf b/economics/TESLA_update_letter/2017Q4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..76f2237ff455f1a51283550140796753b0a50a43 --- /dev/null +++ b/economics/TESLA_update_letter/2017Q4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:107369bd794b7571bcf6913ab03bc042c9e8937057cb08b7b0b18c1a80643f97 +size 254577 diff --git a/economics/TESLA_update_letter/2018Q1/generation_task/instructions.md b/economics/TESLA_update_letter/2018Q1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..b9c71dd7fcf664832cda7138a360a6f64d989e53 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q1/generation_task/instructions.md @@ -0,0 +1,135 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (Tesla, Inc.), fiscal period (Q1 2018), and a sub-header summarizing the main sentiment (e.g., "Advancing Sustainable Transport & Energy"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Total Revenue ($3.4 billion), Cash Balance ($2.7 billion), and the key Model 3 production milestone (hitting 2,270/week in April). + +2. Strategic Context & Manufacturing + + * **Management Commentary**: Select key quotes or sentiments from Elon Musk regarding "first principles" thinking, the "machine that builds the machine," and the commitment to automation. + * **The Automation Strategy**: A dedicated slide explaining the challenges with the battery module line bottleneck and the decision to temporarily "dial back" automation in specific areas to increase throughput. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Automotive Revenue, Total Revenue, Gross Profit, and Net Loss compared to the previous quarter (Q4 2017) and the prior year (Q1 2017). + * *Requirement*: You must visually distinguish between GAAP and Non-GAAP figures where the text provides them (e.g., Gross Margin excluding SBC and ZEV credits). + * **Cash Flow & Liquidity**: Detail the Cash Balance ($2.7B), Operating Cash Flow impacts (inventory/receivables), and Capex spending trend (reduced projection for 2018). + +4. Segment Performance: Automotive + + * **Model 3 Ramp**: + * Show production rates (2,000+ for three straight weeks). + * Show market share data (referencing the "Mid-sized premium sedans" chart in the letter). + * Explain the "planned shutdowns" logic (fixing constraints to reach higher output). + * **Model S and Model X**: + * Show demand status (record orders in Q1) and delivery figures (21,815 vehicles). + * Mention the shift in delivery patterns to ensure a more linear flow. + * **Network & Service**: + * Update on Supercharger growth (1,205 stations). + * Update on Service expansion (Mobile Service fleet growth and customer satisfaction). + +5. Segment Performance: Energy Generation & Storage + + * **Storage Growth**: + * Highlight the 161% growth in MWh deployed (373 MWh). + * Mention the South Australia project and Powerwall deployments. + * **Solar Business**: + * Explain the strategy shift (reducing sales channels for cash flow positivity). + * Status of the Solar Roof ramp in Buffalo. + +6. Outlook & Guidance + + * **Profitability Targets**: Clearly state the expectation to achieve positive net income (excluding non-cash stock-based compensation) and GAAP profitability in Q3 and Q4 2018. + * **Production Targets**: State the goal of 5,000 Model 3 units per week in "about two months" and the long-term margin target of 25%. + * **Capex Guidance**: Note the revised 2018 Capex projection (<$3 billion). + +7. Closing & Disclaimers + + * **Forward-Looking Statements & Risks**: A summary slide noting that actual results may differ due to risks (e.g., Model 3 ramp delays, supplier quality, tariffs). Use the text from the "Forward-Looking Statements" section. + * **Contact & Webcast Info**: List the investor relations contact (Martin Viecha) and the webcast URL (ir.tesla.com). + + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/TESLA_update_letter/2018Q1/generation_task/judge_prompt.json b/economics/TESLA_update_letter/2018Q1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..b82fa2aac92e21bf9cc26f8ea57db2a22789efe4 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q1/generation_task/judge_prompt.json @@ -0,0 +1,34 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**Tesla, Inc.**)\n* Fiscal period (**Q1 2018**)\n* A short sentiment sub-header summarizing the main sentiment (e.g., “Advancing Sustainable Transport & Energy”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures\n* Include Total Revenue ($3.4 billion)\n* Include Cash Balance ($2.7 billion)\n* Explicitly mention the Model 3 production milestone (hitting 2,270/week in April)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or milestones are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include at least one quote or sentiment from Elon Musk regarding \"first principles\" thinking or the \"machine that builds the machine\"\n* Mention the commitment to automation despite challenges\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which strategic perspective is missing.\n", + "\n**Is there a dedicated slide explaining the Automation Strategy and challenges?**\n\nThe slide should cover:\n\n* The battery module line bottleneck\n* The decision to temporarily \"dial back\" automation in specific areas\n* The goal to increase throughput via semi-automated or manual processes\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the automation discussion is missing or insufficiently explained.\n", + "\n**Is there a slide summarizing income statement highlights?**\n\nThe slide should cover:\n\n* Automotive Revenue\n* Total Revenue\n* Gross Profit\n* Net Loss\n* Comparison to the previous quarter (Q4 2017) and prior year (Q1 2017)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear through:\n\n* Labels (e.g., \"GAAP Gross Margin\" vs \"Non-GAAP Gross Margin\")\n* Layout or annotations excluding SBC and ZEV credits where applicable\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is Cash Flow and Liquidity explicitly covered?**\n\nThe slides should mention:\n\n* Ending Cash Balance ($2.7 billion)\n* Impact of inventory and receivables on Operating Cash Flow\n* Reductions in Capex projections for 2018\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of liquidity is missing.\n", + "\n**Is there a dedicated section covering Model 3 progress?**\n\nThe slides should include:\n\n* Production rates (referencing the streak of 2,000+ per week)\n* Market share context (mid-sized premium sedans)\n* Explanation of \"planned shutdowns\" to fix constraints\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which Model 3 details are missing.\n", + "\n**Are Model S and Model X performance metrics presented?**\n\nThe slides should include:\n\n* Demand status (record orders in Q1)\n* Delivery figures\n* The shift in delivery patterns (linear flow)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which vehicle metrics are missing.\n", + "\n**Are Network and Service updates included?**\n\nThe slides should cover:\n\n* Supercharger station growth\n* Mobile Service fleet expansion and customer satisfaction rates\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which infrastructure updates are omitted.\n", + "\n**Is there a dedicated section covering the Energy business?**\n\nThe slides should separately cover:\n\n* Energy Storage growth (MWh deployed)\n* Solar business strategy (cash flow focus over volume)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which energy segment details are missing.\n", + "\n**Is there a slide detailing Profitability Targets for 2018?**\n\nThis slide should:\n\n* Clearly state the expectation for positive net income (excluding non-cash SBC) in Q3 and Q4\n* Mention the expectation for GAAP profitability in Q3 and Q4\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the profitability guidance is missing or unclear.\n", + "\n**Are Production and Capex targets explicitly stated?**\n\nThe slide should include:\n\n* The goal of 5,000 Model 3 units per week\n* The revised 2018 Capex projection (<$3 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which guidance metric is missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* Clearly state that actual results may differ\n* Summarize risks mentioned in the letter (e.g., delays, suppliers)\n* Maintain a neutral, disclaimer-style tone\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Investor relations contact (Martin Viecha)\n* Webcast URL (ir.tesla.com)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Strategic Context & Manufacturing\n3. Financial Deep Dive\n4. Segment Performance: Automotive\n5. Segment Performance: Energy Generation & Storage\n6. Outlook & Guidance\n7. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Tesla, Inc.**)?\n * Fiscal period (**Q1 2018**)?\n* Is the sub-header sentiment (e.g., “Advancing Sustainable Transport”) consistent with the tone of the update letter?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Page 1, Title*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures numerically correct based on the update letter?\n * Total Revenue: **$3.4 billion**?\n * Cash Balance: **$2.7 billion**?\n * Model 3 Production Peak: **2,270 per week** in April?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Page 1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the reported figures match the cited source exactly.\n", + "\n**2.2.1 Management Commentary**\n\n* Are the sentiments regarding \"first principles\" and the \"machine that builds the machine\" accurately reflected?\n* Does the slide accurately convey the \"automation mistake\" (adding too much too quickly) without exaggeration?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material (Page 1-2).\n", + "\n**2.2.2 Automation Strategy Details**\n\n* Is the bottleneck correctly identified as the **battery module line**?\n* Does the slide accurately describe the solution: temporarily dialing back automation and using semi-automated/manual processes?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material.\n", + "\n**2.3.1 Income Statement Accuracy**\n\n* Are the financial figures correctly reported from the \"Condensed Consolidated Statements of Operations\"?\n * Automotive Revenue: **$2,735 million**?\n * Total Revenue: **$3,409 million**?\n * Automotive Gross Margin (GAAP): **19.7%**?\n * Automotive Gross Margin (Non-GAAP): **18.8%**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited (e.g., *Source: Page 7/10*), your answer should be **no**.\n* Otherwise, verify whether the reported figures match the source exactly.\n", + "\n**2.3.2 Cash Flow & Liquidity**\n\n* Is the Cash Balance correctly stated as **$2.7 billion**?\n* Is the impact of **inventory and accounts receivable** on operating cash flow correctly described (negative impact due to timing/transit)?\n* Is the Capex projection for 2018 correctly stated as **slightly below $3 billion**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material (Page 3-5).\n", + "\n**2.4.1 Model 3 Ramp**\n\n* Is the production streak correctly stated: **more than 2,000 for three straight weeks**?\n* Is the specific peak number **2,270** used correctly?\n* Is the context of \"planned shutdowns\" explained as a means to increase production, not just downtime?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material (Page 1).\n", + "\n**2.4.2 Model S and X & Service**\n\n* Are the total delivery figures (S/X + Model 3) or specific S/X deliveries (**21,815**) correct?\n* Is the Supercharger count correct (**1,205 stations**)?\n* Is the Mobile Service customer satisfaction rate correct (**98%**)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material (Page 2).\n", + "\n**2.5.1 Energy Stats**\n\n* Is the energy storage deployment growth correctly stated as **161%** (or **373 MWh**)?\n* Is the Solar business strategy correctly described as prioritizing **cash generation** over volume (leading to declined deployments)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material (Page 3).\n", + "\n**2.6.1 Profitability Targets**\n\n* Does the slide accurately distinguish the target for **positive net income excluding non-cash SBC** in Q3 and Q4?\n* Does it accurately state the expectation for **GAAP profitability** in those same quarters?\n* Is the timeline for hitting **5,000 Model 3s per week** stated as \"in about two months\" (from the date of the letter)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, your answer should be **no**.\n* Otherwise, verify consistency with the background material (Outlook section).\n", + "\n**2.7.1 Contact Info**\n\n* Is the investor relations contact listed as **Martin Viecha**?\n* Is the webcast URL **ir.tesla.com**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* Otherwise, verify consistency with the background material (Page 6).\n", + "\n**2.8.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations (e.g., stock price reactions, future events post-May 2018) not present in the update letter?\n\n**Note:**\n* If the slide deck contains external information, your answer should be **no**.\n" + ] +} diff --git a/economics/TESLA_update_letter/2018Q1/generation_task/statistics.yaml b/economics/TESLA_update_letter/2018Q1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4931ed8eb59088ceb63eb1508a649e456be0742d --- /dev/null +++ b/economics/TESLA_update_letter/2018Q1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/TESLA_update_letter/2018Q1 +category: economics +input_metrics: + total_input_tokens: 7685 + generation_prompt_tokens: 2085 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 16 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 28 + total_count: 58 diff --git a/economics/TESLA_update_letter/2018Q1/material.pdf b/economics/TESLA_update_letter/2018Q1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0beeea909d560a35c5527396d4449e189e7f59fd --- /dev/null +++ b/economics/TESLA_update_letter/2018Q1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4807f6d886fdca75d6765e196db792448aeb7b3d643c6a5f4a89739c84d6e6a8 +size 342015 diff --git a/economics/TESLA_update_letter/2018Q2/generation_task/instructions.md b/economics/TESLA_update_letter/2018Q2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..afe5a85e24fa1665b12fcf60ddfe0b0c4d4ee5d0 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q2/generation_task/instructions.md @@ -0,0 +1,137 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (Tesla, Inc.), fiscal period (Q2 2018), date (August 1, 2018), and a sub-header summarizing the main sentiment (e.g., "Model 3 Production Ramp & Path to Profitability"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Total Revenue, Automotive Gross Margin (GAAP vs Non-GAAP), Ending Cash Balance, and the specific Model 3 weekly production milestone achieved. + +2. Management Narrative + + * **Strategic Commentary**: Summarize the "Letter to Shareholders" introduction signed by Elon Musk and Deepak Ahuja. Focus on the achievement of the 5,000/week Model 3 production rate and the "historic" import of this quarter. + * **Purpose**: To provide the strategic narrative driving the financial results and the company's shift toward sustainable profitability. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Automotive Revenue, Total Revenue, and Net Loss compared to the previous quarter (Q1 2018) and the same quarter last year (Q2 2017). + * *Requirement*: You must visually distinguish between GAAP and Non-GAAP figures, specifically regarding Gross Margins. + * **Restructuring & One-Time Items**: A dedicated slide explaining the **$103 million restructuring cost** incurred in Q2 and the impact of **zero ZEV credit sales** compared to Q1. + * *Requirement*: Explain how these items impacted Operating Expenses and Revenue comparison to the prior quarter. + * **Cash Flow & Liquidity**: Detail the Operating Cash Flow improvement (from -$398M in Q1 to -$130M in Q2), Capital Expenditures ($610M), and total cash position ($2.2B). Mention the mitigation of inventory growth impacts. + +4. Segment Performance: Automotive + + * **Production & Deliveries**: + * Show Total Production and Deliveries split by model (Model S/X vs. Model 3). + * Highlight the specific Q3 projection for Model 3 production (50-55k units). + * **Model 3 Market Impact**: + * Present the data regarding Model 3 market share in the US mid-sized premium sedan segment (52% share). + * Include the trade-in trends mentioned (drawing from non-premium segments). + * **Gross Margin Evolution**: + * Detail the improvement in Automotive Gross Margin to 20.6% (GAAP) and the turning of Model 3 gross margin to "slightly positive." + +5. Segment Performance: Energy & Services + + * **Energy Generation & Storage**: + * Show Revenue and Deployment stats (Storage MWh growth vs. Solar MW decline). + * Highlight the "1 GWh" milestone and the goal to triple energy storage deployments in 2018. + * **Services & Other**: + * Summarize the revenue growth driven by used car sales. + * Note the expansion of the Supercharger network (10,000th stall) and Mobile Service fleet. + +6. Operational & Manufacturing Highlights + + * **Manufacturing Innovations**: Explain the dual assembly line strategy (GA3 vs. GA4 "tent") used to hit production targets. + * **Product Updates**: Mention the launch of the Model 3 Performance (AWD), software updates (braking distance reduction, Summon), and the introduction of the Shanghai Gigafactory 3 plan. + +7. Outlook & Guidance + + * **Financial Outlook**: Summarize expectations for Q3/Q4 profitability (GAAP), cash flow positivity, and Capex adjustments (<$2.5B for 2018). + * **Production Goals**: The target to increase Model 3 production to 6,000/week by late August and 10,000/week eventually. + +8. Closing & Disclaimers + + * **Forward-Looking Statements & Risks**: A summary slide noting that actual results may differ due to risks (e.g., tariffs in China, supply chain ramp). + * **Contact & Replay Info**: List the investor relations contacts (Martin Viecha) and the webcast URL. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/TESLA_update_letter/2018Q2/generation_task/judge_prompt.json b/economics/TESLA_update_letter/2018Q2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..59472293a69fcded18b8f0df227f4b5e683a0bb8 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q2/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**Tesla, Inc.**)\n* Fiscal period (**Q2 2018**)\n* Announcement date (**August 1, 2018**)\n* A sub-header summarizing the main sentiment (e.g., “Model 3 Production Ramp & Path to Profitability”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary immediately following the title?**\n\nThe Executive Summary should include:\n\n* Total Revenue\n* Automotive Gross Margin (explicitly distinguishing GAAP vs. Non-GAAP)\n* Ending Cash Balance\n* The specific Model 3 weekly production milestone achieved\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide summarizing the strategic commentary?**\n\nThe slide should cover:\n\n* The achievement of the 5,000/week Model 3 production rate\n* The characterization of the quarter or ramp as \"historic\" or critical\n* The strategic shift toward sustainable profitability\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which strategic narrative elements are missing.\n", + "\n**Is there a slide summarizing income statement highlights with comparisons?**\n\nThe slide should cover:\n\n* Automotive Revenue and Total Revenue\n* Net Loss\n* Comparison to the previous quarter (Q1 2018) AND the same quarter last year (Q2 2017)\n* Visual distinction between GAAP and Non-GAAP figures (specifically for Gross Margins)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements or comparisons are missing.\n", + "\n**Is there a dedicated slide explaining Restructuring and One-Time items?**\n\nThis slide should:\n\n* Mention the **$103 million restructuring cost**\n* Mention the impact of **zero ZEV credit sales** (compared to Q1)\n* Explain how these items impacted the Operating Expenses and Revenue comparison\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the restructuring or ZEV credit explanation is missing.\n", + "\n**Is Cash Flow and Liquidity explicitly covered?**\n\nThe slides should detail:\n\n* Improvement in Operating Cash Flow (referencing figures like -$130M vs -$398M)\n* Capital Expenditures ($610M)\n* Total cash position ($2.2B)\n* Mitigation of inventory growth impacts\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of liquidity is missing.\n", + "\n**Are Production and Deliveries figures presented with model splits?**\n\nThe slide should:\n\n* Show Total Production and Deliveries\n* Split figures by **Model S/X** vs. **Model 3**\n* Highlight the Q3 Model 3 production projection (50-55k units)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the split or projection is missing.\n", + "\n**Is Model 3 market impact and gross margin evolution covered?**\n\nThe slides should include:\n\n* Model 3 market share data (specifically the 52% share in US mid-sized premium segment)\n* Mention of trade-ins drawing from non-premium segments\n* Improvement in Automotive Gross Margin (20.6% GAAP)\n* Statement that Model 3 gross margin turned \"slightly positive\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which market or margin detail is missing.\n", + "\n**Is Energy Generation & Storage performance summarized?**\n\nThe slide should:\n\n* Show Revenue and Deployment statistics\n* Highlight the contrast between Storage MWh growth vs. Solar MW decline\n* Mention the \"1 GWh\" milestone and/or the goal to triple storage deployments\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which energy metric is missing.\n", + "\n**Are Services & Other highlights included?**\n\nThe slide should mention:\n\n* Revenue growth driven by used car sales\n* Expansion of the Supercharger network (10,000th stall)\n* Growth of the Mobile Service fleet\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which service highlight is missing.\n", + "\n**Is there a slide explaining Manufacturing Innovations and Product Updates?**\n\nThis slide should cover:\n\n* The dual assembly line strategy (GA3 vs. GA4 \"tent\")\n* Launch of the Model 3 Performance (AWD)\n* Introduction of the Shanghai Gigafactory 3 plan\n* Software updates (e.g., braking distance, Summon)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what operational context is missing.\n", + "\n**Is there a specific Financial Outlook and Production Goals slide?**\n\nThe slide should summarize:\n\n* Expectations for Q3/Q4 GAAP profitability and cash flow\n* Capex adjustments (specifically <$2.5B for 2018)\n* Target to increase Model 3 production to 6,000/week and eventually 10,000/week\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which guidance figure is missing.\n", + "\n**Is there a final slide with Disclaimers and Contact Info?**\n\nThe slide should include:\n\n* Forward-looking statement warning (mentioning risks like tariffs)\n* Investor Relations contact (**Martin Viecha**) and webcast URL\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Tesla, Inc.**)?\n * Fiscal period (**Q2 2018**)?\n * Date (**August 1, 2018**)?\n* Is the sub-header sentiment consistent with the optimistic tone regarding the Model 3 ramp found in the letter?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures numerically correct based on the report?\n* Is **Automotive Gross Margin** correctly cited as 20.6% (GAAP) and 21.0% (Non-GAAP)?\n* Is the cash balance correctly stated as **$2.2 billion**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Income Statement Accuracy**\n\n* Are Revenue and Net Loss figures for Q2 2018, Q1 2018, and Q2 2017 reported accurately?\n* Is the differentiation between GAAP and Non-GAAP margins explicitly clear and accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Restructuring and Cash Flow Details**\n\n* Is the restructuring cost correctly identified as **$103 million**?\n* Is the absence of ZEV credit sales in Q2 correctly noted (vs. $50 million in Q1)?\n* Is Operating Cash Flow reported as **-$130 million** (improvement from -$398 million)?\n* Is 2018 Capex guidance adjusted to **<$2.5 billion**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Automotive Metrics**\n\n* Is the Q3 Model 3 production forecast correctly stated as **50,000 to 55,000** vehicles?\n* Is the Model 3 US mid-sized premium sedan market share correctly stated as **52%**?\n* Is Model 3 gross margin described as \"slightly positive\"?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Energy and Services Data**\n\n* Is the \"1 GWh\" energy storage milestone correctly attributed?\n* Is the goal to \"triple energy storage deployments\" in 2018 accurately captured?\n* Is the Supercharger stall count milestone (10,000th) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Manufacturing and Production Targets**\n\n* Are the specific assembly lines (**GA3** and **GA4**) correctly identified?\n* Is the production rate target of **6,000/week by late August** and **10,000/week** eventually cited correctly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Future Guidance and Risks**\n\n* Does the slide accurately reflect the expectation of **GAAP profitability** in Q3 and Q4?\n* Is the risk regarding **tariffs** (specifically China import duties increasing to 40%) summarized neutrally without exaggeration?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Attribution and No Fabrication**\n\n* Does the slide deck rely **only** on the provided PDF for data (no outside news from 2018)?\n* Are quotes from **Elon Musk** and **Deepak Ahuja** accurate to the text?\n* Are the contact details for **Martin Viecha** correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/TESLA_update_letter/2018Q2/generation_task/statistics.yaml b/economics/TESLA_update_letter/2018Q2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c433f1aea739331486e54540dc9277b731cc9de3 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/TESLA_update_letter/2018Q2 +category: economics +input_metrics: + total_input_tokens: 7806 + generation_prompt_tokens: 2206 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 9 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/economics/TESLA_update_letter/2018Q2/material.pdf b/economics/TESLA_update_letter/2018Q2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..65d7b079ef6ab678c56fa5604dafb1ec4ba6901c --- /dev/null +++ b/economics/TESLA_update_letter/2018Q2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:add66979f6027e1b8690cef8f28e1b2cd80513e71be26ba48b0bfd02137c4b02 +size 857606 diff --git a/economics/TESLA_update_letter/2018Q3/generation_task/instructions.md b/economics/TESLA_update_letter/2018Q3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..82f50211878adf64558e53f526b745a09a5650a5 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q3/generation_task/instructions.md @@ -0,0 +1,137 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (Tesla), fiscal period (Q3 2018), date (October 24, 2018), and a sub-header summarizing the main sentiment (e.g., "A Truly Historic Quarter"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Revenue, GAAP Net Income, Free Cash Flow, and Cash Balance increase. Highlight that Model 3 was the best-selling car in the US by revenue. + +2. Leadership & Strategic Context + + * **Management Commentary**: Select key quotes from the letter (signed by Elon Musk and Deepak Ahuja) regarding the transition to a sustainable business, the stabilization of the Model 3 production system, and gratitude to customers. + * **Mission Impact**: Briefly mention the point regarding the acceleration of the world's transition to sustainable energy. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Automotive Revenue, GAAP Gross Margin, and Net Income compared to Q2 2018 and Q3 2017. + * *Requirement*: You must visually distinguish between GAAP and Non-GAAP figures (specifically referencing Stock-Based Compensation adjustments). + * **Cash Flow & Liquidity**: A dedicated slide detailing the **$881 million Free Cash Flow** and the increase in cash position by $731 million. + * *Requirement*: Explain the factors driving this (operating cash flow vs. working capital changes) to clarify the quality of the cash generation. + * **ZEV Credits Impact**: A slide specifying the revenue from ZEV credit sales ($52M) compared to the previous quarter, providing transparency on how much they contributed to the bottom line. + +4. Segment Performance: Automotive + + * **Model 3 Dominance**: + * Include data comparing Model 3 Revenue and Volume against competitors (Accord, Camry, etc.) as presented in the report. + * Highlight the Average Selling Price (ASP) dynamics and trade-in trends (customers trading up from cheaper vehicles). + * **Margins & Production**: + * Show Model 3 GAAP Gross Margin (>20%) and the reduction in labor hours per vehicle. + * Show Model S and X gross margin improvements despite declining average selling prices. + * **Inventory Management**: + * Present the "Days of Sales" inventory data, highlighting that Tesla has the lowest inventory levels compared to premium competitors (Mercedes, BMW, Audi). + +5. Segment Performance: Energy & Other + + * **Energy Storage & Solar**: + * Show Energy generation and storage revenue and Gross Margin improvement (17.2%). + * Highlight key operational metrics: Total MWh deployed (tripling goal) and the shift in solar sales strategy to own-channels. + * **Services & Other**: + * Mention revenue growth driven by used car sales and investment in service infrastructure (body shops and mobile fleet). + +6. Operational Highlights & Technology + + * **Safety & Efficiency**: Summarize the NHTSA 5-star rating achievement and the energy efficiency metrics (EPA miles per kWh) comparing Model 3 to competitors. + * **Autopilot & Software**: Detail the release of Version 9.0, "Navigate on Autopilot" features, and the new hardware architecture integration. + * **Logistics Solutions**: Explain the challenges faced in vehicle delivery and the "direct-to-customer" delivery improvements made during the quarter. + +7. Outlook & Future Plans + + * **Q4 Expectations**: Summarize guidance for Model 3 production, profitability (GAAP net income), and cash position. + * **Global Expansion**: Detail plans for bringing Model 3 to Europe and the accelerated timeline for manufacturing in China (Gigafactory 3). + +8. Closing & Disclaimers + + * **Forward-Looking Statements & Risks**: A summary slide noting risks such as tariffs, supplier delivery, and foreign exchange movements. + * **Contact & Webcast Info**: List the investor relations contact (Martin Viecha) and the webcast URL. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/TESLA_update_letter/2018Q3/generation_task/judge_prompt.json b/economics/TESLA_update_letter/2018Q3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7a7555ce0fbdadfe3cb96fd8160880a9fabf8846 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q3/generation_task/judge_prompt.json @@ -0,0 +1,34 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**Tesla**)\n* Fiscal period (**Q3 2018**)\n* Date (**October 24, 2018**)\n* A sub-header summarizing the main sentiment (e.g., \"A Truly Historic Quarter\" or similar positive sentiment regarding the turnaround)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures: Revenue, GAAP Net Income, Free Cash Flow, and Cash Balance increase\n* Explicitly mention that **Model 3 was the best-selling car in the US in terms of revenue**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or the Model 3 ranking claim are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include quotes or commentary attributed to **Elon Musk** and **Deepak Ahuja**\n* Cover the transition to a sustainable business\n* Mention the stabilization of the Model 3 production system\n* Express gratitude to customers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which executive perspective or topic is missing.\n", + "\n**Is there a slide summarizing Income Statement highlights?**\n\nThe slide should cover:\n\n* Automotive Revenue\n* GAAP Gross Margin\n* Net Income\n* Comparisons to Q2 2018 and Q3 2017\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Are GAAP and non-GAAP figures visually and explicitly distinguished?**\n\nThis distinction should be clear, particularly regarding:\n\n* Stock-Based Compensation (SBC) adjustments\n* Non-GAAP Net Income vs GAAP Net Income\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the distinction is unclear.\n", + "\n**Is there a dedicated slide detailing Cash Flow & Liquidity?**\n\nThis slide should:\n\n* Highlight **$881 million Free Cash Flow**\n* Highlight the cash position increase of **$731 million**\n* Explain the contribution of operating cash flow versus working capital changes (payables, receivables, inventory)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether the cash flow metrics or the working capital explanation is missing.\n", + "\n**Is there a specific slide or section regarding ZEV Credits?**\n\nThe content should:\n\n* Specify the revenue from ZEV credit sales (**$52M**)\n* Compare this figure to the previous quarter (Q2)\n* Provide transparency on their contribution to the bottom line\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the ZEV credit disclosure is missing.\n", + "\n**Is there a dedicated section covering Model 3 Dominance and Sales?**\n\nThe slides should:\n\n* Compare Model 3 Revenue and/or Volume against competitors (e.g., Accord, Camry, BMW, Mercedes)\n* Mention Average Selling Price (ASP) dynamics or trade-in trends (trading up from cheaper vehicles)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which competitive comparison is missing.\n", + "\n**Does the deck cover Automotive Margins & Production efficiency?**\n\nThe slides should include:\n\n* Model 3 GAAP Gross Margin (specifically referencing **>20%**)\n* The reduction in labor hours per vehicle (specifically referencing **>30%**)\n* Model S and X gross margin improvements\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which margin or efficiency metric is missing.\n", + "\n**Is there a slide covering Inventory Management?**\n\nThe slide should:\n\n* Present \"Days of Sales\" inventory data\n* Compare Tesla's inventory levels to premium competitors (Mercedes, BMW, Audi)\n* Highlight that Tesla has the lowest inventory levels\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the inventory comparison is missing.\n", + "\n**Is there a slide covering Energy Generation and Storage?**\n\nThe slide should include:\n\n* Energy revenue\n* Gross Margin improvement (specifically referencing **17.2%**)\n* Total MWh deployed (mentioning the tripling goal)\n* Solar sales strategy shift (to own-channels/website)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which energy metric or strategy is missing.\n", + "\n**Is there a mention of Services & Other revenue?**\n\nThe content should cover:\n\n* Revenue growth drivers (Used car sales)\n* Investment in service infrastructure (Body shops and mobile fleet)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the Services segment is omitted.\n", + "\n**Are Safety and Efficiency metrics included?**\n\nThe slides should summarize:\n\n* The **NHTSA 5-star rating** achievement for Model 3\n* Energy efficiency metrics (specifically referencing **4.1 EPA miles per kWh**)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which technical achievement is missing.\n", + "\n**Is there a slide detailing Autopilot & Software updates?**\n\nThe slide should cover:\n\n* Release of Software Version 9.0\n* \"Navigate on Autopilot\" features\n* New hardware architecture integration\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which software update is missing.\n", + "\n**Are Logistics and Delivery challenges addressed?**\n\nThe content should explain:\n\n* Challenges faced in vehicle delivery/logistics\n* \"Direct-to-customer\" or \"front door\" delivery improvements\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the logistics section is missing.\n", + "\n**Is there a slide covering Q4 Expectations and Global Expansion?**\n\nThe slide should include:\n\n* Guidance for Q4 Model 3 production and profitability (reaffirming GAAP net income)\n* Plans to bring Model 3 to Europe\n* Accelerated timeline for manufacturing in China (Gigafactory 3)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which outlook item is missing.\n", + "\n**Is there a slide addressing Forward-Looking Statements and Risks?**\n\nThis slide should:\n\n* Mention risks such as tariffs, supplier delivery, and foreign exchange\n* Avoid inventing future guidance not in the text\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing Contact & Webcast Info?**\n\nThe slide should include:\n\n* Investor Relations contact (**Martin Viecha**)\n* The webcast URL (ir.tesla.com)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which contact information is absent.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Tesla**)?\n * Fiscal period (**Q3 2018**)?\n * Date (**October 24, 2018**)?\n* Is the sub-header sentiment consistent with the \"Historic Quarter\" tone of the letter?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Page 1, Chart: Revenue*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures accurate based on the source?\n * GAAP Net Income: **$312M**\n * Free Cash Flow: **$881M**\n * Cash position increase: **$731M**\n* Is the claim that \"Model 3 was the best-selling car in the US in terms of revenue\" stated exactly as in the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Page 1, Key Highlights*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Management Commentary**\n\n* Are quotes or sentiments attributed correctly to **Elon Musk** and **Deepak Ahuja**?\n* Does the content accurately reflect the letter's text regarding:\n * The transition from a steep S-curve to gradual improvements?\n * The \"historic\" nature of the quarter?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.3.1 Income Statement & ZEV Credits**\n\n* Are the financial figures accurate?\n * Automotive Revenue increase: **82%** sequentially?\n * ZEV Credit sales: **$52M**?\n* Is the distinction between GAAP and Non-GAAP margins clear and accurate according to the \"Reconciliation\" tables in the PDF?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Page 4, Financial Summary*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Cash Flow Detail**\n\n* Is **Free Cash Flow** reported as **$881M**?\n* Is the explanation regarding working capital accurate (specifically that \"less than 10% of that amount\" came from working capital items)?\n* Is the cash position increase reported as **$731M**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Page 1, Intro*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Model 3 Metrics**\n\n* Is the Model 3 production rate cited as roughly **4,300 units per week** (excluding shutdowns)?\n* Is the Model 3 GAAP Gross Margin reported as **>20%**?\n* Is the labor hours reduction reported as **>30%** from Q2 to Q3?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Page 1, Automotive Products*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Inventory & Competitors**\n\n* Does the slide accurately represent the \"Days of Sales\" chart?\n* Does it correctly identify Tesla as having lower inventory days than **Mercedes, Lexus, BMW, and Audi**?\n* Is the comparison of Model 3 revenue against **Toyota Camry, Honda Accord**, etc., consistent with the \"Revenue generated in Q3\" chart?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Page 1, Charts*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Energy & Efficiency**\n\n* Is Energy Gross Margin reported as **17.2%**?\n* Is the Model 3 efficiency reported as **4.1 EPA miles per kWh**?\n* Is the Model 3 acceleration (0-60 mph) cited as **3.3 seconds**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Page 2, Energy Products*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements**\n\n* Are the outlook statements (e.g., Q4 profitability, China manufacturing in 2019) summarized neutrally and accurately based on the \"Outlook\" section?\n* Is the contact name **Martin Viecha** spelled correctly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts (e.g., stock price reactions, external analyst ratings) not present in the PDF?\n* Are all charts referenced correctly (e.g., not inventing a chart that doesn't exist in the source)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material.\n" + ] +} diff --git a/economics/TESLA_update_letter/2018Q3/generation_task/statistics.yaml b/economics/TESLA_update_letter/2018Q3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..de51985b0822c4016b4b39808b2569dca317cbc6 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/TESLA_update_letter/2018Q3 +category: economics +input_metrics: + total_input_tokens: 7778 + generation_prompt_tokens: 2178 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 18 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 28 + total_count: 58 diff --git a/economics/TESLA_update_letter/2018Q3/material.pdf b/economics/TESLA_update_letter/2018Q3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4bac9a3b5af7687768d8416a94dd50e1b9ac3648 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6984162535088e9a0690dc6e45114de28fc56065a14c5d8b8c0dff866ca7a569 +size 634599 diff --git a/economics/TESLA_update_letter/2018Q4/generation_task/instructions.md b/economics/TESLA_update_letter/2018Q4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..cffa1a1f0ac57ef44d8f743e17cf639605e90e57 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q4/generation_task/instructions.md @@ -0,0 +1,124 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the company name (Tesla, Inc.), fiscal period (Q4 & Full Year 2018), date (January 30, 2019), and a sub-header summarizing the main sentiment (e.g., "The Most Pivotal Year in Tesla's History"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Operating Income ($414M), GAAP Net Income, Cash Position ($3.7B), and the Model 3 production stability. + +2. Leadership Context + + * **Management Commentary**: Select key sentiments from the letter (signed by Elon Musk and Deepak Ahuja) regarding overcoming manufacturing challenges, the success of the Model 3 ramp, and the stabilization of production. + * **Purpose**: To provide the strategic narrative of transitioning from "production hell" to volume production and profitability. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Revenue, Operating Income, and Net Income. + * *Requirement*: You must visually distinguish between GAAP and Non-GAAP figures where the text provides them. + * **The "Non-Controlling Interest" Explanation**: A dedicated slide explaining the **$54 million non-cash charge** attributable to non-controlling interests and its impact on GAAP Net Income. + * *Requirement*: Explain this context clearly so the audience understands the bridge between Operating Income and Net Income. + * **Cash Flow & Liquidity**: Detail the improvement in operating cash flow less capex ($910M in Q4), the increase in cash and cash equivalents, and the scheduled bond repayment context. + +4. Segment Performance + + * **Automotive Products**: + * Show Model 3 market share data (best-selling premium vehicle in the US). + * Detail the Gross Margin performance (stable at >20%). + * Highlights: Manufacturing efficiencies (labor hours reduction) and the start of international expansion (Europe/China). + * **Energy Products**: + * Show Energy Storage deployment growth (nearly tripled in 2018). + * Explain the Solar strategy shift: Transition to profitability over volume (retrofit solar decline vs. margin improvement). + * **Service & Supercharging**: + * Highlights on network expansion (Supercharger stations, service centers) and the rollout of V3 Supercharger technology. + +5. Outlook & Future Roadmap + + * **2019 Targets**: Present the vehicle delivery guidance (360,000 to 400,000 vehicles). + * **Expansion Projects**: Detail the plans for Gigafactory Shanghai (local manufacturing) and the Model Y tooling. + * **Financial Outlook**: Summarize expectations for positive GAAP net income and free cash flow beyond Q1 2019. + +6. Closing & Disclaimers + + * **Forward-Looking Statements & Risks**: A summary slide noting that actual results may differ due to risks (e.g., supply chain, ramp delays, regulatory changes). + * **Contact & Webcast Info**: List the investor relations contact (Martin Viecha) and the webcast URL. +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/TESLA_update_letter/2018Q4/generation_task/judge_prompt.json b/economics/TESLA_update_letter/2018Q4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..84ea6e1760d263ad1c526436c48a712115b99f44 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q4/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**Tesla, Inc.**)\n* Fiscal period (**Q4 & Full Year 2018**)\n* Announcement date (**January 30, 2019**)\n* A sub-header summarizing the main sentiment (e.g., \"The Most Pivotal Year in Tesla's History\")\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures\n* Include Operating Income ($414M) and GAAP Net Income\n* Mention Cash and cash equivalents ($3.7B)\n* Highlight Model 3 production stability and gross margin (>20%)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or highlights are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThis slide should:\n\n* Include key sentiments from the letter (signed by Elon Musk and Deepak Ahuja)\n* Reference overcoming manufacturing challenges (battery module line, general assembly)\n* Mention the transition to volume production and profitability\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which narrative elements are missing.\n", + "\n**Is there a slide summarizing income statement highlights?**\n\nThe slide should cover:\n\n* Revenue\n* Operating Income ($414M)\n* GAAP Net Income ($139M)\n* Comparison to previous quarters or years where specified in the text\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Is there a dedicated slide explaining the Non-Controlling Interest impact?**\n\nThis slide should:\n\n* Explain the **$54 million non-cash charge** attributable to non-controlling interests\n* Clarify its impact on GAAP Net Income\n* Explain the context (asset-backed securitization of auto leases)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether this specific charge explanation is missing.\n", + "\n**Is Cash Flow and Liquidity explicitly covered?**\n\nThe slides should mention:\n\n* Operating cash flow less capital expenditures ($910M in Q4)\n* Increase in cash position despite bond repayment\n* Upcoming convertible bond settlement (March 2019)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of liquidity is missing.\n", + "\n**Is there a dedicated section covering Automotive Products?**\n\nThe slides should cover:\n\n* Model 3 market share (best-selling premium vehicle in US)\n* Model 3 Gross Margin stability (>20%)\n* Manufacturing efficiency improvements (labor hours reduction)\n* International expansion (Europe and China)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which automotive details are missing.\n", + "\n**Is there a dedicated section covering Energy, Service, and Other?**\n\nThe slides should cover:\n\n* Energy storage deployment growth (nearly tripled in 2018)\n* Solar strategy shift (profitability over volume, decline in retrofit solar)\n* Network expansion (Supercharger V3, new store/service locations)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which segment details are missing.\n", + "\n**Is there a slide summarizing 2019 targets and expansion projects?**\n\nThis slide should:\n\n* State the vehicle delivery guidance (360,000 to 400,000 vehicles)\n* Detail plans for Gigafactory Shanghai (local manufacturing)\n* Mention Model Y tooling and production plans\n* Summarize financial outlook (positive GAAP net income/free cash flow beyond Q1)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which outlook items are missing.\n", + "\n**Is there a slide addressing forward-looking statements and risks?**\n\nThis slide should:\n\n* Clearly state that actual results may differ (supply chain, ramps, etc.)\n* Maintain a neutral, disclaimer-style tone\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing webcast or contact information?**\n\nThe slide should include:\n\n* Investor Relations contact (Martin Viecha)\n* Webcast URL (ir.tesla.com)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Leadership Context\n3. Financial Deep Dive\n4. Segment Performance\n5. Outlook & Future Roadmap\n6. Closing & Disclaimers\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Tesla, Inc.**)?\n * Fiscal period (**Q4 & Full Year 2018**)?\n * Date (**January 30, 2019**)?\n* Is the sub-header sentiment consistent with the \"Pivotal Year\" tone of the letter?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported figures numerically correct?\n * Operating Income: **$414M**\n * GAAP Net Income: **$139M**\n * Cash and cash equivalents: **$3.7B**\n * Model 3 Gross Margin: **>20%**\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.2.1 Management Commentary**\n\n* Are the sentiments attributed correctly to **Elon Musk** and **Deepak Ahuja**?\n* Do the points accurately reflect the letter's text regarding:\n * Overcoming \"production hell\" (battery module, general assembly)?\n * Stabilizing Model 3 production at high volumes?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.3.1 Income Statement & NCI Charge**\n\n* Is Operating Income reported as **$414M** (stable vs Q3)?\n* Is the impact of the **$54 million non-cash charge** to non-controlling interests explained correctly?\n * Identified as attributable to non-controlling interests?\n * Linked to asset-backed securitization (if detailed)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.3.2 Cash Flow & Liquidity**\n\n* Is Operating Cash Flow less Capex reported as **$910M**?\n* Is the cash position increase of **$718M** in Q4 correctly stated?\n* Is the context of the **$230M convertible bond repayment** in Q4 included accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.4.1 Automotive Metrics**\n\n* Are Model 3 deliveries stated as **63,359** in North America?\n* Is the labor hour reduction cited as **roughly 20% compared to Q3**?\n* Is the Model 3 market share claim (best-selling premium vehicle in US) consistent with the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.4.2 Energy & Service Metrics**\n\n* Is Energy Storage deployment for 2018 stated as **1.04 GWh** (or nearly tripled)?\n* Is the Solar strategy described as prioritizing profitability (cash/loan sales) over volume?\n* Are the number of new Supercharger locations (**69** in Q4) or total stations (**1,421**) correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.5.1 2019 Guidance**\n\n* Is the vehicle delivery target range **360,000 to 400,000**?\n* Is the growth rate (approx **45% to 65%**) stated correctly?\n* Is the expectation for positive GAAP net income and free cash flow **beyond Q1 2019** accurately qualified (i.e., Q1 impact mentioned)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.5.2 Expansion Plans**\n\n* Are the plans for **Gigafactory Shanghai** (3,000 units/week initial aim) and **Model Y** tooling (volume production end of 2020) described accurately based on the text?\n* Is the capex guidance (**$2.5 billion**) correctly stated?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.6.1 Forward-Looking Statements & Contact**\n\n* Are forward-looking statements summarized neutrally without inventing new guidance?\n* Is the investor relations contact (**Martin Viecha**) and email (**ir@tesla.com**) correct?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations not present in the update letter?\n* Are all charts and data points directly traceable to the provided PDF?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but not cited, answer **no**.\n* Verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the discrepancy.\n" + ] +} diff --git a/economics/TESLA_update_letter/2018Q4/generation_task/statistics.yaml b/economics/TESLA_update_letter/2018Q4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2397b86f4470576b463d9a0704f8b418a0e89c63 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/TESLA_update_letter/2018Q4 +category: economics +input_metrics: + total_input_tokens: 7578 + generation_prompt_tokens: 1978 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/economics/TESLA_update_letter/2018Q4/material.pdf b/economics/TESLA_update_letter/2018Q4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a7b6bb7dee673a5ec271190eaa3848f85036e120 --- /dev/null +++ b/economics/TESLA_update_letter/2018Q4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f9d6b550396d6c4169bd28636518348f3f2d2656f7f1db154ea3c262c4e8f2e5 +size 600043 diff --git a/economics/TESLA_update_letter/2019Q1/generation_task/instructions.md b/economics/TESLA_update_letter/2019Q1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ed7a4ca7bd8346aae41476311e9be11b818e10e9 --- /dev/null +++ b/economics/TESLA_update_letter/2019Q1/generation_task/instructions.md @@ -0,0 +1,127 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). +1. Title & Overview + + * **Title Slide**: Must include the company name (Tesla, Inc.), fiscal period (Q1 2019), date (April 24, 2019), and a sub-header summarizing the period (e.g., "Navigating Global Expansion & Strategic Investments"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Total Revenue, GAAP Operating Loss, GAAP Net Loss, and Cash Balance. Include the mention of the $188M non-recurring charges impact. + +2. Strategic Context & Management Narrative + + * **The "Wave" Challenge**: A dedicated slide explaining the logistics challenges mentioned in the letter regarding international deliveries (Europe/China) and the shift in delivery operations at the end of the quarter. + * **Strategic Focus**: Summarize management's commentary on balancing regional builds, cost efficiency, and the "unwinding" of the delivery wave to improve working capital. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Total Revenue, Gross Margin (GAAP), and Operating Expenses compared to the prior quarters (Q4 2018) and Year-Over-Year where available in the text. + * **Understanding the Loss (Non-Recurring Items)**: A dedicated slide detailing the specific impacts on Net Loss, including: + * The $188M in non-recurring charges. + * The $121M impact from forecasting return rates (Residual Value Guarantees) and inventory write-downs due to pricing actions. + * **Cash Flow & Liquidity**: Detail the cash position ($2.2B), explaining the decrease driven by the $920M convertible bond repayment and the increase in vehicles in transit. Mention the local debt funding for Gigafactory Shanghai. + +4. Segment Performance + + * **Automotive - Model 3**: + * Show production (~63,000) vs. deliveries (approx. 50,900). + * Highlight the Gross Margin (~20%) and the status as the best-selling premium car in the US. + * **Automotive - Model S & X**: + * Explain the decline in deliveries (12,100) due to seasonality, tax credit reduction pull-forward, and pricing adjustments. + * Mention the product updates (powertrain efficiency, range increase to 370/325 miles). + * **Energy Generation & Storage**: + * Show Revenue and Gross Margin decline details. + * Explain the strategy shift to standardized ordering (online only) and the focus on "cash generation." + +5. Technology & Future Growth + + * **Autonomy & AI**: Summarize the "Autonomy Investor Day" highlights found in the text, specifically the FSD computer specs (2,300 images/sec) and Robotaxi economics (cost <$38k). + * **Capacity Expansion**: Update on Gigafactory Shanghai (2nd gen Model 3 line cost efficiency) and the Model Y reveal (expected volume potential vs S/X/3 combined). + +6. Outlook & Guidance + + * **2019 Delivery Guidance**: Reaffirm the guidance range (360,000 to 400,000 vehicles) and the "aggressive" target of 500,000 global production. + * **Financial Outlook**: Summarize targets for Gross Margin (25% for S/X/3), Capex ($2.0 to $2.5B), and the expectation to return to profitability in Q3. + +7. Closing & Disclaimers + + * **Forward-Looking Statements**: A summary slide noting that statements regarding production ramps, autonomy, and financial targets are forward-looking and subject to risks. + * **Contact Information**: List Investor Relations (Martin Viecha) and Press (Dave Arnold) contacts as they appear in the document. +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/TESLA_update_letter/2019Q1/generation_task/judge_prompt.json b/economics/TESLA_update_letter/2019Q1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..695ca3cb116c480b614e14530adf697e0e84f64a --- /dev/null +++ b/economics/TESLA_update_letter/2019Q1/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**Tesla, Inc.**)\n* Fiscal period (**Q1 2019**)\n* Announcement date (**April 24, 2019**)\n* A short sentiment sub-header summarizing the period (e.g., \"Navigating Global Expansion\")\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures: Total Revenue, GAAP Operating Loss, and GAAP Net Loss\n* Explicitly state the Cash Balance ($2.2B)\n* Mention the impact of **$188M** in non-recurring charges\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or distinctions are missing.\n", + "\n**Is there a dedicated slide explaining the \"Wave\" logistics challenge?**\n\nThis slide should:\n\n* Explain the shift in international deliveries (Europe/China)\n* Discuss the logistical stress and the \"unwinding\" of the wave strategy\n* Mention the impact on working capital\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify if the logistics/wave explanation is absent.\n", + "\n**Is the strategic focus on cost and regional balancing included?**\n\nThe slide should cover:\n\n* Management's focus on balancing regional vehicle builds\n* Efforts to improve cost efficiency and customer experience\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe how the strategic context is unclear or absent.\n", + "\n**Is there a slide summarizing Income Statement highlights?**\n\nThe slide should cover:\n\n* Total Revenue\n* GAAP Gross Margin\n* Operating Expenses\n* Comparisons to Q4 2018 or Year-Over-Year where available\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which financial elements are missing.\n", + "\n**Is there a dedicated slide detailing the Non-Recurring Items and Loss Drivers?**\n\nThis slide should:\n\n* Detail the **$188M** in non-recurring charges\n* Explain the **$121M** impact from Residual Value Guarantees and inventory write-downs\n* Connect these items to the pricing actions taken in Q1\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify if the specific breakdown of the loss drivers is missing.\n", + "\n**Is Cash Flow and Liquidity explicitly covered?**\n\nThe slides should mention:\n\n* The ending cash balance (**$2.2B**)\n* The **$920M** convertible bond repayment\n* Funding sources for Gigafactory Shanghai (local debt)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of liquidity is missing.\n", + "\n**Is there a dedicated section covering Model 3 Performance?**\n\nThe slides should cover:\n\n* Production vs. Delivery numbers\n* Gross Margin (~20%)\n* Market position (best-selling premium car in US)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify if Model 3 details are missing.\n", + "\n**Is there a dedicated section covering Model S and Model X?**\n\nThe slides should cover:\n\n* Reasons for delivery decline (seasonality, tax credit pull-forward, price adjustments)\n* Product updates (efficiency, range increase to 370/325 miles)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify if Model S/X details are missing.\n", + "\n**Is the Energy Generation & Storage segment covered?**\n\nThe slides should include:\n\n* Revenue and Gross Margin trends (declines mentioned in text)\n* Strategy shift to standardized online ordering (\"cash generation\" focus)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify if Energy segment details are missing.\n", + "\n**Is there a slide summarizing Autonomy and AI progress?**\n\nThis slide should:\n\n* Highlight the \"Autonomy Investor Day\"\n* Mention FSD computer specs (2,300 images/sec)\n* Mention Robotaxi economics (<$38k cost)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what autonomy context is missing.\n", + "\n**Is Capacity Expansion (Shanghai & Model Y) covered?**\n\nThe slide should mention:\n\n* Gigafactory Shanghai (2nd gen line cost efficiency)\n* Model Y reveal and expected volume potential\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify if growth projects are missing.\n", + "\n**Is there a slide addressing 2019 Guidance and Financial Outlook?**\n\nThis slide should:\n\n* Reaffirm delivery guidance (**360k-400k**)\n* Mention the 500k global production target\n* State Gross Margin target (**25%** for S/X/3) and Capex guidance\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what guidance content is missing.\n", + "\n**Is there a final slide providing Contact Info and Forward-Looking Statements?**\n\nThe slide should include:\n\n* Investor Relations (Martin Viecha) and Press (Dave Arnold) contacts\n* Standard disclaimer regarding forward-looking statements\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Strategic Context & Management Narrative\n3. Financial Deep Dive\n4. Segment Performance\n5. Technology & Future Growth\n6. Outlook & Guidance\n7. Closing & Disclaimers\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n  * Company name (**Tesla, Inc.**)?\n  * Fiscal period (**Q1 2019**)?\n  * Date (**April 24, 2019**)?\n* Is the sub-header sentiment consistent with the challenging but strategic nature of the update (e.g., addressing expansion/investments)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures numerically correct based on the update letter?\n  * GAAP Operating Loss: **$522M**\n  * GAAP Net Loss: **$702M**\n  * Cash and cash equivalents: **$2.2B**\n* Is the **$188M** non-recurring charge impact explicitly mentioned?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 The \"Wave\" Logic**\n\n* Does the slide accurately explain that the delivery shortfall and cash reduction were partly driven by vehicles in transit to **Europe and China**?\n* Is the \"unwinding\" of the wave described as a means to improve working capital and cost structure?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Loss Drivers Breakdown**\n\n* Are the specific non-recurring item amounts correct?\n  * **$188M** total non-recurring charges impact on net loss.\n  * **$121M** net loss related to forecasting return rates (Residual Value Guarantees) and inventory write-downs.\n* Are these attributes correctly linked to pricing actions as stated in the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Cash Flow Details**\n\n* Is the Cash Balance decrease explained accurately?\n  * Decrease from **$3.7B** to **$2.2B**.\n  * Driven by **$920M** convertible bond repayment.\n* Is the local debt financing for **Gigafactory Shanghai** mentioned ($522M credit line secured)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Model 3 Metrics**\n\n* Are production and delivery figures accurate?\n  * Production: **~63,000**\n  * Deliveries: **~50,900** (or derived from table as 50,928)\n* Is the Model 3 Gross Margin stated as **~20%**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Model S/X and Energy**\n\n* Is the Model S/X delivery count correct (**12,100**)?\n* Are the reasons for decline (seasonality, tax credit, pricing, 75 kWh discontinuation) listed accurately?\n* Is the Energy segment revenue decline (**-13%** QoQ) or gross margin drop correctly noted?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Autonomy & Expansion Specs**\n\n* Are the FSD computer specifications correct (**2,300 images per second**)?\n* Is the Robotaxi production cost claim accurate (**<$38,000**)?\n* Is the Model Y range stated correctly (up to **300 miles**)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Guidance Numbers**\n\n* Is the 2019 delivery guidance range **360,000 to 400,000**?\n* Is the \"aggressive\" global production target **500,000** stated?\n* Is the Capex forecast correct (**$2.0 to $2.5 billion**)?\n* Is the target Gross Margin for S/X/3 stated as **25%**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Contact Accuracy**\n\n* Are the contact names correct?\n  * **Martin Viecha** (Investor Relations)\n  * **Dave Arnold** (Press/Communications)\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts (e.g., stock price post-earnings, analyst ratings) not present in the PDF?\n* Are all chart descriptions and data points traceable to the provided text or tables?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify consistency with the source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/TESLA_update_letter/2019Q1/generation_task/statistics.yaml b/economics/TESLA_update_letter/2019Q1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6be9316ab1f817648ddf9ccfa8d7c24aec2e23a --- /dev/null +++ b/economics/TESLA_update_letter/2019Q1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/TESLA_update_letter/2019Q1 +category: economics +input_metrics: + total_input_tokens: 7714 + generation_prompt_tokens: 2114 + materials_total_tokens: 5600 + material_count: 1 + pdf_total_pages: 10 + file_details: + - name: material.pdf + tokens: 5600 + pages: 10 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/economics/TESLA_update_letter/2019Q1/material.pdf b/economics/TESLA_update_letter/2019Q1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..bcddaef87674718948200d5185a94ffa2621de5a --- /dev/null +++ b/economics/TESLA_update_letter/2019Q1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7c10cef6a833e161d1e62a3ca7636ad077a236244f3409de3f13547859d4d7fe +size 454728 diff --git a/economics/TESLA_update_letter/2019Q2/generation_task/instructions.md b/economics/TESLA_update_letter/2019Q2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..7828d26724ec239ef62eb5e81fe3afd5419d01e5 --- /dev/null +++ b/economics/TESLA_update_letter/2019Q2/generation_task/instructions.md @@ -0,0 +1,129 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). +1. Title & Overview + + * **Title Slide**: Must include the company name (Tesla, Inc.), fiscal period (Q2 2019), date (July 24, 2019), and a sub-header summarizing the main sentiment (e.g., "Record Deliveries & Positive Free Cash Flow"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Total Deliveries (Global), Total Production, Ending Cash Balance, and Free Cash Flow. Include the phrase "Business has grown to the point of being self-funding." + +2. Leadership & Strategy Context + + * **Management Commentary**: Summarize the strategic message from Elon Musk and Zachary Kirkhorn found in the letter, specifically regarding the focus on "expanding manufacturing footprint," "launching new products," and "generating and using cash sustainably." + * **Purpose**: To provide the strategic narrative driving the transition from Model 3 ramp to global stability. + +3. Financial Deep Dive + + * **Income Statement Highlights**: A detailed comparison of Total Revenue, GAAP Gross Margin, Operating Expenses, and Net Loss compared to the previous quarter (Q1 2019) and the same quarter last year (Q2 2018). + * *Requirement*: You must mention the $117 million in restructuring and other charges affecting the GAAP Net Loss. + * **Cash Flow & Liquidity**: A dedicated slide explaining the record **$5.0 billion cash balance**. + * *Requirement*: Break down the sources of this cash: $614 million free cash flow (operating cash flow less capex) and $2.4 billion net proceeds from public offerings. + * **Automotive Gross Margin**: Explain the margin of ~19%. + * *Requirement*: Clarify the impact of regulatory credits (declined) and ASP reductions, and note that excluding credits, margin improved by ~200bp. + +4. Segment Performance + + * **Model 3 Operations**: + * Show Delivery numbers (77,634 units) and Production numbers (72,531 units). + * Highlight the ASP stability (~$50,000) and manufacturing cost decline. + * Mention the "preferred customer trim mix" insight. + + * **Model S and Model X**: + * Show Delivery and Production numbers. + * Explain the inventory reduction strategy (days of sales falling to 18 days). + + * **Energy Generation & Storage**: + * Show Storage deployment (record 415 MWh) and growth percentage. + * Explain the decline in Solar retrofits and the strategic focus on the new module line. + +5. Technology & Operational Highlights + + * **Autopilot & FSD**: Detail the progress on the FSD computer (in production) and new features like "Navigate on Autopilot" and "Enhanced Summon." Mention the "shadow mode" data collection. + * **Gigafactory Shanghai**: Update on the construction status (machinery move-in) and the target capacity (150,000 units/year) and timeline (end of 2019). + * **Model Y Preparation**: Summarize the progress in Fremont and the cost-efficiency strategy (component overlap with Model 3). + +6. Closing & Disclaimers + + * **Outlook & Guidance**: A summary slide noting the delivery guidance (360,000 to 400,000 vehicles), Capex guidance ($1.5 to $2.0 billion), and the target for positive GAAP net income in Q3. + * **Forward-Looking Statements & Risks**: A summary slide noting that actual results may differ due to risks (e.g., supplier ability, government incentives, scaling Shanghai). + * **Contact Info**: List the investor relations contacts (Martin Viecha) and the webcast URL. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/TESLA_update_letter/2019Q2/generation_task/judge_prompt.json b/economics/TESLA_update_letter/2019Q2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..fc65e4fb423d53d596037a0a606f9e344b8898a5 --- /dev/null +++ b/economics/TESLA_update_letter/2019Q2/generation_task/judge_prompt.json @@ -0,0 +1,33 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Company name (**Tesla, Inc.**)\n* Fiscal period (**Q2 2019**)\n* Date (**July 24, 2019**)\n* A sub-header summarizing the main sentiment (e.g., “Record Deliveries & Positive Free Cash Flow”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures: Total Deliveries, Total Production, Ending Cash Balance, and Free Cash Flow\n* Include the specific phrase: \"**Business has grown to the point of being self-funding**\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or phrases are missing.\n", + "\n**Is there a dedicated slide(s) presenting management commentary?**\n\nThe slide should summarize the strategic message from Elon Musk and Zachary Kirkhorn regarding:\n\n* Expanding manufacturing footprint\n* Launching new products\n* Generating and using cash sustainably\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which strategic element is missing.\n", + "\n**Is there a slide summarizing income statement highlights?**\n\nThe slide should cover:\n\n* Total Revenue\n* GAAP Gross Margin\n* Operating Expenses\n* Net Loss\n* Comparison to Q1 2019 and Q2 2018\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which financial elements are missing.\n", + "\n**Is there a specific mention of restructuring charges affecting Net Loss?**\n\nThe slides must mention the **$117 million** in restructuring and other charges to properly contextulize the GAAP Net Loss.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the restructuring charge context is absent.\n", + "\n**Is there a dedicated slide explaining the record cash balance?**\n\nThe slide should explicitly break down the **$5.0 billion** cash position into:\n\n* Free cash flow generated ($614 million)\n* Net proceeds from public offerings ($2.4 billion)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the cash breakdown is missing.\n", + "\n**Is the Automotive Gross Margin (~19%) explained with context?**\n\nThe slide should explain the margin figure by mentioning:\n\n* Reductions in vehicle ASP (Average Selling Price)\n* Lower regulatory credit revenue\n* The improvement (~200bp) when excluding credits\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain where the margin context is unclear.\n", + "\n**Is there a dedicated section covering Model 3 Operations?**\n\nThe slides should cover:\n\n* Delivery and Production numbers\n* ASP stability (~$50,000)\n* Manufacturing cost declines\n* \"Preferred customer trim mix\" insight\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which Model 3 details are missing.\n", + "\n**Is there a section covering Model S and Model X performance?**\n\nThe slides should cover:\n\n* Delivery and Production numbers\n* The strategy regarding inventory reduction (days of sales falling to 18 days)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if S/X inventory details are missing.\n", + "\n**Is there a section covering Energy Generation & Storage?**\n\nThe slides should cover:\n\n* Storage deployment growth (record 415 MWh)\n* The decline in Solar retrofits\n* Strategic focus on the new module line\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which Energy segment details are missing.\n", + "\n**Is there a slide summarizing Autopilot and FSD progress?**\n\nThis slide should mention:\n\n* The new FSD computer being in production\n* Features like \"Navigate on Autopilot\" or \"Enhanced Summon\"\n* \"Shadow mode\" data collection\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what Autopilot context is missing.\n", + "\n**Is Gigafactory Shanghai progress explicitly covered?**\n\nThe slide should mention:\n\n* Machinery move-in / construction status\n* Target capacity (**150,000 units/year**)\n* Target timeline (**end of 2019**)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which Shanghai details are missing.\n", + "\n**Is Model Y preparation mentioned?**\n\nThe slide should cover:\n\n* Progress in Fremont\n* Cost efficiency strategy (component overlap with Model 3)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if Model Y context is missing.\n", + "\n**Is there a slide addressing Outlook and Guidance?**\n\nThis slide should include:\n\n* Delivery guidance (**360,000 to 400,000 vehicles**)\n* Capex guidance (**$1.5 to $2.0 billion**)\n* Target for positive GAAP net income in Q3\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what guidance numbers are missing.\n", + "\n**Is there a slide addressing Forward-Looking Statements and Risks?**\n\nThis slide should:\n\n* Clearly state that actual results may differ\n* Mention risks (e.g., supplier ability, incentives, scaling)\n* Maintain a neutral tone\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what disclaimer content is missing.\n", + "\n**Is there a final slide providing contact and webcast information?**\n\nThe slide should include:\n\n* Investor Relations contact (**Martin Viecha**)\n* Webcast URL (ir.tesla.com)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which contact information is absent.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Company name (**Tesla, Inc.**)?\n * Fiscal period (**Q2 2019**)?\n * Date (**July 24, 2019**)?\n* Is the sub-header sentiment (e.g., “Record Deliveries”) consistent with the positive tone of the update letter?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line figures numerically correct?\n * Total Deliveries: **95,356**\n * Total Production: **87,048**\n * Cash & Cash Equivalents: **$5.0B**\n * Free Cash Flow: **$614M**\n* Is the phrase \"**Business has grown to the point of being self-funding**\" included verbatim or with very close phrasing?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Income Statement & Restructuring**\n\n* Are the financial figures correct?\n * GAAP Operating Loss: **$167M**\n * GAAP Net Loss: **$408M**\n* Is the **$117M** restructuring charge correctly cited as a component of the net loss?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Cash Flow & Liquidity**\n\n* Is the **$5.0 billion** cash balance correctly attributed to its sources?\n * **$614 million** from free cash flow (operating cash flow less capex)\n * **$2.4 billion** net proceeds from equity and convertible bond offerings\n* Does the slide avoid attributing the cash increase solely to operations?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.3 Automotive Gross Margin**\n\n* Is the Automotive Gross Margin stated as **~19%**?\n* Is the explanation for the margin (ASP reduction, lower regulatory credits) consistent with the text?\n* Is the improvement excluding regulatory credits cited as **~200bp**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Model 3 Metrics**\n\n* Are Model 3 figures exact?\n * Deliveries: **77,634**\n * Production: **72,531**\n * ASP: Stable at approximately **$50,000**\n* Is the manufacturing capacity capability cited as **7,000 vehicles per week**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Model S/X and Inventory**\n\n* Are Model S/X deliveries (**17,722**) and production (**14,500+**) correct?\n* Is the inventory level stated as **18 days of sales**?\n* Is the comparison to industry inventory (~70 days) included accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Energy Business**\n\n* Is Energy Storage deployment stated as **415 MWh** (a record)?\n* Is the Solar retrofit deployment decline noted as **29 MW**?\n* Is the growth in Powerwall/Powerpack deployment cited as **81%**?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Gigafactory Shanghai**\n\n* Is the production capacity target stated as **150,000 units per year**?\n* Is the start of production targeted for the **end of 2019**?\n* Is the capital efficiency description (simplified, cost-effective Model 3 line) accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Guidance Figures**\n\n* Are the guidance numbers accurate?\n * Deliveries: **360,000 to 400,000**\n * Capex: **$1.5 to $2.0 billion**\n* Is the profitability goal (positive GAAP net income in Q3) stated as a target/aim, not a guarantee?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations (e.g., stock price reaction, external analyst opinions) not present in the Update Letter?\n* Are forward-looking statements regarding Model Y and Shanghai strictly limited to what is in the \"Outlook\" and \"Operational Highlights\" sections?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *page xx, Figure xx, Table xx*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/TESLA_update_letter/2019Q2/generation_task/statistics.yaml b/economics/TESLA_update_letter/2019Q2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7044fce0093fe8d1f8c3c7dce51d044da0744eb9 --- /dev/null +++ b/economics/TESLA_update_letter/2019Q2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/TESLA_update_letter/2019Q2 +category: economics +input_metrics: + total_input_tokens: 7154 + generation_prompt_tokens: 2114 + materials_total_tokens: 5040 + material_count: 1 + pdf_total_pages: 9 + file_details: + - name: material.pdf + tokens: 5040 + pages: 9 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 16 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 27 + total_count: 57 diff --git a/economics/TESLA_update_letter/2019Q2/material.pdf b/economics/TESLA_update_letter/2019Q2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fce8ce144d129f3f3fa2cd8c5b5a569f85125208 --- /dev/null +++ b/economics/TESLA_update_letter/2019Q2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:81df9da11f16104c7b859389a39c25a38e95f2ee84cf6e3a29f814d2aadd15ef +size 365668 diff --git a/economics/World_Bank_GPE/GPE_Jan_2024/generation_task/instructions.md b/economics/World_Bank_GPE/GPE_Jan_2024/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..3ed2ec53ea923a57cefe19deea54437f8de54526 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_Jan_2024/generation_task/instructions.md @@ -0,0 +1,116 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the report title (Global Economic Prospects), date (January 2024), publisher (World Bank Group), and a sub-header summarizing the main theme (e.g., "Subdued Growth & Multiple Challenges"). + * **Executive Summary**: A high-level bulleted list of the top-line messages: Global GDP growth forecasts for 2024/2025, the "soft landing" narrative, and the "wretched milestone" mentioned in the Foreword regarding the weakest half-decade performance. + +2. Global Outlook (Chapter 1) + + * **Global Context**: Summarize the state of global trade, financial conditions, and inflation. + * **Growth Projections**: Present the specific GDP growth numbers for the World, Advanced Economies, and Emerging Market and Developing Economies (EMDEs). + * *Requirement*: Compare 2023 estimates vs. 2024/2025 forecasts. + * **Key Risks**: A dedicated slide outlining downside risks (e.g., geopolitical tensions, financial stress, trade fragmentation, climate disasters) as detailed in the "Risks to the outlook" section. + +3. Regional Outlooks (Chapter 2) + + * **Regional Matrix**: Create 1-2 summary slides comparing the growth outlook across the six EMDE regions (East Asia and Pacific, Europe and Central Asia, Latin America and the Caribbean, Middle East and North Africa, South Asia, Sub-Saharan Africa). + * **Highlights**: Briefly note 1 key driver or constraint for each region (e.g., property sector weakness in China for EAP, or conflict impacts for MENA). + +4. Thematic Deep Dive: Investment Accelerations (Chapter 3) + + * **Concept & Findings**: Define "Investment Accelerations" based on the report. Present the key findings regarding their impact on output growth and productivity. + * **Policy Recipes**: Summarize the "comprehensive policy package" required to spark these accelerations (macroeconomic stability, structural reforms, institutional quality). + +5. Thematic Deep Dive: Fiscal Policy in Commodity Exporters (Chapter 4) + + * **The Problem**: Explain the concepts of "Fiscal Procyclicality" and "Fiscal Volatility" in the context of commodity exporters. + * **The Solution**: Present the recommended fiscal frameworks (e.g., fiscal rules, sovereign wealth funds, exchange rate flexibility) to mitigate these challenges. + +6. Policy Recommendations & Conclusion + + * **Global & National Challenges**: Summarize the policy advice for debt relief, climate change cooperation, and commodity price management. + * **Closing**: A final slide with the "Call to Action" implied in the Foreword (e.g., regarding the 2030 development goals). + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/World_Bank_GPE/GPE_Jan_2024/generation_task/judge_prompt.json b/economics/World_Bank_GPE/GPE_Jan_2024/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..c58adb874d5dbd92dc4cf64bcd255bae82944473 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_Jan_2024/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Report title (Global Economic Prospects)\n* Date (January 2024)\n* Publisher (World Bank Group)\n* A sub-header summarizing the main theme (e.g., “Subdued Growth & Multiple Challenges”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line messages\n* Include Global GDP growth forecasts for 2024/2025\n* Mention the \"soft landing\" narrative\n* Mention the \"wretched milestone\" regarding the weakest half-decade performance\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which messages or narratives are missing.\n", + "\n**Is there a dedicated slide(s) summarizing the global context?**\n\nThis slide should cover:\n\n* State of global trade\n* Financial conditions\n* Inflation trends\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which aspect of the global context is missing.\n", + "\n**Are specific GDP growth numbers presented for World, Advanced Economies, and EMDEs?**\n\nThe slide should include:\n\n* 2023 estimates\n* 2024 forecasts\n* 2025 forecasts\n* A clear comparison between estimates and forecasts\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which region's data or forecast year is missing.\n", + "\n**Is there a dedicated slide outlining key downside risks?**\n\nThe slide should list risks such as:\n\n* Geopolitical tensions (e.g., Middle East conflict)\n* Financial stress\n* Trade fragmentation\n* Climate-related disasters\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which key risks are omitted.\n", + "\n**Is there a summary comparing the growth outlook across the six EMDE regions?**\n\nThe regions to be covered are:\n\n* East Asia and Pacific (EAP)\n* Europe and Central Asia (ECA)\n* Latin America and the Caribbean (LAC)\n* Middle East and North Africa (MNA)\n* South Asia (SAR)\n* Sub-Saharan Africa (SSA)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which region(s) are missing.\n", + "\n**Are key drivers or constraints highlighted for each region?**\n\nExamples include:\n\n* Property sector weakness in China (EAP)\n* Conflict impacts (MNA)\n* Any specific driver mentioned in the text for other regions\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which region lacks a highlighted driver/constraint.\n", + "\n**Is there a dedicated section defining and explaining \"Investment Accelerations\"?**\n\nThe slides should:\n\n* Define the concept based on Chapter 3\n* Present findings on their impact on output growth\n* Present findings on their impact on productivity\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which aspect of investment accelerations is missing.\n", + "\n**Is the \"comprehensive policy package\" summarized?**\n\nThe slide should list the required policy components:\n\n* Macroeconomic stability\n* Structural reforms\n* Institutional quality\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which policy component is missing.\n", + "\n**Is there a dedicated section on fiscal policy challenges in commodity exporters?**\n\nThe slides should explain:\n\n* Fiscal Procyclicality\n* Fiscal Volatility\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which concept is missing.\n", + "\n**Are recommended fiscal frameworks presented?**\n\nThe slide should mention solutions like:\n\n* Fiscal rules\n* Sovereign wealth funds\n* Exchange rate flexibility\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which recommendation is missing.\n", + "\n**Is there a slide summarizing global and national policy challenges?**\n\nThe slide should cover advice on:\n\n* Debt relief\n* Climate change cooperation\n* Commodity price management\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which policy area is missing.\n", + "\n**Is there a final closing slide with a \"Call to Action\"?**\n\nThe slide should:\n\n* Reference the 2030 development goals\n* Reflect the urgency implied in the Foreword\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, explain what closing element is missing.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Global Outlook (Chapter 1)\n3. Regional Outlooks (Chapter 2)\n4. Thematic Deep Dive: Investment Accelerations (Chapter 3)\n5. Thematic Deep Dive: Fiscal Policy in Commodity Exporters (Chapter 4)\n6. Policy Recommendations & Conclusion\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Report title (**Global Economic Prospects**)?\n * Date (**January 2024**)?\n * Publisher (**World Bank Group**)?\n* Is the sub-header consistent with the report's main themes (e.g., subdued growth, multiple challenges)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Messages**\n\n* Are the top-line messages (Global GDP growth forecasts, \"soft landing\", \"wretched milestone\") accurately summarized from the Foreword and Executive Summary?\n* Is the \"weakest half-decade performance\" claim correctly attributed or contextualized?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Growth Projections Accuracy**\n\n* Are the GDP growth percentages for **World, Advanced Economies, and EMDEs** correct for:\n * **2023 (Estimate)**?\n * **2024 (Forecast)**?\n * **2025 (Forecast)**?\n* Do these numbers match **Table 1.1** in the report exactly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Key Risks Accuracy**\n\n* Are the downside risks (geopolitical tensions, financial stress, trade fragmentation, climate disasters) accurately summarized from the \"Risks to the outlook\" section?\n* Does the slide avoid exaggerating or minimizing these risks beyond the report's tone?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Regional Matrix Accuracy**\n\n* Are the growth outlooks and trends for all six EMDE regions (EAP, ECA, LAC, MNA, SAR, SSA) accurately reflected?\n* Are the specific highlights (e.g., China's property sector for EAP) correctly attributed to the corresponding region?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Concept & Findings Accuracy**\n\n* Is the definition of \"Investment Accelerations\" consistent with Chapter 3?\n* Are the findings on output growth and productivity impact factually correct based on the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Policy Recipes Accuracy**\n\n* Are the policy recommendations (macroeconomic stability, structural reforms, institutional quality) accurately summarized from Chapter 3?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 Problem Definitions Accuracy**\n\n* Are the definitions of **\"Fiscal Procyclicality\"** and **\"Fiscal Volatility\"** accurate according to Chapter 4?\n* Is the context of **commodity exporters** correctly applied?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 Solution Frameworks Accuracy**\n\n* Are the recommended frameworks (fiscal rules, SWFs, exchange rate flexibility) accurately presented as mitigations for the identified challenges?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Global & National Challenges Summary**\n\n* Is the policy advice regarding debt relief, climate change, and commodity price management accurately derived from the report's recommendations?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, data, or interpretations not present in the PDF report?\n* Are all specific economic terms used correctly as defined in the text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/World_Bank_GPE/GPE_Jan_2024/generation_task/statistics.yaml b/economics/World_Bank_GPE/GPE_Jan_2024/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a4088e2827dd8234c3a2d114fee48f7103db5ee1 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_Jan_2024/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/World_Bank_GPE/GPE_Jan_2024 +category: economics +input_metrics: + total_input_tokens: 130705 + generation_prompt_tokens: 1905 + materials_total_tokens: 128800 + material_count: 1 + pdf_total_pages: 230 + file_details: + - name: material.pdf + tokens: 128800 + pages: 230 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 14 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/economics/World_Bank_GPE/GPE_Jan_2024/material.pdf b/economics/World_Bank_GPE/GPE_Jan_2024/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2523f9f485495cd20d94db3bed0d3eefc7b97969 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_Jan_2024/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b446650d952cde0bd32904022e8ff335965e093e3f22af67567727d80b3e7a8f +size 6672563 diff --git a/economics/World_Bank_GPE/GPE_Jan_2025/generation_task/instructions.md b/economics/World_Bank_GPE/GPE_Jan_2025/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..7b685118cb96c0e1200dbc6ee2910a08b99e9590 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_Jan_2025/generation_task/instructions.md @@ -0,0 +1,118 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the report title (Global Economic Prospects), date (January 2025), and the publisher (World Bank Group). Include a sub-header capturing the main theme (e.g., "Stabilization at Lower Growth Levels"). + * **Executive Summary**: A high-level bulleted list of the top-line global growth forecasts (2.7% for 2025-26) and the primary narrative regarding the "soft landing" versus "insufficient growth for development." + +2. Strategic Context + + * **Foreword Highlights**: Summarize the key messages from Indermit Gill regarding the "sorry state of development" and the widening rich-poor gap. + * **Global Context**: A slide detailing the current state of global trade, commodity markets (oil/metals), and inflation trends as described in Chapter 1. + +3. Global Outlook Deep Dive + + * **GDP Forecasts**: A detailed comparison of Real GDP growth for the World, Advanced Economies, and Emerging Market and Developing Economies (EMDEs). + * *Requirement*: You must distinguish between 2024 estimates and 2025-26 forecasts. + * **The "Headwinds" Explanation**: A dedicated slide explaining factors dampening growth, such as restrictive monetary policy, geopolitical tensions, and trade fragmentation. + * **Poverty & Income Convergence**: Visualize or bullet-point the data regarding per capita income catch-up and the stagnation of poverty reduction in LICs. + +4. Regional Outlooks + + * **Regional Summary**: + * Create summary slides covering the 6 key regions: East Asia and Pacific (EAP), Europe and Central Asia (ECA), Latin America and the Caribbean (LAC), Middle East and North Africa (MNA), South Asia (SAR), and Sub-Saharan Africa (SSA). + * For each region, show the Growth Forecast % and list 2-3 key drivers or risks mentioned in the text (e.g., China's property sector for EAP, conflict for MNA/ECA). + +5. Thematic Analysis (Chapters 3 & 4) + + * **EMDEs in the 21st Century**: Summarize findings from Chapter 3 regarding "Tailwinds to Headwinds." Focus on the slowdown in investment/productivity and the structural challenges (debt, aging, climate). + * **Low-Income Countries (LICs) Graduation**: Summarize Chapter 4 findings on "Falling Graduation Prospects." Highlight the structural stagnation of LICs and the specific hurdles to reaching middle-income status (conflict, fragility). + +6. Risks & Policy Recommendations + + * **Risk Balance**: A summary slide noting that risks are tilted to the downside (e.g., trade protectionism, conflict escalation, climate disasters). + * **Policy Priorities**: List the recommended global and national policy actions (e.g., debt relief, boosting investment, climate adaptation, international cooperation). + * **Closing & Data Note**: A final slide listing the data cutoff date and where to find the full report. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/World_Bank_GPE/GPE_Jan_2025/generation_task/judge_prompt.json b/economics/World_Bank_GPE/GPE_Jan_2025/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..3a98ce3562ce11d8786ac8688a840d3da153a582 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_Jan_2025/generation_task/judge_prompt.json @@ -0,0 +1,35 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Report Title (**Global Economic Prospects**)\n* Date (**January 2025**)\n* Publisher (**World Bank Group**)\n* A short sub-header capturing the main theme (e.g., “Stabilization at Lower Growth Levels”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present the top-line global growth forecast (**2.7% for 2025-26**)\n* Include the primary narrative regarding the \"soft landing\" versus \"insufficient growth for development\"\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which metrics or narratives are missing.\n", + "\n**Is there a slide highlighting key messages from the Foreword?**\n\nThis slide should:\n\n* Summarize comments from **Indermit Gill**\n* Mention the \"sorry state of development\"\n* Mention the widening rich-poor gap\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which key message is missing.\n", + "\n**Is there a slide detailing the Global Context?**\n\nThis slide should cover:\n\n* Current state of global trade\n* Commodity markets (oil/metals)\n* Inflation trends as described in Chapter 1\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what context is missing.\n", + "\n**Is there a slide comparing GDP forecasts?**\n\nThe slide should cover:\n\n* Real GDP growth for the World\n* Real GDP growth for Advanced Economies\n* Real GDP growth for Emerging Market and Developing Economies (EMDEs)\n* Distinguish between **2024 estimates** and **2025-26 forecasts**\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which forecast elements are missing.\n", + "\n**Is there a dedicated slide explaining \"Headwinds\"?**\n\nThis slide should explain factors dampening growth, such as:\n\n* Restrictive monetary policy\n* Geopolitical tensions\n* Trade fragmentation\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether the headwinds explanation is missing or insufficient.\n", + "\n**Is there a slide covering Poverty & Income Convergence?**\n\nThe slide should visualize or bullet-point data regarding:\n\n* Per capita income catch-up\n* Stagnation of poverty reduction in Low-Income Countries (LICs)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of poverty or income convergence is missing.\n", + "\n**Are there summary slides covering the 6 key regions?**\n\nThe regions must include:\n\n* East Asia and Pacific (EAP)\n* Europe and Central Asia (ECA)\n* Latin America and the Caribbean (LAC)\n* Middle East and North Africa (MNA)\n* South Asia (SAR)\n* Sub-Saharan Africa (SSA)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which region(s) are missing.\n", + "\n**For each region, are Growth Forecast % and key drivers/risks presented?**\n\nEach regional summary should include:\n\n* Growth Forecast %\n* 2-3 key drivers or risks mentioned in the text (e.g., China's property sector for EAP, conflict for MNA/ECA)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which elements are missing for which region.\n", + "\n**Is there a slide summarizing findings from Chapter 3 (\"Tailwinds to Headwinds\")?**\n\nThis slide should focus on:\n\n* Slowdown in investment/productivity in EMDEs\n* Structural challenges (debt, aging, climate)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what thematic analysis is missing.\n", + "\n**Is there a slide summarizing Chapter 4 (\"Falling Graduation Prospects\")?**\n\nThis slide should highlight:\n\n* Structural stagnation of Low-Income Countries (LICs)\n* Specific hurdles to reaching middle-income status (conflict, fragility)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify whether the LIC graduation analysis is missing.\n", + "\n**Is there a slide addressing the Risk Balance?**\n\nThis slide should:\n\n* Note that risks are tilted to the downside\n* Mention specific risks (e.g., trade protectionism, conflict escalation, climate disasters)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain what risk assessment content is missing.\n", + "\n**Is there a slide listing Policy Priorities?**\n\nThe slide should include recommended global and national policy actions such as:\n\n* Debt relief\n* Boosting investment\n* Climate adaptation\n* International cooperation\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which policy recommendations are absent.\n", + "\n**Is there a final closing slide?**\n\nThe slide should include:\n\n* Data cutoff date\n* Where to find the full report\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which closing information is absent.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Strategic Context\n3. Global Outlook Deep Dive\n4. Regional Outlooks\n5. Thematic Analysis (Chapters 3 & 4)\n6. Risks & Policy Recommendations\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n  * Report Title (**Global Economic Prospects**)?\n  * Date (**January 2025**)?\n  * Publisher (**World Bank Group**)?\n* Is the sub-header theme (e.g., “Stabilization at Lower Growth Levels”) consistent with the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1, Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Is the top-line global growth forecast (**2.7% for 2025-26**) numerically correct?\n* Is the narrative regarding \"soft landing\" vs. \"insufficient growth\" accurately reflected?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1, Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Foreword Highlights**\n\n* Are key messages attributed correctly to **Indermit Gill**?\n* Does the summary accurately reflect his comments on the state of development and the rich-poor gap?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Foreword, page xv*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Global Context Accuracy**\n\n* Are the descriptions of global trade, commodity markets, and inflation trends factually consistent with Chapter 1?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 GDP Forecasts Accuracy**\n\n* Are Real GDP growth figures for **World, Advanced Economies, and EMDEs** correct?\n* Are **2024 estimates** and **2025-26 forecasts** clearly distinguished and numerically accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1, Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Headwinds Explanation**\n\n* Are the factors dampening growth (monetary policy, geopolitics, trade fragmentation) accurately described based on the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Poverty & Income Convergence Data**\n\n* Is the data regarding per capita income catch-up and poverty stagnation in LICs accurate?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1, Figure 1.2* or *Chapter 4*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Regional Forecasts**\n\n* Are the Growth Forecast percentages for each of the 6 regions (EAP, ECA, LAC, MNA, SAR, SSA) correct?\n* Do the forecasts match the tables in the Regional Outlooks section exactly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 2, Regional Tables*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Regional Drivers/Risks**\n\n* Are the key drivers or risks listed for each region (e.g., China's property sector for EAP) consistent with the report's text?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 2*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 EMDEs Analysis (Chapter 3)**\n\n* Does the summary of \"Tailwinds to Headwinds\" accurately reflect findings on investment/productivity slowdowns and structural challenges?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 3*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 LICs Graduation Analysis (Chapter 4)**\n\n* Does the summary of \"Falling Graduation Prospects\" accurately reflect findings on structural stagnation and specific hurdles (conflict, fragility)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 4*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Risk Balance Accuracy**\n\n* Is the statement that risks are tilted to the downside accurate?\n* Are the specific risks mentioned (trade protectionism, conflict, climate) consistent with the report's risk assessment?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Risks to the outlook sections*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Policy Priorities Accuracy**\n\n* Are the recommended policy actions (debt relief, investment, etc.) accurately derived from the report's recommendations?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Policy challenges sections*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations not present in the provided report?\n* Does it avoid using outside economic data or altering World Bank forecasts?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Report tables/figures*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/World_Bank_GPE/GPE_Jan_2025/generation_task/statistics.yaml b/economics/World_Bank_GPE/GPE_Jan_2025/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e21795f845634886201739097a1c15d8d6ddcdd1 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_Jan_2025/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/World_Bank_GPE/GPE_Jan_2025 +category: economics +input_metrics: + total_input_tokens: 141978 + generation_prompt_tokens: 1978 + materials_total_tokens: 140000 + material_count: 1 + pdf_total_pages: 250 + file_details: + - name: material.pdf + tokens: 140000 + pages: 250 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 29 + total_count: 59 diff --git a/economics/World_Bank_GPE/GPE_Jan_2025/material.pdf b/economics/World_Bank_GPE/GPE_Jan_2025/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2472988259762e0e08c66688b861b2ce006d79f6 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_Jan_2025/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad4168ba148876b68ca736a4deca87778d62a2a012e99c779b14bd7ed4771b71 +size 4222293 diff --git a/economics/World_Bank_GPE/GPE_June_2023/generation_task/instructions.md b/economics/World_Bank_GPE/GPE_June_2023/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ac0650bd81fb8741d7c0051572e5dd0da6536843 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2023/generation_task/instructions.md @@ -0,0 +1,111 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + * **Title Slide**: Must include the report title (Global Economic Prospects), date (June 2023), and a sub-header summarizing the main sentiment (e.g., "Global Growth to Slow Significantly"). + * **Executive Summary**: A high-level bulleted list of the top-line figures: Global Growth projections for 2023 and 2024 (2.1% and 2.4% respectively). Mention the downward revision context and the "precarious state" of the economy. + +2. Global Context & Foreword + * **Leadership Commentary**: Summarize the Foreword by Indermit Gill, specifically the risks of a "lost decade" and the situation in Emerging Market and Developing Economies (EMDEs) other than China. + * **Key Drivers**: Explain the "overlapping negative shocks" driving the slowdown (Pandemic, Russian invasion of Ukraine, monetary tightening). + +3. Global Outlook Data (Chapter 1) + * **Growth Projections Table**: Present the Real GDP growth data from **Table 1.1**. Must include: World, Advanced Economies (US, Euro Area), and EMDEs (China vs. excluding China). + * **Inflation & Trade**: A slide summarizing the status of global inflation (persistent but declining) and global trade volume growth forecasts. + +4. Regional Prospects (Chapter 2) + * **Regional Divergence**: A summary slide contrasting regions where growth is picking up (EAP, ECA) versus those slowing down (LAC, MNA, SAR, SSA). + * **Regional Highlights**: Bullet points for each region mentioning 2023 growth forecasts and key headwinds (e.g., "China's reopening" for EAP, "Energy production cuts" for MNA). + +5. Analytical Chapter: Financial Spillovers (Chapter 3) + * **U.S. Interest Rate Shocks**: Explain the distinction between "Real", "Inflation", and "Reaction" shocks. + * **Impact on EMDEs**: Summarize the finding that "Reaction shocks" are especially detrimental to EMDE financial markets and increase the probability of financial crises. + +6. Analytical Chapter: Fiscal Policy in LICs (Chapter 4) + * **The Fiscal Squeeze**: Illustrate the challenge of rising debt and debt-service costs in Low-Income Countries (LICs). + * **Policy Options**: Summarize the recommendations for domestic revenue mobilization and spending efficiency. + +7. Risks & Policy Recommendations + * **Downside Risks**: A summary of risks to the outlook, including financial stress (banking sector), persistent inflation, and climate change. + * **Policy Roadmap**: Five steps for policymakers as outlined in the Foreword (e.g., Mitigating financial contagion, Reducing domestic vulnerabilities). +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/World_Bank_GPE/GPE_June_2023/generation_task/judge_prompt.json b/economics/World_Bank_GPE/GPE_June_2023/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..1c4e2c9301ebc5ce53df41357c5802b495983f40 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2023/generation_task/judge_prompt.json @@ -0,0 +1,36 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Report title (Global Economic Prospects)\n* Date (June 2023)\n* A short sentiment sub-header summarizing the main theme (e.g., “Global Growth to Slow Significantly”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level top-line figures\n* Include Global Growth projections for 2023 and 2024 (2.1% and 2.4% respectively)\n* Mention the downward revision context\n* Mention the \"precarious state\" of the economy\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which metrics or contextual points are missing.\n", + "\n**Is there a dedicated slide(s) presenting Leadership Commentary?**\n\nThis slide should:\n\n* Include a summary of the Foreword by Indermit Gill\n* Specifically mention the risks of a \"lost decade\"\n* Specifically mention the situation in Emerging Market and Developing Economies (EMDEs) other than China\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which key commentary points are missing.\n", + "\n**Is there a slide explaining the Key Drivers of the slowdown?**\n\nThe slide should frame:\n\n* The \"overlapping negative shocks\"\n* Pandemic\n* Russian invasion of Ukraine\n* Monetary tightening\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe how the drivers are unclear or absent.\n", + "\n**Is there a Growth Projections Table slide?**\n\nThe slide should present Real GDP growth data from **Table 1.1**, including:\n\n* World\n* Advanced Economies (US, Euro Area)\n* EMDEs (China vs. excluding China)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which regions or data points are missing.\n", + "\n**Is there a slide summarizing Inflation & Trade?**\n\nThis slide should cover:\n\n* The status of global inflation (persistent but declining)\n* Global trade volume growth forecasts\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether inflation or trade data is missing.\n", + "\n**Is there a slide highlighting Regional Divergence?**\n\nThe slide should contrast:\n\n* Regions where growth is picking up (EAP, ECA)\n* Regions where growth is slowing down (LAC, MNA, SAR, SSA)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the divergence narrative is missing.\n", + "\n**Are Regional Highlights presented for each region?**\n\nThe content should include bullet points for each region mentioning:\n\n* 2023 growth forecasts\n* Key headwinds (e.g., \"China's reopening\" for EAP, \"Energy production cuts\" for MNA)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which region's highlights are omitted.\n", + "\n**Is there a slide explaining U.S. Interest Rate Shocks?**\n\nThis slide should distinguish between:\n\n* Real shocks\n* Inflation shocks\n* Reaction shocks\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which shock type is missing.\n", + "\n**Is there a slide summarizing the Impact on EMDEs?**\n\nThis slide should cover:\n\n* The finding that \"Reaction shocks\" are especially detrimental to EMDE financial markets\n* The increased probability of financial crises\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, describe what impact analysis is missing.\n", + "\n**Is there a slide illustrating The Fiscal Squeeze in LICs?**\n\nThis slide should highlight:\n\n* The challenge of rising debt\n* The challenge of rising debt-service costs in Low-Income Countries (LICs)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the fiscal squeeze narrative is absent.\n", + "\n**Is there a slide summarizing Policy Options for LICs?**\n\nThis slide should include recommendations for:\n\n* Domestic revenue mobilization\n* Spending efficiency\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which policy option is missing.\n", + "\n**Is there a slide summarizing Downside Risks?**\n\nThe slide should list:\n\n* Financial stress (banking sector)\n* Persistent inflation\n* Climate change\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which risk factor is missing.\n", + "\n**Is there a slide outlining a Policy Roadmap?**\n\nThe slide should present five steps for policymakers as outlined in the Foreword, such as:\n\n* Mitigating financial contagion\n* Reducing domestic vulnerabilities\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify if the policy roadmap is incomplete.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Global Context & Foreword\n3. Global Outlook Data (Chapter 1)\n4. Regional Prospects (Chapter 2 Summary)\n5. Analytical Chapter: Financial Spillovers (Chapter 3)\n6. Analytical Chapter: Fiscal Policy in LICs (Chapter 4)\n7. Risks & Policy Recommendations\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Report title (**Global Economic Prospects**)?\n * Date (**June 2023**)?\n* Is the sub-header sentiment (e.g., “Global Growth to Slow Significantly”) consistent with the tone and wording of the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Figures**\n\n* Are the reported top-line Global Growth figures (**2.1% for 2023, 2.4% for 2024**) numerically correct?\n* Is the context of downward revision and \"precarious state\" accurately reflected?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Leadership Commentary**\n\n* Is the commentary correctly attributed to **Indermit Gill**?\n* Does the summary accurately reflect the risks of a \"lost decade\" and the EMDE situation as stated in the Foreword?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.2 Key Drivers**\n\n* Does the slide accurately list the \"overlapping negative shocks\" (Pandemic, Russian invasion of Ukraine, monetary tightening) without adding external factors?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Growth Projections Table**\n\n* Are the Real GDP growth figures for World, Advanced Economies (US, Euro Area), and EMDEs (China vs. excluding China) numerically correct according to **Table 1.1**?\n* Are \"estimated\" (2022) and \"forecast\" (2023-2024) years correctly distinguished?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Inflation & Trade**\n\n* Is the characterization of global inflation (persistent but declining) accurate according to the report?\n* Are global trade volume growth forecasts consistent with the report's data?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Figure 1.3*, *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Regional Divergence**\n\n* Are the regions correctly categorized by growth trend (picking up: EAP, ECA vs. slowing down: LAC, MNA, SAR, SSA) according to the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Box 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.2 Regional Highlights**\n\n* Are the 2023 growth forecasts for each region numerically accurate?\n* Are the key headwinds (e.g., China's reopening for EAP, Energy production cuts for MNA) correctly attributed to the respective regions?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*, *Chapter 2*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 U.S. Interest Rate Shocks**\n\n* Are the definitions of \"Real\", \"Inflation\", and \"Reaction\" shocks consistent with Chapter 3?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 Impact on EMDEs**\n\n* Is the finding that \"Reaction shocks\" are especially detrimental to EMDE financial markets accurately summarized?\n* Is the increased probability of financial crises correctly stated?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Figure 3.4*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 The Fiscal Squeeze**\n\n* Is the challenge of rising debt and debt-service costs in LICs accurately portrayed based on Chapter 4?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Figure 4.2*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Policy Options**\n\n* Are the recommendations for domestic revenue mobilization and spending efficiency accurately summarized from Chapter 4?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 Downside Risks**\n\n* Does the summary of risks (financial stress, persistent inflation, climate change) accurately reflect the report's outlook?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Figure 1.2*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.2 Policy Roadmap**\n\n* Do the five steps for policymakers accurately match those outlined in the Foreword (e.g., Mitigating financial contagion, Reducing domestic vulnerabilities)?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.8.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, explanations, or interpretations not present in the World Bank report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, you need to verify whether the content is consistent with the background material. In particular, for quantitative content (numerical data), you only need to check whether the reported figures match the cited source. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/World_Bank_GPE/GPE_June_2023/generation_task/statistics.yaml b/economics/World_Bank_GPE/GPE_June_2023/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6fa1d35e587994542a131ad15bcbe8700fb9c412 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2023/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/World_Bank_GPE/GPE_June_2023 +category: economics +input_metrics: + total_input_tokens: 106089 + generation_prompt_tokens: 1929 + materials_total_tokens: 104160 + material_count: 1 + pdf_total_pages: 186 + file_details: + - name: material.pdf + tokens: 104160 + pages: 186 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 15 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 30 + total_count: 60 diff --git a/economics/World_Bank_GPE/GPE_June_2023/material.pdf b/economics/World_Bank_GPE/GPE_June_2023/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fcc8db5f348e57a62b9ae284c0adced5281512db --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2023/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e34c14e5173df4ed4ac90b1bde83973cd8ea428f0cd3a3443187d74e6ebfc43d +size 5386917 diff --git a/economics/World_Bank_GPE/GPE_June_2024/generation_task/instructions.md b/economics/World_Bank_GPE/GPE_June_2024/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..f32fbf3f0857f45dd227284aaa8d370965d59bd3 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2024/generation_task/instructions.md @@ -0,0 +1,122 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the report title (Global Economic Prospects), date (June 2024), publisher (World Bank Group), and a sub-header summarizing the main theme (e.g., "Stabilizing but Subdued"). + * **Executive Summary**: A high-level bulleted list of the top-line forecasts: Global GDP growth for 2024/2025, Inflation trends, and the status of the "soft landing." + +2. Strategic Context + + * **Foreword Highlights**: Summarize key messages from Indermit Gill (Chief Economist), focusing on the "stabilization" vs. "reliable path to prosperity" gap and the comparison to pre-COVID-19 growth rates. + * **Purpose**: To provide the narrative context regarding the achievement of development goals and the state of international cooperation. + +3. The Global Outlook (Chapter 1) + + * **Global Growth Forecasts**: A detailed breakdown of Real GDP growth projections for the World, Advanced Economies (US, Euro Area, Japan), and Emerging Market and Developing Economies (EMDEs). + * *Requirement*: You must visually distinguish between 2023 estimates, 2024 forecasts, and 2025 forecasts. + * **Key Drivers & Headwinds**: Dedicated slides covering Global Trade (growth rates), Commodity Markets (oil/energy prices), and Global Inflation (progress toward targets). + * **Financial Developments**: Summarize the state of global interest rates (higher-for-longer) and financial conditions in EMDEs. + * **Risk Assessment**: A summary slide detailing downside risks (geopolitical tensions, trade fragmentation, sticky inflation, climate disasters) and potential upside risks (US growth, faster disinflation). + +4. Regional Outlooks (Chapter 2) + + * **Regional Summary**: Provide specific growth forecasts and key trends for the six EMDE regions: + * East Asia and Pacific (EAP) + * Europe and Central Asia (ECA) + * Latin America and the Caribbean (LAC) + * Middle East and North Africa (MNA) + * South Asia (SAR) + * Sub-Saharan Africa (SSA) + * **Requirement**: Highlight the specific drivers for each region (e.g., China's slowdown for EAP, conflict impact for MNA/ECA). + +5. Analytical Focus Areas (Chapters 3 & 4) + + * **Public Investment (Chapter 3)**: Summarize the "Three Es" policy package (Expand fiscal space, Efficiency, Enhanced global support). Present the potential impact of scaling up public investment on output and private investment. + * **Fiscal Challenges in Small States (Chapter 4)**: Explain the "evolution of debt" and "fiscal vulnerability" in small states (population <1.5m). Highlight the specific challenges of natural disasters and the need for fiscal framework reforms. + +6. Policy Priorities + + * **Global & National Challenges**: Summarize required policy actions, including safeguarding trade, climate action, debt relief, and structural reforms to boost productivity. + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/World_Bank_GPE/GPE_June_2024/generation_task/judge_prompt.json b/economics/World_Bank_GPE/GPE_June_2024/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..b958b113a47875d10cb55b6270bc80a29afebbfd --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2024/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Report title (Global Economic Prospects)\n* Date (June 2024)\n* Publisher (World Bank Group)\n* A short sub-header summarizing the main theme (e.g., “Stabilizing but Subdued”)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Present high-level global growth forecasts for 2024 and 2025\n* Summarize inflation trends\n* Mention the status of the \"soft landing\"\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which forecast metrics or themes are missing.\n", + "\n**Is there a slide summarizing the Foreword's key messages?**\n\nThis slide should:\n\n* Summarize points from Indermit Gill (Chief Economist)\n* Highlight the gap between \"stabilization\" and a \"reliable path to prosperity\"\n* Compare current growth prospects to pre-COVID-19 rates\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which key strategic message is missing.\n", + "\n**Does the slide deck articulate the broader purpose or context?**\n\nThe content should cover:\n\n* Progress toward development goals\n* The state of international cooperation\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, describe what contextual narrative is absent.\n", + "\n**Is there a detailed breakdown of global growth forecasts?**\n\nThe slide should cover Real GDP growth projections for:\n\n* The World\n* Advanced Economies (US, Euro Area, Japan)\n* Emerging Market and Developing Economies (EMDEs)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which region's forecast is missing.\n", + "\n**Are 2023 estimates distinguished from 2024 and 2025 forecasts?**\n\nThis distinction should be clear through:\n\n* Labels, columns, or footnotes\n* Visual cues (e.g., different colors or patterns)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, explain where the distinction is unclear.\n", + "\n**Is there a dedicated slide(s) on key economic drivers and headwinds?**\n\nThe slides should cover:\n\n* Global Trade growth rates\n* Commodity Markets (oil/energy prices)\n* Global Inflation progress\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which driver (Trade, Commodities, Inflation) is missing.\n", + "\n**Is there a summary of financial developments?**\n\nThe slide should mention:\n\n* Global interest rates trajectory (e.g., higher-for-longer)\n* Financial conditions in EMDEs\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify what aspect of financial conditions is missing.\n", + "\n**Is there a comprehensive Risk Assessment slide?**\n\nThe slide should detail:\n\n* Downside risks: Geopolitical tensions, trade fragmentation, sticky inflation, climate disasters\n* Potential upside risks: Stronger US growth, faster disinflation\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which risk category is omitted.\n", + "\n**Is there a section summarizing the outlook for all six EMDE regions?**\n\nThe slides should cover:\n\n* East Asia and Pacific (EAP)\n* Europe and Central Asia (ECA)\n* Latin America and the Caribbean (LAC)\n* Middle East and North Africa (MNA)\n* South Asia (SAR)\n* Sub-Saharan Africa (SSA)\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which region is missing.\n", + "\n**Are specific drivers highlighted for each region?**\n\nExamples include:\n\n* China's slowdown for EAP\n* Conflict impact for MNA/ECA\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which region lacks a driver explanation.\n", + "\n**Is there a slide summarizing the 'Public Investment' chapter?**\n\nThe slide should cover:\n\n* The \"Three Es\" policy package (Expand fiscal space, Efficiency, Enhanced global support)\n* The potential impact on output and private investment\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which element of the public investment analysis is missing.\n", + "\n**Is there a slide summarizing 'Fiscal Challenges in Small States'?**\n\nThe slide should cover:\n\n* Evolution of debt in small states\n* Fiscal vulnerability\n* Specific challenges like natural disasters\n* The need for fiscal framework reforms\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which aspect of the small states analysis is missing.\n", + "\n**Is there a summary of Global & National Policy Challenges?**\n\nThe slide should list required actions such as:\n\n* Safeguarding trade\n* Climate action\n* Debt relief\n* Structural reforms to boost productivity\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which policy priority is missing.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Strategic Context\n3. The Global Outlook\n4. Regional Outlooks\n5. Analytical Focus Areas\n6. Policy Priorities\n\n  Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n  If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n  * Report Title (**Global Economic Prospects**)?\n  * Date (**June 2024**)?\n  * Publisher (**World Bank Group**)?\n* Is the sub-header sentiment (e.g., \"Stabilizing but Subdued\") consistent with the report's main theme?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Source: Table 1.1, Page 4*), your answer should also be **no**.\n* Otherwise, verify content consistency.\n", + "\n**2.1.2 Executive Summary Forecasts**\n\n* Are the global GDP growth forecasts for 2024 and 2025 numerically correct according to the report?\n* Is the inflation trend description accurate?\n* Is the \"soft landing\" status accurately summarized?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify content consistency.\n", + "\n**2.2.1 Foreword Key Messages**\n\n* Are the key messages attributed to **Indermit Gill** accurately reproduced?\n* Is the comparison to pre-COVID-19 growth rates factually correct?\n* Is the distinction between \"stabilization\" and \"prosperity\" accurately conveyed?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify content consistency.\n", + "\n**2.3.1 GDP Growth Projections**\n\n* Are the Real GDP growth numbers for the World, Advanced Economies, and EMDEs correct for 2023 (estimate), 2024 (forecast), and 2025 (forecast)?\n* do they match Table 1.1 in the report exactly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify numerical accuracy against Table 1.1.\n", + "\n**2.3.2 Drivers & Financial Developments**\n\n* Are the descriptions of Trade growth, Commodity market trends, and Inflation progress factually accurate according to Chapter 1?\n* Is the description of \"higher-for-longer\" interest rates consistent with the report's analysis?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify content consistency.\n", + "\n**2.3.3 Risk Assessment Accuracy**\n\n* Are the downside risks (geopolitics, fragmentation, inflation, climate) accurately summarized from the \"Risks\" section?\n* Are the potential upside risks (US growth, disinflation) correctly identified?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify content consistency.\n", + "\n**2.4.1 Regional Forecasts & Drivers**\n\n* Are the growth forecasts and key trends for EAP, ECA, LAC, MNA, SAR, and SSA numerically accurate?\n* Are the specific drivers (e.g., China slowdown, conflict impact) correctly attributed to the respective regions?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., Regional Tables), your answer should also be **no**.\n* Otherwise, verify numerical accuracy.\n", + "\n**2.5.1 Public Investment Chapter**\n\n* Is the \"Three Es\" policy package correctly listed?\n* Is the quantified impact of scaling up public investment (on output/private investment) accurate according to Chapter 3?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify content consistency.\n", + "\n**2.5.2 Small States Chapter**\n\n* Is the definition of \"small states\" (population <1.5m) correct?\n* Are the descriptions of debt evolution and fiscal vulnerability factually accurate according to Chapter 4?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify content consistency.\n", + "\n**2.6.1 Global & National Actions**\n\n* Does the summary of policy actions (trade, climate, debt, structural reforms) accurately reflect the report's recommendations?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify content consistency.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing external economic news, data, or interpretations not present in the provided report?\n* Are economic forecasts presented as projections, not guaranteed outcomes?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source, your answer should also be **no**.\n* Otherwise, verify content consistency.\n" + ] +} diff --git a/economics/World_Bank_GPE/GPE_June_2024/generation_task/statistics.yaml b/economics/World_Bank_GPE/GPE_June_2024/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..051e17b5ada2d66b09b9a3402805da2f221b2c5c --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2024/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/World_Bank_GPE/GPE_June_2024 +category: economics +input_metrics: + total_input_tokens: 125177 + generation_prompt_tokens: 1977 + materials_total_tokens: 123200 + material_count: 1 + pdf_total_pages: 220 + file_details: + - name: material.pdf + tokens: 123200 + pages: 220 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/economics/World_Bank_GPE/GPE_June_2024/material.pdf b/economics/World_Bank_GPE/GPE_June_2024/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..52d0b4ca9f498631dce469d8c8e42a9ad3bec773 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2024/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c3e8651399f27ff58fae9d867d76957fb4eb40a271650b1a40ee862f33fde6a2 +size 6774652 diff --git a/economics/World_Bank_GPE/GPE_June_2025/generation_task/instructions.md b/economics/World_Bank_GPE/GPE_June_2025/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..5040d0d73e7976482552ececdd100f6717da317a --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2025/generation_task/instructions.md @@ -0,0 +1,122 @@ +You are an AI assistant tasked with generating a **complete slide deck** based strictly on the provided material. The slides should clearly explain the financial results to media, the general public, and non-specialist audiences. You must use **only the information explicitly contained in the material**. + +The slides should help the audience: + +* Quickly understand **overall performance** +* Grasp **key financial numbers and growth drivers** +* Correctly interpret **GAAP vs non-GAAP figures** +* Understand **business segment performance** +* Avoid misinterpretation or over-analysis + +--- + +# Strict Constraints + +Below are the **hard constraints** you MUST satisfy. Slides violating these constraints are considered **incorrect**. + +## 1. Content Structure + +The slide deck must contain **15–20 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. Title & Overview + + * **Title Slide**: Must include the report title (Global Economic Prospects), date (June 2025), and a sub-header summarizing the main sentiment (e.g., "Global Growth Stabilizing at Weak Levels"). + * **Executive Summary**: A high-level bulleted list of the top-line narrative: Global growth slowing to 2.3% in 2025, the impact of trade barriers, and the challenges for Emerging Market and Developing Economies (EMDEs). + +2. Strategic Context + + * **Foreword Highlights**: Select key insights from Indermit Gill (Senior Vice President and Chief Economist). Focus on the "soft landing" narrative shift, the "grim predicament" for developing economies, and the three priorities (rebuild trade, restore fiscal order, accelerate job creation). + * **Purpose**: To provide the high-level policy narrative driving the economic analysis. + +3. Global Outlook (Chapter 1) + + * **Global Growth Data**: A detailed display of Real GDP growth forecasts for World, Advanced Economies, and EMDEs for 2025-2027 compared to 2024. + * *Requirement*: Explicitly mention the 2.3% global growth forecast for 2025 and the downgrade from January projections. + * **Key Drivers**: A slide explaining the drag from **trade tensions/tariffs** and **policy uncertainty**. + * *Requirement*: Mention the specific assumption regarding tariff rates (e.g., rates as of late May) and the impact on investment. + * **Inflation & Financial Conditions**: Summarize the trajectory of global inflation (averaging 2.9%) and the state of global financial conditions (tightness, volatility). + +4. Regional Outlooks (Chapter 2) + + * **Regional Summary**: A comparative overview of growth prospects across the six EMDE regions (EAP, ECA, LAC, MNA, SAR, SSA). + * **Specific Highlights**: + * *East Asia and Pacific (EAP)*: Focus on the slowdown to 4.5% in 2025 and China's trajectory. + * *South Asia (SAR)*: Highlight its position as the fastest-growing region (5.8% in 2025). + * *Latin America & Caribbean (LAC)*: Note the low growth projection (2.3%). + * *Others*: Briefly touch on key drivers for ECA, MNA, and SSA (conflict, commodity prices). + +5. Thematic Deep Dives (Chapters 3 & 4) + + * **Foreign Direct Investment (FDI)**: Summarize the decline in FDI inflows to EMDEs (less than 2% of GDP). + * *Requirement*: List the "three-pronged strategy" policy recommendation (attract FDI, amplify benefits, global cooperation). + * **Fragility & Conflict (FCS)**: A dedicated slide on the economic toll of conflict. + * *Requirement*: Include the statistic regarding the cumulative loss in per capita GDP (approx. 20% five years after onset) and the concentration of global poverty in FCS economies. + +6. Risks & Policies + + * **Risks to the Outlook**: A summary slide distinguishing between Downside Risks (trade escalation, financial stress, conflict) and Upside Risks (trade resolution, productivity gains from AI). + * **Policy Challenges**: Summarize the need for global cooperation (trade, debt, climate) and national policies (fiscal buffers, structural reforms). +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information in the material. You must not fabricate additional experiments or modify or reinterpret the authors' claims. + * Specially, forward-looking statements: + * Must be summarized neutrally + * Must not be expanded or reinterpreted + * Risk factors: + * May be summarized as “The company notes standard forward-looking risks” + * Do not list or elaborate unless the material itself emphasizes them +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: Accurately reference the material's results, diagrams, and examples. + * If a slide uses data from the material, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the material) shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* **Quantitative Coverage**: Ensure that key quantitative data (possibly presented in tables or charts in the material) are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data). + * The slide deck must include at least 5 slides with quantitative details. + +* **Numerical Exactness Rules**: All numbers must: + * Match the material **exactly** + * Preserve units (billions, millions, etc.) + * Preserve GAAP / non-GAAP labels + * Growth rates must not be recomputed unless explicitly stated + +* **Table & Chart Traceability and Annotation**: Ensure that any tables and charts in your slide deck are consistent with the material. Specifically, for every table and chart in the slides: + * If it is directly copied from the material, clearly indicate on the slide which figure or table it corresponds to in the material (e.g., page X in the material). + * If it is newly plotted based on data from the material, clearly specify which section of the material the data are taken from (e.g., page X). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. + * For charts, every axis, unit, and label must be explicit + +* **Point-Level Accuracy for Plots**: If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the material. Note that the values must be **precisely** the same, not just the shape of the graph. + +* **Conceptual Illustration**: The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than factual data reported in the material. + + +## 5. Presentation Tone and Audience + +* **Tone:** The tone should be informative, clear, neutral, and appropriate for a media audience. Avoid casual or informal conversational language. Also avoid academic phrasing, persuasive or promotional wording, and any expression of personal opinion or judgment. Maintain a consistent tone throughout the slide deck. +* **Audience:** The intended audience is identical to that of the earnings material (media, journalists, and the general public). The slides must not assume professional financial, accounting, or investment expertise, and must avoid too many technical jargon. + diff --git a/economics/World_Bank_GPE/GPE_June_2025/generation_task/judge_prompt.json b/economics/World_Bank_GPE/GPE_June_2025/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..b6c9d2fb27db1d4360ab7de645a06e1c82dcd44a --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2025/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\n### **1.1 Title & Overview**\n\n**Does the title slide include all required identification information?**\n\nThe title slide should explicitly include:\n\n* Report title (**Global Economic Prospects**)\n* Date (**June 2025**)\n* A short sentiment sub-header summarizing the outlook (e.g., “Global Growth Stabilizing at Weak Levels”)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which required element(s) are missing.\n", + "\n**Is there a clearly identifiable Executive Summary part immediately following the title?**\n\nThe Executive Summary should:\n\n* Highlight the **2.3% global growth forecast for 2025**\n* Mention the **impact of trade barriers**\n* Note the **challenges for Emerging Market and Developing Economies (EMDEs)**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which key narrative point is missing.\n", + "\n**Is there a dedicated slide summarizing the Foreword?**\n\nThis slide should:\n\n* Include key insights from **Indermit Gill** (Senior Vice President and Chief Economist)\n* Highlight the **\"soft landing\" narrative shift**\n* Mention the **\"grim predicament\"** for developing economies\n* List the **three priorities**: rebuild trade, restore fiscal order, accelerate job creation\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which strategic insight is missing.\n", + "\n**Is there a slide summarizing Global Growth Data?**\n\nThe slide should include:\n\n* **Real GDP growth forecasts** for World, Advanced Economies, and EMDEs\n* Forecasts for **2025-2027** compared to **2024**\n* Explicit mention of the **downgrade from January projections**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which growth metric or comparison is missing.\n", + "\n**Is there a slide explaining Key Drivers of the outlook?**\n\nThe slide should cover:\n\n* The drag from **trade tensions/tariffs**\n* The impact of **policy uncertainty**\n* The specific assumption regarding **tariff rates** (e.g., rates as of late May)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which driver or assumption is missing.\n", + "\n**Is there a slide summarizing Inflation & Financial Conditions?**\n\nThe slide should include:\n\n* Global inflation trajectory (averaging **2.9%**)\n* The state of **global financial conditions** (tightness, volatility)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify whether inflation or financial conditions are omitted.\n", + "\n**Is there a dedicated section covering Regional Outlooks?**\n\nThe section should include:\n\n* A comparative overview of growth prospects across the six EMDE regions:\n * **East Asia and Pacific (EAP)**\n * **Europe and Central Asia (ECA)**\n * **Latin America & Caribbean (LAC)**\n * **Middle East and North Africa (MNA)**\n * **South Asia (SAR)**\n * **Sub-Saharan Africa (SSA)**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which region is missing.\n", + "\n**Are specific regional highlights included?**\n\nThe slides should mention:\n\n* **EAP**: Slowdown to 4.5% in 2025 and China's trajectory\n* **SAR**: Position as the fastest-growing region (5.8% in 2025)\n* **LAC**: Low growth projection (2.3%)\n* **Key drivers for other regions** (e.g., conflict for MNA/ECA, commodity prices for SSA)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which regional highlight is missing.\n", + "\n**Is there a dedicated slide on Foreign Direct Investment (FDI)?**\n\nThe slide should cover:\n\n* The decline in FDI inflows to EMDEs (less than **2% of GDP**)\n* The **\"three-pronged strategy\"** policy recommendation (attract FDI, amplify benefits, global cooperation)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which FDI component is missing.\n", + "\n**Is there a dedicated slide on Fragility & Conflict (FCS)?**\n\nThe slide should include:\n\n* The **economic toll of conflict**\n* The statistic regarding **cumulative loss in per capita GDP** (approx. 20% five years after onset)\n* The **concentration of global poverty** in FCS economies\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which FCS detail is missing.\n", + "\n**Is there a slide summarizing Risks to the Outlook?**\n\nThe slide should distinguish between:\n\n* **Downside Risks**: Trade escalation, financial stress, conflict\n* **Upside Risks**: Trade resolution, productivity gains from AI\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which risk category is missing.\n", + "\n**Is there a slide summarizing Policy Challenges?**\n\nThe slide should cover:\n\n* Need for **global cooperation** (trade, debt, climate)\n* Need for **national policies** (fiscal buffers, structural reforms)\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which policy area is missing.\n", + "\n**Does the slide deck include all required major sections in the prescribed order?**\n\nRequired sections include:\n\n1. Title & Overview\n2. Strategic Context\n3. Global Outlook (Chapter 1)\n4. Regional Outlooks (Chapter 2)\n5. Thematic Deep Dives (Chapters 3 & 4)\n6. Risks & Policies\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify which section is missing, reordered, or merged incorrectly.\n" + ], + "material_dependent_checklist_2": [ + "\n**2.1.1 Title Slide Metadata**\n\n* Does the title slide correctly state:\n * Report title (**Global Economic Prospects**)?\n * Date (**June 2025**)?\n* Is the sub-header sentiment (e.g., “Global Growth Stabilizing at Weak Levels”) consistent with the tone of the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1, Figure 1.1*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.1.2 Executive Summary Accuracy**\n\n* Is the **2.3% global growth forecast for 2025** stated correctly?\n* Are the impacts of **trade barriers** and **EMDE challenges** accurately summarized according to the Executive Summary of the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Executive Summary, page xvii*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.2.1 Foreword Insights**\n\n* Are insights attributed correctly to **Indermit Gill**?\n* Does the slide accurately reflect the **\"soft landing\" narrative shift** and the **\"grim predicament\"** for developing economies?\n* Are the three priorities (**rebuild trade, restore fiscal order, accelerate job creation**) listed correctly?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Foreword, page xv*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.1 Global Growth Data**\n\n* Are **Real GDP growth forecasts** for World, Advanced Economies, and EMDEs for **2025-2027** numerically correct (matching **Table 1.1**)?\n* Is the **2.3% forecast for 2025** explicitly stated?\n* Is the **downgrade from January projections** accurately represented?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.2 Drivers & Assumptions**\n\n* Are **trade tensions/tariffs** and **policy uncertainty** correctly identified as key drags?\n* Is the assumption regarding **tariff rates (as of late May)** stated accurately?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1 text*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.3.3 Inflation & Financial Conditions**\n\n* Is the **global inflation forecast (averaging 2.9%)** correct?\n* Is the description of **global financial conditions** (tightness, volatility) consistent with the report?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1 text, Figure 1.5*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.4.1 Regional Growth Forecasts**\n\n* Are growth projections for **EAP (4.5% in 2025)**, **SAR (5.8% in 2025)**, and **LAC (2.3% in 2025)** numerically correct?\n* Are the drivers for **ECA, MNA, and SSA** (conflict, commodity prices) accurately summarized?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 2 tables*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.1 FDI Trends & Policies**\n\n* Is the **decline in FDI inflows to EMDEs (less than 2% of GDP)** stated correctly?\n* Is the **\"three-pronged strategy\"** (attract FDI, amplify benefits, global cooperation) accurately listed?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 3 text, Figure 3.1*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.5.2 Fragility & Conflict Impact**\n\n* Is the **cumulative loss in per capita GDP (approx. 20% five years after onset)** stated correctly?\n* Is the **concentration of global poverty in FCS economies** accurately described?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 4 text, Figure 4.10*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.1 Risks Categorization**\n\n* Are **Downside Risks** (trade escalation, financial stress, conflict) correctly identified?\n* Are **Upside Risks** (trade resolution, AI productivity gains) correctly identified?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Chapter 1 text*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.6.2 Policy Recommendations**\n\n* Are recommendations for **global cooperation** (trade, debt, climate) and **national policies** (fiscal buffers, structural reforms) accurately summarized?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Executive Summary, Chapter 1*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n", + "\n**2.7.1 No Fabricated Content**\n\n* Does the slide deck avoid introducing facts, forecasts, or interpretations not present in the report?\n* Are forward-looking statements properly labeled as forecasts (f) or projections?\n\n**Note:**\n* If the slide deck does **not** include this content, your answer should be **no**.\n* If any quantitative content (numerical data) is included but the slide does **not** clearly cite the data source (e.g., *Table 1.1*), your answer should also be **no**.\n* Otherwise, verify consistency with the background material. If any inconsistency exists, answer \"no\" and specify the exact discrepancy.\n" + ] +} diff --git a/economics/World_Bank_GPE/GPE_June_2025/generation_task/statistics.yaml b/economics/World_Bank_GPE/GPE_June_2025/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..08310ee1f843a1975e6648892e97262b5464ac92 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2025/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: economics/World_Bank_GPE/GPE_June_2025 +category: economics +input_metrics: + total_input_tokens: 144312 + generation_prompt_tokens: 2072 + materials_total_tokens: 142240 + material_count: 1 + pdf_total_pages: 254 + file_details: + - name: material.pdf + tokens: 142240 + pages: 254 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/economics/World_Bank_GPE/GPE_June_2025/material.pdf b/economics/World_Bank_GPE/GPE_June_2025/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5d8fe90c71aed8393fafc17febe8c9365d23a1b3 --- /dev/null +++ b/economics/World_Bank_GPE/GPE_June_2025/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f3f1f5153c7c04a09271b0e7740566857e5f795bbbc7e002d832a534c27f5715 +size 5947192 diff --git a/economics/common_judge_prompt.json b/economics/common_judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2ccbd7e28c03c4220e8192666b55c6c959f80802 --- /dev/null +++ b/economics/common_judge_prompt.json @@ -0,0 +1,68 @@ +{ + "material_independent_prefix": "You are an expert in evaluating presentation slides.\n\nAn AI agent is tasked with creating a complete presentation slide deck based solely on the provided material. The objective is for the agent to generate, comprehensive, and logically-structured slide deck for media and the general public.\n\nYour task is to **evaluate the slides generated by that AI agent based on the requirement provided below**. The AI-generated slides are provided to you. \n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_independent_checklist_1": [ + { + "__type__": "partial", + "func": "utils.count_pages.check_slide_count", + "args": [], + "keywords": { + "min_count": 15, + "max_count": 20 + } + }, + "\n**Clarity of Key Points**\n\n* Does the slide deck maintain a clear and focused central theme throughout?\n \n If **no**, explain where the clarity is lacking.\n", + "\n**Logical Flow**\n\n* Does the slide deck follow a logical progression from one point to the next?\n\n If **no**, identify specific slides that break the flow.\n", + "\n**Relevance of Information**\n\n* Does each slide contain only the most relevant information, and are the slide titles well aligned with the slide content?\n\n If **no**, identify slides that contain extraneous or irrelevant details, or whose titles do not accurately reflect their content.\n", + "\n**Avoidance of Placeholder Slides**\n\n* Are there no slides with just an introductory sentence and no real content (e.g., \"Introduction to Research\")?\n\n If **no**, mention which slide(s) are too generic or contain placeholders.\n", + "\n**Slide Titles**\n\n* Are the titles clear and do they accurately reflect the content of each slide?\n\n If **no**, list any titles that are unclear or misleading.\n", + "\n**Conciseness**\n\n* Are the slides concise, with minimal unnecessary wording?\n\n If **no**, identify slides that are overly verbose.\n", + "\n**Suitability for Presentation**\n\n* Is the slide deck suitable for a formal presentation (e.g., for media and the general public)?\n\n If **no**, explain why the slide deck is not suitable (e.g., inappropriate language style and visual style, unclear structure, lack of emphasis on key points, or poor alignment with the target audience).\n", + "\n**Slide-Only Content Compliance**\n\n* Does the slide deck avoid including non-slide content such as scripts, narration, design rationales, or prompts?\n\n If **no**, specify which slides contain non-slide content and describe the content included.\n", + "\n**Harmful or Biased Content**\n\n* Is the presentation free of harmful or biased content (e.g., images or text involving violence, sexual content, discrimination, illegal material, or anything that may cause psychological discomfort)?\n\n If **no**, specify which slides contain harmful or biased content.\n", + "\n**Spelling Accuracy**\n\n* Are all words spelled correctly?\n\n Note: Only evaluate spelling accuracy of words. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., existence of characters, garbling), and do not evaluate grammatical correctness.\n\n If **no**, specify any misspelled words and their location.\n", + "\n**Grammatical Accuracy**\n\n* Are all sentences grammatically correct?\n\n Note: Only evaluate grammatical correctness. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., nonexistent, garbled, or missing characters), and do not evaluate spelling accuracy.\n\n If **no**, specify the slide number and the exact location where the grammar is incorrect.\n", + "\n**Language Consistency**\n\n* Does the entire slide deck consistently use a single language (e.g., all English or all Chinese) without unintended mixing across slides or within individual slides?\n\n Note: Occasional use of standard technical terms (e.g., method names, dataset names, or commonly accepted English acronyms) is acceptable, as long as the primary presentation language remains consistent.\n\n If **no**, specify which slides contain mixed or inconsistent language usage (e.g., English titles with Chinese body text, untranslated labels, or mixed-language bullet points).\n" + ], + "material_independent_checklist_2": [ + "\n**Consistency in Design**\n\n* Is the design consistent across all slides (e.g., font, colors, layout)?\n\n If **no**, specify which slides deviate from the standard design.\n", + "\n**Balance of Text and Visuals**\n\n* Is there a good balance between text and visuals, avoiding overly text-heavy slides?\n\n If **no**, indicate which slides are text-heavy or overly reliant on images.\n", + "\n**Decorative Visual Elements**\n\n* Are the decorative visual elements (images, icons, etc.) used in moderation, avoiding an overly busy or cluttered slide design?\n\n If **no**, specify which slide contains too many decorative elements, making it look overly busy or cluttered.\n", + "\n**Relevance of Visual Elements**\n\n* Are the visual elements (images, icons, etc.) on each slide directly related to the content, contributing meaningfully to the slide's message?\n\n If **no**, specify which slide includes visual elements (images, icons) that are not closely related to the content of the slide.\n", + "\n**Layout Reasonableness**\n\n* Is the layout reasonable? For example, blank slides, slides that contain only a title without any content, or slides with large areas of empty space (without text or images) are generally inappropriate unless there is a clear justification, such as reserving space for content revealed through animations.\n\n If **no**, specify which slide has an unreasonable layout and explain why.\n", + "\n**Text and Content Overlap**\n\n* Is all text fully visible and unobstructed, with no overlap with other text or visual elements (images, charts, icons, shapes) that renders the text unreadable or completely obscures it?\n\n Note: Text with a transparent background image or other visual elements that do not significantly impair readability is not considered a violation. As long as the text remains legible and readable despite the visual elements, this condition is deemed acceptable.\n\n If **no**, specify the slide number(s) and indicate which text elements are overlapped or occluded.\n", + "\n**Visual Element Overlap**\n\n* Are images, charts, diagrams, and decorative visual elements arranged without overlapping or blocking each other in a way that causes visual clutter or hides important information?\n\n Note: If a foreground element overlaps a background element, and the background is primarily decorative and does not affect readability, this is considered acceptable. However, if foreground elements overlap each other, causing confusion or visual obstruction, this is considered a violation.\n \n If **no**, specify which slide(s) contain overlapping visual elements and describe the issue.\n", + "\n**Image Quality**\n\n* Are all images, diagrams, and graphs high-quality and legible?\n\n If **no**, mention specific slides with low-quality visuals.\n", + "\n**Appropriate Visuals**\n\n* Does the slide deck contain appropriate visuals (graphs, tables, diagrams) where necessary?\n\n If **no**, specify which slides lack proper visuals.\n", + "\n**Visual Appeal**\n\n* Are the slides visually appealing and easy to follow?\n\n If **no**, mention any slides with excessive text, crowded visuals, or poor design choices.\n", + "\n**Bullet Point Limitation**\n\n* Are no slides overcrowded with more than 6 bullet points (i.e., readable content)?\n\n If **no**, mention which slide(s) contain excessive information.\n", + "\n**Font Size and Legibility**\n\n* Are the fonts large enough to be easily readable from a distance?\n\n If **no**, specify any slides where text is too small.\n", + "\n**Consistency of Graphical Information Representation**\n\n* Are all graphs, diagrams, flowcharts, charts, and tables presented consistently in terms of style and formatting?\n\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify any inconsistencies in graphical information representation. \n", + "\n**Logical Consistency of Graphical Information**\n\n* Are the visuals themselves logically consistent, such that the height of each bar in bar charts or line charts is proportional to the corresponding numerical value, and the angle of each sector in pie charts is proportional to its numerical value? \n\n Note: For this criterion, you should assess only the internal logical consistency of the visuals themselves, not whether the data shown matches the values reported in the original material. If the slide deck does not contain graphs, diagrams, flowcharts, charts, and tables, your answer should be \"no\".\n\n If **no**, specify which visual elements (e.g. which bar chart / pie chart in which slide) in the charts do not follow the correct proportional relationship. \n", + "\n**Clarity of Graphical Information**\n\n* Are all charts and figures clearly annotated (i.e., understandable to the audience)?\n\n For static charts, such as bar charts, line charts, pie charts, and tables, you should check if the axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary.\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify which charts (e.g., bar chart in Slide 4, line plot in Slide 7) lack necessary annotation elements (axis labels, units, legends, captions, etc.).\n", + "\n**Clarity of Text**\n\n* Is all generated text clear, with no missing or incorrect characters or words?\n\n Note: Only consider whether the characters/letters themselves are valid and correctly rendered (e.g., no nonexistent or garbled characters). Do not consider spelling accuracy or grammatical correctness.\n\n If **no**, specify the slide number and the exact location where the text is unclear or contains erroneous characters.\n", + "\n**Typographical Accuracy**\n\n* Are all words, labels, axis titles, annotations, and text elements free of typographical errors?\n\n The slide deck should ensure consistent font, font size and line spacing within the same block of text. All text must use correct and consistent capitalization styles throughout the slides.\n \n Note: Only evaluate typographical and formatting aspects. Do not consider character validity or rendering (e.g., nonexistent or garbled characters), spelling accuracy, or grammatical correctness.\n\n If **no**, list specific slides and the errors found.\n" + ], + "material_dependent_prefix": "You are an expert in evaluating presentation slides.\n\nAn AI agent is tasked with creating a complete presentation slide deck based solely on the provided material. The objective is for the agent to generate a professional, comprehensive, and logically-structured slide deck suitable for a presentation for media and the general public.\n\nYour task is to **evaluate the slides generated by that AI agent based on the requirement provided below**. The AI-generated slides are provided to you as File 1, and the original material that the AI agent relied on is provided to you in the subsequent files.\n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_dependent_checklist_3": [ + "\n Is all content on Slide 1 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 2 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 3 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 4 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 5 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 6 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 7 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 8 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 9 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 10 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 11 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 12 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 13 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 14 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 15 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 16 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 17 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 18 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 19 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 20 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n" + ] +} diff --git a/economics/judge_weights.yaml b/economics/judge_weights.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6068cc7e57121c016a3cb41b8b5b150bd45f643 --- /dev/null +++ b/economics/judge_weights.yaml @@ -0,0 +1,9 @@ +# total: 100.0 +material_independent: + "1": 20.0 + "2": 20.0 +material_dependent: + "1": 20.0 + "2": 20.0 + "3": 20.0 + diff --git a/education/CSAPP-Lectures_2015Fall/Computer Systems A Programmers Perspective (Bryant, Randal EOHallaron, David R).pdf b/education/CSAPP-Lectures_2015Fall/Computer Systems A Programmers Perspective (Bryant, Randal EOHallaron, David R).pdf new file mode 100644 index 0000000000000000000000000000000000000000..db1e44d75e7e10db1b7485091bdf8eb47165985a --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Computer Systems A Programmers Perspective (Bryant, Randal EOHallaron, David R).pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:54bcc0543c3f298161c8c80bb655d98bf6255c1efa1896fe3301d0405a9d67b8 +size 18604411 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture01/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture01/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..b911392b0ccb58f3b447e32bcc2490d3e7702048 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture01/generation_task/instructions.md @@ -0,0 +1,154 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Course Title:** "15-213/18-213/15-513: Introduction to Computer Systems" + * **Instructors:** Randal E. Bryant and David R. O'Hallaron + * **University Context:** Carnegie Mellon University (CMU) + * **Core Sentiment:** The course that gives CMU its "Zip"! + +2. **Agenda / Outline** + * **Course Theme:** Abstraction Is Good But Don't Forget Reality + * **The Five Great Realities:** A deep dive into how computer systems actually behave. + * **Curriculum Context:** How this course fits into the CS/ECE curriculum (Foundation of Computer Systems). + * **Logistics:** Staff, Textbooks, Labs, Exams, and Integrity Policies. + +3. **Theoretical Foundations: Course Theme** + * **The Abstraction Limit:** Acknowledge that while CS emphasizes abstraction (ADTs, asymptotic analysis), these abstractions break down in the presence of bugs or performance constraints. + * **The Goal:** Explain that understanding underlying implementations allows students to be effective programmers who can eliminate bugs efficiently and tune for performance. + * **Preparation:** Highlight this course as the prerequisite for "systems" classes (Compilers, OS, Networks, Architecture). + +4. **Great Reality #1: Ints are not Integers, Floats are not Reals** + * **Arithmetic Properties:** Explain that computer arithmetic does not generate random values but follows specific rules (Ring properties for Ints, Ordering properties for Floats). + * **The Overflow Problem:** Illustrate with examples where $x^2 \ge 0$ fails for floats and large multiplications overflow for ints. + * **Associativity Gaps:** Show how floating-point addition is not associative due to precision limits. + +5. **Great Reality #2: You've Got to Know Assembly** + * **The Misconception:** Address the belief that assembly is unnecessary due to advanced compilers. + * **The Reality:** Argue that understanding assembly is key to understanding the machine-level execution model. + * **Applications:** List critical use cases: debugging, tuning performance, implementing system software, and fighting malware (x86 assembly). + +6. **Great Reality #3: Memory Matters** + * **Unphysical Abstraction:** Debunk the idea that Random Access Memory (RAM) is unbounded or uniform. + * **The Risks:** Detail the consequences of memory referencing bugs (e.g., C/C++ lacking memory protection, out-of-bounds errors). + * **Performance Impact:** Explain how cache and virtual memory effects can drastically alter program speed. + * **Visual Example:** Use the struct/array overflow example to show how writing past an array modifies unrelated variables. + +7. **Great Reality #4: Performance Beyond Asymptotics** + * **Constant Factors:** Emphasize that "Big O" is not the only metric; constant factors and exact operation counts matter. + * **Code Optimization:** Show that there can be a 10:1 performance range based on how code is written (algorithm, data representation, loops). + * **Memory System Example:** Present the matrix copy benchmark (copyij vs copyji) where changing loop order results in massive throughput differences due to stride and memory hierarchy. + +8. **Great Reality #5: Computers Do More Than Execute Programs** + * **I/O and Networking:** Explain that systems must get data in and out and communicate over networks. + * **System Complexity:** Discuss the issues arising from concurrency, unreliable media, and cross-platform compatibility. + * **Reliability:** Note that the I/O system is critical to overall program reliability. + +9. **Course Components & Labs (The "Heart" of the Course)** + * **Lab Rationale:** Explain the goal of "winning contests" and gaining new skills through 7 specific labs. + * **Lab Sequence:** + * **L1 (Datalab):** Manipulating bits. + * **L2 (Bomblab):** Defusing a binary bomb. + * **L3 (Attacklab):** Code injection attacks. + * **L4 (Cachelab):** Cache simulation and locality. + * **L5 (Tshlab):** Writing a Unix shell (concurrency). + * **L6 (Malloclab):** Writing a malloc package. + * **L7 (Proxylab):** Writing a Web proxy (networking). + * **Tools:** Introduce Autolab for grading/scoreboards and the "Shark machines" (Intel cluster) for execution. + +10. **Policies & Academic Integrity** + * **Cheating Defined:** explicitly list forbidden actions (sharing code, coaching, looking up solutions) vs. allowed actions (high-level design help). + * **Consequences:** Removal from course, failing grade, and permanent record marks. + * **Grace Days:** Explain the policy of 5 grace days for the semester to handle minor setbacks/illness. + * **Textbook Importance:** Stress the reliance on "Computer Systems: A Programmer's Perspective, Third Edition" (CS:APP3e). + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture01/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture01/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..8a69a52d134794f51bb604dce9bb0e1b7244aa21 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture01/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of Title and Instructors**\n* Does the document/slide clearly identify the course codes and title (15-213/18-213/15-513: Introduction to Computer Systems)?\n* Are the instructors explicitly named (Randal E. Bryant and David R. O'Hallaron)?\n* Is the core sentiment included: \"The course that gives CMU its Zip!\"?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Curriculum Context**\n* Does the material explain the course's role as the \"Foundation of Computer Systems\"?\n* Is it positioned as a prerequisite for later systems classes like Compilers, OS, Networks, and Architecture?\n If no, indicate if the \"cross-disciplinary\" nature of the course is omitted.\n", + "\n**The Limits of Abstraction**\n* Does the content explicitly state the theme: \"Abstraction Is Good But Don't Forget Reality\"?\n* Is the limitation of standard CS abstractions (like asymptotic analysis and ADTs) acknowledged, especially in the presence of bugs?\n", + "\n**Desired Outcomes**\n* Are the specific student outcomes listed?\n * Becoming effective programmers (finding/eliminating bugs).\n * Understanding and tuning program performance.\n * Preparing for systems-level classes.\n", + "\n**Ints and Floats**\n* Is the distinction made that \"Ints are not Integers\" and \"Floats are not Reals\"?\n* Does the content explain that computer arithmetic does not generate random values but follows specific rules (Ring properties for Ints, Ordering properties for Floats)?\n", + "\n**Specific Anomalies**\n* Are the mathematical paradoxes included?\n * Example 1: Is $x^2 \\ge 0$? (Floats: Yes, Ints: No due to overflow) .\n * Example 2: Associativity $(x+y)+z = x+(y+z)$? (Ints: Yes, Floats: No due to rounding) .\n", + "\n**The Necessity of Assembly**\n* Is the argument made that \"You've got to know assembly\" even if you never write it?\n* Are the use cases listed: debugging, tuning performance, implementing system software, and fighting malware?\n", + "\n**Memory Abstractions**\n* Does the content debunk the \"Unphysical Abstraction\" of Random Access Memory?\n* Are the risks of C/C++ memory protection explicitly mentioned (Out of bounds, invalid pointers, malloc abuses)?\n", + "\n**Performance Factors**\n* Is the statement made that \"Constant factors matter too\" beyond asymptotic complexity?\n* Is the \"10:1 performance range\" cited depending on code structure (loops, data representation)?\n", + "\n**System Complexity**\n* Does the material cover that computers need to communicate (I/O and Networks)?\n* Are the challenges of concurrency and unreliable media mentioned?\n", + "\n**Labs and Facilities**\n* Are the 7 specific labs listed (Datalab, Bomblab, Attacklab, Cachelab, Tshlab, Malloclab, Proxylab)?\n* Is the \"Intel Computer Systems Cluster\" (Shark machines) identified as the facility for labs?\n", + "\n**Grading and Integrity**\n* Is the breakdown provided: Exams (50%) and Labs (50%)?\n* Is the \"Grace Day\" policy (5 days total, max 2 per lab) explained?\n" + ], + "material_dependent_checklist_2": [ + "\n**Overflow Accuracy:** Does the content accurately cite the integer overflow example where $40000 * 40000$ results in a negative number or specific overflow behavior?\n* Detail Check: Verify the contrast with Floats where $1e20 + -1e20 + 3.14$ yields different results based on grouping.\n", + "\n**Mathematical Properties:** Are \"Ring properties\" (commutativity, associativity, distributivity) correctly attributed to Integer operations?\n", + "\n**The Struct Example:** Is the specific \"Memory Referencing Bug Example\" present, showing a `struct_t` with `int a[2]` and `double d`?\n* Detail Check: Does it explain that writing to `a[i]` where `i` is out of bounds (e.g., 6) corrupts the `double d` variable?\n", + "\n**System Dependence:** Is it noted that the result of such bugs (Segmentation fault vs. silent corruption) is system specific?\n", + "\n**Matrix Copy Example:** Is the `copyij` vs `copyji` comparison used to illustrate memory hierarchy performance?\n* Detail Check: Verify the statistic that `copyij` (4.3ms) is significantly faster than `copyji` (81.8ms) due to stride and cache efficiency.\n", + "\n**Visual Data:** Is the 3D \"Read throughput\" graph included to visualize the impact of stride and size on performance?\n", + "\n**Cheating Definition:** Are the specific forbidden actions listed: Sharing code, coaching line-by-line, and searching the web for solutions?\n* Detail Check: Ensure the distinction is made that \"High-level design\" help is NOT cheating.\n", + "\n**Penalty Accuracy:** Is the penalty defined as \"Removal from course with failing grade\" (no exceptions)?\n", + "\n**513 vs 213 Distinction:** Is the distinction made that 15-513 is for Grad students (video only) while 213 is for Undergrads (live lectures)?\n", + "\n**Autolab Features:** Is Autolab described as providing \"Autograding\" (instant feedback) and \"Scoreboards\" (anonymized rank-ordered summaries)?\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture01/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture01/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8302d980f4158051d9ded643ac5d3d76986a34d6 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture01/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture01 +category: education +input_metrics: + total_input_tokens: 24380 + generation_prompt_tokens: 2540 + materials_total_tokens: 21840 + material_count: 1 + pdf_total_pages: 39 + file_details: + - name: material.pdf + tokens: 21840 + pages: 39 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture01/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture01/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d3155be1fbd412fa916252589f729e6939236261 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture01/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:93419ee7df0fe8e2abc41d14501cf91ea1e4a13bd436d01d56d59a1afe605220 +size 8377884 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture02/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture02/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..953894481dda7301cf9cb7ce2fdd9d25b3952736 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture02/generation_task/instructions.md @@ -0,0 +1,147 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * Lecture Title (e.g., "Integer Representation") + * Course Context (CS:APP Sections 2.1-2.3) + +2. **Agenda / Outline** + * Information Storage (2.1) + * Integer Representations (2.2) + * Integer Arithmetic (2.3) + +3. **Information Storage: Hexadecimal & Words (Section 2.1)** + * **Hexadecimal Notation (Section 2.1.1):** Definition, conversion between Hex/Binary/Decimal (you may use Figure 2.2). + * **Data Sizes (Section 2.1.2):** Word size definition (32-bit vs. 64-bit), relations to address space. + * **Byte Ordering (Section 2.1.3):** Define Big Endian vs. Little Endian with a visual memory example (e.g., storing `0x01234567`). + * **Strings (Section 2.1.4):** ASCII/Unicode representation (null terminator). + +4. **Boolean Algebra & Bit-Level Operations (Section 2.1)** + * **Boolean Algebra (Section 2.1.6):** Basic operations (`~`, `&`, `|`, `^`). + * **Bitwise Operations in C (Section 2.1.7):** AND, OR, XOR, NOT. Include "Masking" examples. + * **Logical vs. Bitwise (Section 2.1.8):** Contrast `&&`, `||`, `!` vs `&`, `|`, `~`. + * **Shift Operations (Section 2.1.9):** Left Shift (`<<`). + * **Right Shifts (Section 2.1.9):** Crucial distinction between **Logical Right Shift** (fill with zeros) and **Arithmetic Right Shift** (sign extension). + +5. **Integer Representations: Encodings (Section 2.2)** + * **Integral Data Types (Section 2.2.1)**: Typical ranges for C integral data types for 32-bit programs. (Figure 2.9) + * **Unsigned Encoding ($B2U_w$) (Section 2.2.2):** Formal definition (Equation 2.1), visual weight explanation. + * **Two's Complement Encoding ($B2T_w$) (Section 2.2.3):** Formal definition (Equation 2.3), the "Sign Bit" (negative weight). + * **Numeric Ranges (Section 2.2.3):** Define $UMax$, $TMin$, $TMax$. + * **Asymmetry (Section 2.2.3):** Explain why $|TMin| = |TMax| + 1$. + +6. **Conversions & Resizing (Section 2.2)** + * **Casting (Section 2.2.4):** Signed $\leftrightarrow$ Unsigned rules (Bit pattern is preserved, value changes). + * **Expansion (Section 2.2.6):** Zero Extension (for Unsigned) and sign Extension (for Two's Complement). + * **Truncation (Section 2.2.7):** Effects of dropping high-order bits (mod $2^k$). + +7. **Integer Arithmetic: Addition & Negation (Section 2.3)** + * **Unsigned Addition (Section 2.3.1):** Modular arithmetic, Carry/Overflow. + * **Two's Complement Addition (Section 2.3.2):** Bit-level identity to unsigned addition. + * **Overflow Detection:** + * Positive Overflow (Pos + Pos = Neg). + * Negative Overflow (Neg + Neg = Pos). + * **Negation (Section 2.3.3):** Techniques to compute $-x$ (Complement + 1). + +8. **Integer Arithmetic: Multiplication & Division (Section 2.3)** + * **Unsigned Multiplication (Section 2.3.4):** Truncating the $2w$-bit product to $w$ bits (equivalent to modulo $2^w$). + * **Two's Complement Multiplication (Section 2.3.5):** Bit-level equivalence to unsigned multiplication (identical binary pattern when truncated to $w$ bits). + * **Power-of-2 Multiplication (Section 2.3.6):** Using Left Shift (`x << k`). + * **Power-of-2 Division (Section 2.3.7):** + * Unsigned: Logical Right Shift. + * Signed: Arithmetic Right Shift (rounding issues/biasing). + +9. **Summary / Key Takeaways** + * Bits are just data; interpretation depends on encoding (Signed/Unsigned). + * Finite representation leads to Overflow. + * Bit-level understanding is crucial for security and debugging. + +--- + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture02/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture02/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a16d4f58f84474c79d138400af20088145ae1461 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture02/generation_task/judge_prompt.json @@ -0,0 +1,71 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title Slide**\n\n* Is there a dedicated title slide that clearly includes:\n\n * The lecture title?\n * The course context (e.g., *CS:APP Chapter 2*)?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether the title slide is missing entirely or which required elements are absent.\n", + "\n**Coverage of All Sections in the Agenda**\n\n* Is there an Agenda / Outline slide that explicitly lists all of the following sections?\n\n * Information Storage (2.1)\n * Integer Representations (2.2)\n * Integer Arithmetic (2.3)\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, indicate which sections are missing, or replaced.\n", + "\n**Introduction of Hexadecimal Notation**\n\n* Is hexadecimal notation explicitly introduced in at least one slide?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether hexadecimal is only implicitly used without explanation.\n", + "\n**Explanation of Hex–Binary–Decimal Conversions**\n\n* Are conversions between hexadecimal and binary/decimal demonstrated (e.g., similar to Figure 2.2 in the textbook), with the conversion logic explained?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, clarify whether the content is completely missing or whether only final results are shown without explanation.\n", + "\n**Explanation of Data Sizes and Word Size**\n\n* Is the concept of *word size* clearly explained, including a distinction between 32-bit and 64-bit systems?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, indicate whether the concept is missing or presented ambiguously.\n", + "\n**Systematic Explanation of Byte Ordering**\n\n* Is there a slide explaining **Big Endian** and **Little Endian**, supported by concrete numerical examples?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify theirIf **no** correctness.\n If **no**, specify whether byte ordering is not mentioned at all or described only verbally without examples.\n", + "\n**Coverage of String Representation**\n\n* Is the in-memory representation of strings explained, including ASCII / Unicode encoding and the null terminator?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify which key elements are missing.\n", + "\n**Completeness of Boolean Algebra Operations**\n\n* Are the meanings of the basic Boolean operators (`~`, `&`, `|`, `^`) clearly introduced?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, identify which operators are missing.\n", + "\n**Examples of Bitwise Operations in C**\n\n* Are bitwise operations in C (e.g., masking) explained using concrete examples?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether examples are entirely absent or insufficiently explained.\n", + "\n**Distinction Between Logical and Bitwise Operators**\n\n* Is a clear distinction made between logical operators (`&&`, `||`, `!`) and bitwise operators (`&`, `|`, `~`)?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, indicate whether the two are conflated or not distinguished at all.\n", + "\n**Systematic Explanation of Shift Operations**\n\n* Are left shift (`<<`) and right shift (`>>`) operations explained in terms of their basic behavior?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, describe what aspects are missing.\n", + "\n**Distinction Between Logical and Arithmetic Right Shifts**\n\n* Are **logical right shift** and **arithmetic right shift** clearly distinguished, with an explanation of sign extension?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether only a generic “right shift” is mentioned without differentiation.\n", + "\n**Introduction of C Integral Data Types**\n\n* Are common C integral data types introduced along with their numerical ranges (under a 32-bit program model)?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, indicate whether the content is missing or the ranges are incorrect.\n", + "\n**Formal Definition of Unsigned Encoding ($B2U_w$)**\n\n* Is the unsigned encoding $B2U_w$ formally defined using a mathematical expression or an equivalent weighted interpretation (rather than an informal verbal description)?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify how the definition is incomplete.\n", + "\n**Formal Definition of Two’s Complement Encoding ($B2T_w$)**\n\n* Is $B2T_w$ formally defined, with explicit clarification of the negative weight of the sign bit?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify how the definition is incomplete.\n", + "\n**Systematic Summary of Numeric Ranges**\n\n* Are the definitions of $UMax$, $TMin$, and $TMax$ explicitly introduced?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, identify which quantities are missing.\n", + "\n**Explanation of Two’s Complement Asymmetry**\n\n* Is the relation $|TMin| = |TMax| + 1$ stated and explained?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether the conclusion itself is missing or whether the explanation of its cause is absent.\n", + "\n**Explanation of Signed ↔ Unsigned Casting**\n\n* Is it clearly stated that casting preserves the bit pattern and only changes the numerical interpretation?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, indicate whether the description is misleading.\n", + "\n**Zero Extension vs. Sign Extension**\n\n* Are **zero extension** (for unsigned values) and **sign extension** (for two’s complement values) both explained, with their differences clearly highlighted?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether one of them is not covered or whether the distinction between the two is not made explicit.\n", + "\n**Truncation**\n\n* Is truncation explained, including the fact that truncation is equivalent to taking the result modulo $2^k$?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, indicate whether truncation is described only as “dropping higher bits.”\n", + "\n**Unsigned Addition as Modular Arithmetic**\n\n* Is unsigned addition introduced and explicitly explained as arithmetic modulo (2^w)?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether unsigned addition is not introduced at all or whether its interpretation as modulo (2^w) arithmetic is not stated.\n", + "\n**Comparison Between Two’s Complement and Unsigned Addition**\n\n* Is it stated that two’s complement addition is bit-level identical to unsigned addition?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, indicate whether this equivalence is omitted.\n", + "\n**Coverage of Overflow Types**\n\n* Are both **positive overflow** and **negative overflow** conditions explained?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, identify which type is missing.\n", + "\n**Bit-Level Method for Negation**\n\n* Is negation ($-x$) explained using the bit-level rule “invert bits and add one”?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether only the final result is given without explanation.\n", + "\n**Truncation Rules in Multiplication**\n\n* Is it **explained** (rather than merely stated) that multiplication results are truncated to $w$ bits and are equivalent to modulo $2^w$ arithmetic?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, describe what is missing.\n", + "\n**Power-of-2 Division: Signed vs. Unsigned**\n\n* Is a clear distinction made between logical right shift for unsigned values and arithmetic right shift for signed values, including discussion of rounding issues?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify which aspects are not covered.\n", + "\n**Truncation Semantics of Unsigned Multiplication**\n\n* Is unsigned multiplication explained with the following points made explicit?\n\n * Multiplying two $w$-bit unsigned values produces a **$2w$-bit intermediate result**.\n * The final result is obtained by taking the value modulo $2^w$ (i.e., truncating the high-order bits).\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify:\n\n * Whether the topic is entirely missing;\n * Whether it is only briefly mentioned without systematic explanation;\n * Whether overflow is mentioned without explaining the modular arithmetic nature;\n * Or whether the $2w \rightarrow w$ bit-width transition is omitted.\n", + "\n**Two’s Complement Multiplication**\n\n* Is two’s complement multiplication explained with the following points clearly stated?\n\n * The bit-level implementation is **identical to unsigned multiplication**.\n * The difference lies solely in how the result is interpreted.\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify:\n\n * Whether the topic is entirely absent;\n * Whether it is incorrectly conflated with unsigned multiplication;\n * Whether bit-level equivalence is not mentioned;\n * Or whether the slides incorrectly imply different implementations.\n", + "\n**Power-of-2 Multiplication and Left Shift**\n\n* Is it explicitly stated that $x \times 2^k$ is equivalent to `x << k`;\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether only vague optimization hints are given without stating the equivalence.\n", + "\n**Unsigned Power-of-2 Division as Logical Right Shift**\n\n* Is it explicitly stated that dividing an unsigned value by $2^k$ is equivalent to a **logical right shift**?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether the slides merely mention “right shift” without qualification.\n", + "\n**Signed Power-of-2 Division as Arithmetic Right Shift**\n\n* Is it explicitly stated that dividing a signed two’s complement value by $2^k$ typically uses an **arithmetic right shift**, involving sign-bit extension?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether signed and unsigned division are not distinguished.\n", + "\n**Rounding Bias in Signed Power-of-2 Division**\n\n* Is it mentioned that arithmetic right shift for negative values can introduce **rounding bias**, making the result differ from mathematical integer division?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether rounding issues are completely ignored.\n", + "\n**Presence of a Dedicated Summary / Key Takeaways Slide**\n\n* Is there a dedicated slide summarizing the key ideas of the chapter?\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether the summary is entirely missing.\n", + "\n**Summary Focus on Core Insights**\n\n* Does the summary distill core conceptual insights rather than merely repeating definitions and formulas, such as:\n\n * Bits are just data; interpretation depends on encoding (signed vs. unsigned).\n * Finite representations inevitably lead to overflow.\n * Bit-level understanding is critical for security and debugging.\n\n Note: You only need to check whether the slides contain the required elements; you do not need to verify their correctness.\n If **no**, specify whether the summary is superficial or missing essential points.\n" + ], + "material_dependent_checklist_2": [ + "\n**Strict Adherence to Textbook Content**\n\n* Are the slides **strictly based only on concepts, terminology, and conclusions** appearing in *CS:APP Chapter 2.1–2.3*?\n If **no**, identify any concepts introduced beyond the textbook (e.g., caches, pipelines, Booth multiplication) or any conclusions not supported by the text.\n", + "\n**Avoidance of “Correction / Modernization / Reinterpretation”**\n\n* Do the slides avoid “correcting,” “simplifying with substitutions,” or “reinterpreting” the textbook content?\n If **no**, specify which parts of the content were modified or reinterpreted.\n", + "\n**Hexadecimal Definition Accuracy**\n\n* Is hexadecimal correctly defined as a base-16 representation using digits 0–9 and A–F?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Hex / Binary / Decimal Conversion Correctness**\n\n* Are all numerical conversions correct at the bit level, with no arithmetic errors?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Word Size and Address Space Relationship Accuracy**\n\n* Is the relationship among word size, address space, and pointer size described accurately?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Big-Endian / Little-Endian Description Accuracy**\n\n* Is the byte ordering of multi-byte data in memory described correctly?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**String Representation Consistency with Textbook**\n\n* Is a string accurately described as a sequence of characters terminated by a null terminator?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Boolean Operator Semantics Accuracy**\n\n* Do the semantics of `~`, `&`, `|`, and `^` match the textbook definitions?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Correct Distinction Between Bitwise and Logical Operations**\n\n* Are bitwise operations and logical operations clearly and correctly distinguished in terms of operands and results?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Masking Example Semantic Correctness**\n\n* Are all masking examples correct at the bit-level semantic level?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Shift Operation Behavior Accuracy**\n\n* Are the bit-filling behaviors of left shifts and right shifts described correctly?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Logical vs. Arithmetic Right Shift Distinction**\n\n* Is it correctly stated that logical right shift fills with zeros, while arithmetic right shift performs sign extension?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**C Integer Range Consistency**\n\n* Do all C integer ranges match *Figure 2.9* in the textbook (for 32-bit programs)?\n If **no**, indicate the exact slide and location of the error and specify which value in Figure 2.9 is inconsistent.\n", + "\n**Unsigned Encoding ($B2U_w$) Definition Accuracy**\n\n* Is $B2U_w$ accurately described as a weighted-sum interpretation for unsigned values?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Two’s Complement Encoding ($B2T_w$) Definition Accuracy**\n\n* Is the most significant bit correctly described as having weight $-2^{w-1}$?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Numeric Range Accuracy ($UMax$, $TMin$, $TMax$)**\n\n* Are the numeric ranges for unsigned and two’s complement values correctly stated and clearly distinguished?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Two’s Complement Asymmetry Explanation Accuracy**\n\n* Is the reason for $|TMin| = |TMax| + 1$ correctly attributed to the encoding space?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Signed ↔ Unsigned Casting Accuracy**\n\n* Is it correctly stated that casting does not change the bit pattern, only the interpretation?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Zero Extension vs. Sign Extension Distinction Accuracy**\n\n* Is it accurately described that unsigned extension fills with zeros, while signed extension replicates the sign bit?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Truncation Modulo Semantics Accuracy**\n\n* Is truncation correctly explained as being equivalent to modulo $2^k$ arithmetic?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Unsigned Addition Modulo Semantics Accuracy**\n\n* Is unsigned addition correctly explained as modulo $2^w$ arithmetic?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Two’s Complement Addition Bit-Level Equivalence Accuracy**\n\n* Is it correctly explained that two’s complement addition is bit-level identical to unsigned addition?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Overflow Detection Condition Accuracy**\n\n* Do the conditions for detecting positive and negative overflow match the textbook definitions?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Unsigned Multiplication Truncation Semantics Accuracy**\n\n* Is it correctly explained that a $2w$-bit product is truncated to $w$ bits, equivalent to modulo $2^w$?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Two’s Complement Multiplication Bit-Level Equivalence Accuracy**\n\n* Is it correctly explained that truncated two’s complement multiplication is bit-level identical to unsigned multiplication?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Power-of-Two Multiplication and Left Shift Equivalence Accuracy**\n\n* Is it correctly explained that $x \times 2^k \\equiv x \\ll k$ under integer semantics?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Unsigned Power-of-Two Division as Logical Right Shift Accuracy**\n\n* Is it correctly explained that unsigned division by $2^k$ uses logical right shift?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Signed Power-of-Two Division as Arithmetic Right Shift Accuracy**\n\n* Is it correctly explained that signed division by $2^k$ uses arithmetic right shift?\n If **no**, indicate the exact slide and location of the error, explain the mistake, and reference the conflicting textbook section.\n", + "\n**Consistency of Concept Descriptions Across Slides**\n\n* Are there no contradictory descriptions of the same concept (e.g., overflow, sign extension) across different slides?\n If **no**, indicate the exact slide and location of the inconsistency, explain the contradiction, and reference the conflicting textbook section.\n", + "\n**Consistency Between Examples and Definitions**\n\n* Do all examples strictly follow the previously stated definitions and rules?\n If **no**, indicate the exact slide and location of the error, explain the inconsistency, and reference the conflicting textbook section.\n", + "\n**Avoidance of Internal Logical Contradictions**\n\n* Are there no cases where conclusions contradict each other within the slide deck?\n If **no**, indicate the exact slide and location of the contradiction, explain the issue, and reference the conflicting textbook section.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture02/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture02/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3fe3fc71e79905c0baaea61fb63b567499438f63 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture02/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture02 +category: education +input_metrics: + total_input_tokens: 96036 + generation_prompt_tokens: 2516 + materials_total_tokens: 93520 + material_count: 1 + pdf_total_pages: 167 + file_details: + - name: material.pdf + tokens: 93520 + pages: 167 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 34 + Content Correctness: 31 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 65 + total_count: 95 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture02/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture02/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fb799fb0b2fbe73db9cdb61d4d4b85cdf30df31b --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture02/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f3af9b6da1733117413ac6b65e549361a9a9a48a31e2bc88ff30f4d1906f341a +size 1367010 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture03/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture03/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..5c6a27627d5c0f37fd272b00aae4be306a59daa3 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture03/generation_task/instructions.md @@ -0,0 +1,157 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Topic:** "Floating Point Representation" + * **background material:** Computer Systems: A Programmer's Perspective + * **Core Concept:** Fractional Binary, IEEE 754 Standard, and Rounding. + * **Historical Context:** The shift from manufacturer-specific conventions to the IEEE Standard (1985). + +2. **Agenda / Outline** + * **Fractional Binary Numbers:** Mathematical foundations and limitations. + * **IEEE Floating-Point Representation:** $V = (-1)^s \times M \times 2^E$. + * **Encoding Categories:** Normalized, Denormalized, and Special Values. + * **Rounding:** Modes and statistical bias. + * **Operations in C:** Mathematical properties and casting rules. + +3. **Fractional Binary Numbers** + * **Positional Notation:** Define the binary point where bits to the right have weights $2^{-1}, 2^{-2}, \dots$. + * **Formula:** Presentation of Equation 2.19: $b = \sum_{i=-n}^{m} 2^i \times b_i$. + * **Limitations:** Explain why rational numbers like $1/5$ or $1/10$ cannot be represented exactly in binary (infinite repeating sequences). + * **Real-World Consequence:** Discuss the Patriot Missile failure (1991) caused by the imprecision of approximating 0.1 in binary. + +4. **IEEE Floating-Point Standard (Structure)** + * **The Triple:** Define the three fields: Sign ($s$), Significand ($M$), and Exponent ($E$). + * **Standard Formats:** Present the bit distributions for Single Precision (32-bit: $k=8, n=23$) and Double Precision (64-bit: $k=11, n=52$) . + * **Encoding Categories:** Briefly introduce the three cases based on the `exp` field: Normalized, Denormalized, and Special. + +5. **Case 1: Normalized Values** + * **Condition:** Occurs when `exp` is neither all zeros nor all ones. + * **Bias Encoding:** Explain $E = e - Bias$, where $Bias = 2^{k-1} - 1$ (127 for Single, 1023 for Double). + * **Implied Leading 1:** Explain why the significand is $M = 1 + f$, providing an extra bit of precision for free. + +6. **Case 2: Denormalized Values** + * **Condition:** Occurs when `exp` is all zeros. + * **Exponent Definition:** Explain the shift to $E = 1 - Bias$ (not $-Bias$) to ensure smooth transition. + * **Significand Definition:** $M = f$ (no implied leading 1). + * **Purpose:** Representing zero ($\pm 0.0$) and "Gradual Underflow" (numbers very close to 0) + +7. **Case 3: Special Values** + * **Condition:** Occurs when `exp` is all ones. + * **Infinity:** When `frac` is zero. Represents overflow or division by zero. + * **NaN (Not a Number):** When `frac` is nonzero. Represents invalid operations (e.g., $\sqrt{-1}$, $\infty - \infty$). + +8. **Number Distribution & Visualization** + * **Hypothetical Format:** Use the 6-bit or 8-bit examples (Figures 2.34/2.35) to visualize the number line. + * **Density:** Show that representable numbers are denser near the origin and sparser as magnitude increases. + * **Ordering Property:** Note that floating-point numbers can be sorted using integer sorting routines (with minor handling for sign). + +9. **Rounding** + * **The Problem:** Mapping exact real numbers to limited-precision formats. + * **Four Modes:** Present the table of modes: Round-to-even, Round-toward-zero, Round-down, Round-up . + * **Round-to-Even (Default):** Explain the goal of avoiding statistical bias (rounding up 50% / down 50%) compared to traditional rounding. Provide binary examples (e.g., rounding to nearest quarter). + +10. **Floating-Point Operations** + * **Mathematical Definition:** $x \ op^f \ y = Round(x \ op \ y)$. + * **Algebraic Properties:** + * **Commutative:** Yes ($a + b = b + a$). + * **Associative:** **No**. Show the example $(3.14 + 1e10) - 1e10$ vs $3.14 + (1e10 - 1e10)$. + * **Distributive:** **No**. Multiplication does not distribute over addition. + * **Monotonicity:** Explain that unlike integer arithmetic, floating point satisfies monotonicity (if $a \ge b$, then $x+a \ge x+b$). + +11. **Floating Point in C** + * **Types:** `float` (single) and `double` (double). + * **Casting Rules:** + * `int` to `float`: May round. + * `double` to `float`: May overflow or round. + * `float`/`double` to `int`: Truncates (rounds toward zero). + * **Integer Indefinite:** Mention the Intel bit pattern for conversion failures (TMin). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture03/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture03/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..74e1b0ed96573b49526b8cf83f9009ab660b5efd --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture03/generation_task/judge_prompt.json @@ -0,0 +1,24 @@ +{ + "material_dependent_checklist_1": [ + "\n**Topic Identification & Source**\n* Does the presentation clearly identify the subject as **Floating Point Representation** and **IEEE Standard 754**?\n* Is the transition from the chaotic, manufacturer-specific floating-point conventions (pre-1985) to the unified IEEE standard (sponsored by Intel, designed by Kahan) explicitly mentioned ?\n", + "\n**Core Mathematical Motivation**\n* Is the fundamental motivation for floating point explained: representing very large numbers ($|V| \\gg 0$), very small numbers ($|V| \\ll 1$), and approximating real arithmetic?\n", + "\n**Positional Notation**\n* Does the content define the binary point, where bits to the right have weights of $2^{-1}, 2^{-2}, \\dots$?\n* Is Equation 2.19 explicitly presented or visualized: $b = \\sum_{i=-n}^{m} 2^i \times b_i$?\n", + "\n**Inexact Representation**\n* Does the material explain why rational numbers like $0.1$ or $1/5$ cannot be represented exactly in binary (finite length encodings) ?\n* **Case Study: Patriot Missile:** Is the catastrophic failure of the Patriot Missile system included as a practical example of accumulation error?\n * Does it mention the specific cause: the inexact binary approximation of $0.1$ seconds?\n * Does it cite the consequence: the failure to intercept a Scud missile, resulting in 28 deaths ?\n", + "\n**The Triple Representation**\n* Does the content define the floating-point number $V$ using the three components: Sign ($s$), Significand ($M$), and Exponent ($E$) ?\n * $V = (-1)^s \times M \times 2^E$\n", + "\n**Bit Encodings (Single vs. Double)**\n* Are the bit layouts for Single Precision (float) and Double Precision (double) clearly contrasted?\n * **Single:** 32 bits total (1 sign, $k=8$ exp, $n=23$ frac).\n * **Double:** 64 bits total (1 sign, $k=11$ exp, $n=52$ frac).\n", + "\n**Normalized Values**\n* Is the condition for \"Normalized\" values defined (exp is neither all zeros nor all ones)?\n* Is the **Implied Leading 1** concept explained ($M = 1 + f$), noting that it provides an extra bit of precision for free ?\n", + "\n**Denormalized Values**\n* Is the condition for \"Denormalized\" values defined (exp is all zeros)?\n* Does the content list the two primary purposes of denormalized numbers:\n * Representing numeric value **0** (since normalized $M \\ge 1$).\n * **Gradual Underflow:** Representing numbers very close to 0.0 .\n", + "\n**Special Values**\n* Are the conditions for Special Values defined (exp is all ones)?\n* Is the distinction made between **Infinity** (frac = 0) and **NaN** (frac $\neq$ 0) ?\n", + "\n**Rounding Modes**\n* Is \"Rounding\" introduced as the method for finding the closest representable value $x'$ to a real value $x$?\n* Does the material cover the four IEEE rounding modes ?\n * Round-to-even (Nearest).\n * Round-toward-zero.\n * Round-down.\n * Round-up.\n", + "\n**Statistical Bias**\n* Is the rationale for **Round-to-even** explained? (Avoiding the statistical bias of consistently rounding up halfway values, ensuring 50% up / 50% down distribution) .\n", + "\n**Mathematical Properties**\n* Does the content explicitly state that Floating Point operations are **Commutative** but **NOT Associative** ?\n* Is the lack of **Distributivity** mentioned?\n* Is the **Monotonicity** property ($a \\ge b \\Rightarrow x+a \\ge x+b$) highlighted as a property that holds for floats but not for integers?\n", + "\n**C Language Rules**\n* Are the casting rules covered?\n * Int to Float: May round.\n * Float/Double to Int: Truncates (rounds toward zero).\n * Float to Double: Preserves value (greater range and precision).\n" + ], + "material_dependent_checklist_2": [ + "\n**Bias and Exponent Calculation**\n* **Normalized Exponent:** Is the exponent formula correctly stated as $E = e - Bias$?\n * *Detail Check:* Verify the Bias constants are correct: **127** for single precision and **1023** for double precision.\n* **Denormalized Exponent:** Is the exponent formula correctly stated as $E = 1 - Bias$ (not $-Bias$) to provide a smooth transition?\n * *Detail Check:* Ensure the text explains that the significand for denormalized values is $M = f$ (no leading 1).\n", + "\n**Mathematical Invariants & Ranges**\n* **Significand Ranges:** Does the content accurately distinguish the range of $M$?\n * Normalized: $1 \\le M < 2$.\n * Denormalized: $0 \\le M < 1$ (implied by $M=f$).\n* **Zero Representation:** Are $+0.0$ and $-0.0$ correctly identified as having different sign bits but both having exp=0 and frac=0 ?\n* **Ordering Property:** Is it mentioned that valid floating-point bit patterns (if interpreted as unsigned integers) sort in ascending order (with sign bit handling) ?\n", + "\n**Rounding Logic**\n* **Round-to-Even Rule:** Is the rule for halfway cases ($YYY100$) accurate? It rounds to the nearest even number (least significant bit 0) ?\n * *Detail Check:* Check the example: $1.5$ rounds to $2$, and $2.5$ also rounds to $2$.\n* **Casting Behavior:** Does the content correctly state that casting from float to int results in \"Round-toward-zero,\" not \"Round-to-nearest\"?\n * *Detail Check:* Example: $1.999 \rightarrow 1$ and $-1.999 \rightarrow -1$.\n", + "\n**Algebra and Compilation**\n* **Associativity Counter-Example:** Is a concrete example provided to prove the lack of associativity?\n * *Detail Check:* Example: `(3.14 + 1e10) - 1e10` evaluates to `0.0`, while `3.14 + (1e10 - 1e10)` evaluates to `3.14`.\n* **Compiler Optimization:** Does the material explain that compilers cannot optimize floating-point expressions (like `(a+b)+c` to `a+(b+c)`) due to this lack of associativity ?\n", + "\n**Integer Indefinite Values**\n* **Conversion Failure:** Does the content mention that Intel-compatible processors use the \"Integer Indefinite\" value (TMin, `[10...00]`) when a float-to-int conversion overflows?\n * *Detail Check:* Example: `(int) +1e10` yields a negative number (`-2147483648`).\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture03/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture03/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2f939c7b7408e38f1325e961751ed60740213b93 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture03/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture03 +category: education +input_metrics: + total_input_tokens: 22245 + generation_prompt_tokens: 2645 + materials_total_tokens: 19600 + material_count: 1 + pdf_total_pages: 35 + file_details: + - name: material.pdf + tokens: 19600 + pages: 35 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 5 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 18 + total_count: 48 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture03/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture03/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e6630d4705e5d47cdf5b76d56268914e86f468db --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture03/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6df6b0eb8106a076daaa6edcfcf080f914390e065e7aa68fd2cbdc0731def723 +size 2158550 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture04/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture04/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..93eb6e9c93e1d35a747bc3f2bd66d4fcd9a497cd --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture04/generation_task/instructions.md @@ -0,0 +1,153 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Topic:** "Machine-Level Representation of Programs: Basics and Data Movement" + * **background material:** Chapter 3 of *Computer Systems: A Programmer's Perspective* + * **Context:** The transition from C code to x86-64 machine instructions. + +2. **Agenda / Outline** + * **Historical Context:** The evolution of Intel x86 processors. + * **Program Encodings:** From C to object code. + * **Data Formats:** C types vs. x86-64 sizes. + * **Accessing Information:** Registers and Operand Specifiers. + * **Data Movement:** The `MOV` class and extensions. + * **The Stack:** Pushing, popping, and stack discipline. + * **Arithmetic Operations:** Basic integer and logical instructions. + +3. **Section 1: A Historical Perspective & Moore's Law** + * **Evolutionary Heritage:** Explain the concept of backward compatibility and how x86 evolved from 16-bit (8086) to 32-bit (IA32) to 64-bit (x86-64). + * **Key Milestones:** Briefly list the 8086, i386 (32-bit flat addressing), and Core i7 (multi-core/hyperthreading). + * **Moore's Law:** Define the law (transistor count doubling approx. every 18-24 months) and present the data showing exponential growth from 1978 to 2015. + * **Visual:** Reconstruct the "Intel microprocessor complexity" log-scale graph (Figure in text) showing transistor counts over time. + +4. **Section 2: Program Encodings & Toolchain** + * **Compilation Flow:** Illustrate the sequence: C source -> Compiler (Assembly) -> Assembler (Object) -> Linker (Executable). + * **GCC Commands:** Detail the usage of `gcc -Og -S` (generate assembly) and `gcc -c` (generate object code). + * **Disassemblers:** Explain the role of `objdump -d` and how it reverses machine code bytes into readable assembly. + * **Machine Code vs. Assembly:** Show the mapping between hexadecimal byte sequences (e.g., `53` for `pushq %rbx`) and their mnemonic equivalents. + +5. **Section 3: Data Formats** + * **Terminology:** Define Byte, Word (16-bit), Double Word (32-bit), and Quad Word (64-bit) in the context of Intel architecture. + * **C Mapping:** Provide a table mapping C types (`char`, `short`, `int`, `long`, `char*`) to x86-64 assembly suffixes (`b`, `w`, `l`, `q`) and sizes. + * **Floating Point:** Briefly mention Single (`float`) and Double (`double`) precision. + +6. **Section 4: Accessing Information (Registers)** + * **The Register File:** Present the 16 general-purpose registers (`%rax` through `%r15`). + * **Nested Access:** Explain how to access parts of a register (e.g., `%rax` (64), `%eax` (32), `%ax` (16), `%al` (8)). + * **Special Registers:** Highlight `%rsp` as the Stack Pointer. + * **Visual:** Include the diagram showing the nesting of registers (Figure 3.2 equivalent). + +7. **Section 5: Operand Specifiers (Addressing Modes)** + * **Operand Types:** Define the three types: Immediate ($Imm$), Register ($R[r_a]$), and Memory ($M[Addr]$). + * **The General Formula:** Explicitly state the formula for the "Scaled Indexed" memory reference: $Imm + R[x_b] + R[x_i] \cdot s$. + * **Components:** Define Base ($x_b$), Index ($x_i$), Scale ($s \in \{1, 2, 4, 8\}$), and Displacement ($Imm$). + * **Practice:** Include a table showing value calculations for different addressing modes (e.g., `9(%rax, %rdx)`). + +8. **Section 6: Data Movement Instructions** + * **The MOV Class:** Explain `movb`, `movw`, `movl`, `movq`. + * **Source/Dest Rules:** Clarify that source can be Imm/Reg/Mem, Dest can be Reg/Mem, but memory-to-memory transfers are not allowed in a single instruction. + * **32-bit Anomaly:** Explicitly explain the rule that `movl` to a register sets the upper 4 bytes to zero. + * **Extensions:** Contrast Zero Extension (`movz`) vs. Sign Extension (`movs`). Note the specific instruction `cltq`. + * **64-bit Immediates:** Explain `movabsq` for loading arbitrary 64-bit constants. + +9. **Section 7: Pushing and Popping (The Stack)** + * **Stack Structure:** Define the stack as growing downward (toward lower addresses) with `%rsp` pointing to the top element. + * **Push Operation:** Define `pushq Src` as decrementing `%rsp` by 8, then writing `Src` to memory. + * **Pop Operation:** Define `popq Dest` as reading from memory at `%rsp`, then incrementing `%rsp` by 8. + * **Visual:** Illustrate the state of `%rsp` and memory before and after push/pop operations. + +10. **Section 8: Arithmetic and Logical Operations** + * **LEA Instruction:** Detail `leaq` (Load Effective Address). Explain its dual use: computing addresses and performing arithmetic (e.g., $x + y*4$) without touching memory. + * **Unary & Binary Ops:** List common instructions: `INC`, `DEC`, `NEG`, `NOT`, `ADD`, `SUB`, `IMUL`, `XOR`, `OR`, `AND`. + * **Shift Operations:** Explain Left/Right shifts (`SAL`, `SHL`, `SAR`, `SHR`) and the distinction between Arithmetic (sign-fill) and Logical (zero-fill) right shifts. + +--- +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture04/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture04/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..3306687429ba9d917d20e54a17026bcd76f4b9d8 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture04/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of Course and Topic Identification**\n* Does the content clearly identify the background material as \"Computer Systems: A Programmer's Perspective\" (CS:APP)?\n* Is the core topic identified as \"Machine-Level Representation of Programs\" or \"Assembly Language\"? \n Note: Check if the distinction between the C abstract model and the hardware implementation is established.\n", + "\n**Coverage of Historical Context**\n* Does the material outline the evolution of the Intel x86 line (IA32 to x86-64)?\n* Are key milestones listed, such as the 8086 (16-bit), i386 (32-bit), and Core i7 (Multi-core)?\n* Is Moore's Law explicitly defined as the doubling of transistor counts roughly every 18-24 months?\n", + "\n**Compilation Flow**\n* Does the content illustrate the full compilation sequence: C Preprocessor -> Compiler -> Assembler -> Linker?\n* Are specific tools mentioned, particularly GCC for compilation and the use of optimization flags like `-Og`?\n If no, specify if the explanation of how C code becomes executable binary is missing.\n", + "\n**Disassembly and Object Code**\n* Is the role of the disassembler (e.g., `objdump -d`) explained in converting machine code back to readable assembly?\n* Does the material distinguish between assembly code (textual) and machine code (binary byte sequences)?\n", + "\n**C Types vs. Machine Representation**\n* Is there a clear mapping table between C data types (`char`, `short`, `int`, `long`, `pointer`) and x86-64 sizes?\n* Does the content specify that pointers are 8 bytes (Quad words) on a 64-bit machine?\n", + "\n**Assembly Suffixes**\n* Are the specific assembly instruction suffixes explained: `b` (byte), `w` (word), `l` (double word), and `q` (quad word)?\n If no, indicate if the distinction between operating on 32-bit vs. 64-bit data is omitted.\n", + "\n**Register File Structure**\n* Does the content introduce the 16 general-purpose 64-bit registers (e.g., `%rax`, `%rbx`, `%r15`)?\n* Is the \"nesting\" behavior explained, where instructions can access the lower 8, 16, or 32 bits of these registers (e.g., `%eax`, `%ax`, `%al`)?\n", + "\n**Special Purpose Registers**\n* Is `%rsp` explicitly identified as the Stack Pointer?\n* Are the calling conventions briefly mentioned (e.g., `%rax` for return values, `%rdi` for the first argument)?\n", + "\n**Operand Types**\n* Does the material explicitly define the three operand types: Immediate, Register, and Memory?\n* Is the general formula for memory addressing provided: $Imm + R[Base] + R[Index] \\cdot Scale$?\n", + "\n**Complex Addressing**\n* Are specific addressing modes covered, such as \"Scaled Indexed\" and \"Base + Displacement\"?\n If no, specify if the calculation of Effective Address is missing.\n", + "\n**The MOV Instruction Class**\n* Are the variants `movb`, `movw`, `movl`, and `movq` covered?\n* Is the `movabsq` instruction mentioned for handling arbitrary 64-bit immediate values?\n", + "\n**Stack Management**\n* Does the content explain the \"Last-In, First-Out\" nature of the stack?\n* Are `pushq` and `popq` instructions defined in terms of their effect on the stack pointer `%rsp` and memory?\n" + ], + "material_dependent_checklist_2": [ + "\n**Transistor Counts:** Are the transistor counts for key processors accurate (e.g., 8086 = 29K, Pentium 4 = 42M, Haswell = 1.4G)? \n* Detail Check: Ensure the growth rate is described as doubling every 18-24 months (not strictly 12 months).\n", + "\n**Architecture Naming:** Is the distinction made between \"x86\" (colloquial), \"IA32\" (32-bit), and \"x86-64\" (64-bit extension)? \n* Detail Check: Verify that AMD is credited with developing the 64-bit extension (x86-64/EM64T).\n", + "\n**Command Line Syntax:** Is the GCC command correctly cited as `gcc -Og -S filename.c` to generate assembly? \n* Detail Check: Check if the `-Og` flag is explained as optimizing for debugging/readability.\n", + "\n**AT&T vs. Intel Syntax:** Does the content use AT&T syntax (Source, Destination) rather than Intel syntax? \n* Detail Check: Ensure register names are prefixed with `%` and immediates with `$`.\n", + "\n**Zero Extension Rule:** Does the content accurately state that any instruction generating a 32-bit value for a register (e.g., `movl`) sets the upper 32 bits to zero? \n* Detail Check: Contrast this with 8-bit and 16-bit operations which leave upper bytes unchanged.\n", + "\n**Register Roles:** Is `%rsp` correctly identified as the stack pointer, and `%rax` as the return value holder?\n", + "\n**Scale Factors:** Are the valid scale factors for indexed addressing strictly listed as 1, 2, 4, or 8? \n* Detail Check: Ensure the slide denies the validity of other multipliers (e.g., 3 or 5).\n", + "\n**Memory-to-Memory Restrictions:** Does the material clarify that a single `mov` instruction cannot have both source and destination as memory operands?\n", + "\n**Instruction Distinction:** Are `movz` (zero extension) and `movs` (sign extension) correctly distinguished? \n* Detail Check: Is the specific instruction `cltq` explained as sign-extending `%eax` to `%rax`?\n", + "\n**Missing Instructions:** Does the content note the absence of `movzlq` (zero-extending 32 to 64) and explain that `movl` achieves this implicitly?\n", + "\n**Direction of Growth:** Is the stack correctly described as growing toward **lower** addresses? \n* Detail Check: Verify that `pushq` is defined as decrementing `%rsp` (subq $8) before writing.\n", + "\n**Pop Sequence:** Is `popq` defined as reading the value first, then incrementing `%rsp`?\n", + "\n**LEA Usage:** Is the `leaq` (Load Effective Address) instruction described not just for addresses, but for performing arithmetic (e.g., x + k*y)? \n* Detail Check: Ensure it is noted that `leaq` does not actually access memory.\n", + "\n**Shift Directions:** Are both Arithmetic (SAR) and Logical (SHR) right shifts covered?\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture04/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture04/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9298f9bffecd054d50d72ff9b2b8421bb980e8ec --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture04/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture04 +category: education +input_metrics: + total_input_tokens: 34686 + generation_prompt_tokens: 2766 + materials_total_tokens: 31920 + material_count: 1 + pdf_total_pages: 57 + file_details: + - name: material.pdf + tokens: 31920 + pages: 57 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture04/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture04/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..81f9fe8b203fb884aff03d85159bff09f5e3da79 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture04/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7fd803ce52cc9506f37111742c9188c1500b4d5cc30b93de4b0ee81b75f86ad6 +size 2306058 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture05/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture05/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..6bab5795295bac53a3ec9b9a4c50ee699d9e39d5 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture05/generation_task/instructions.md @@ -0,0 +1,157 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Course Title:** "CS:APP Chapter 3: Machine-Level Representation of Programs" + * **Focus Topic:** "Arithmetic and Control Flow" + * **Source Text:** *Computer Systems: A Programmer's Perspective* (Bryant & O'Hallaron) + * **Core Sentiment:** Understanding how high-level C control constructs translate into low-level machine instructions. + +2. **Agenda / Outline** + * **Arithmetic Operations:** The dual nature of `leaq`, shift operations, and special 128-bit math. + * **Condition Codes:** The CPU's hardware flags (CF, ZF, SF, OF). + * **Jump Instructions:** Encoding targets and PC-relative addressing. + * **Conditional Control:** Implementing `if-else` via jumps vs. conditional moves. + * **Loops:** Translating `do-while`, `while`, and `for` loops. + * **Switch Statements:** Implementation via Jump Tables. + +3. **Arithmetic & Logic Operations (Sec 3.5)** + * **The `leaq` Instruction:** Explain its primary use (loading effective addresses) and its common abuse by compilers to perform compact arithmetic (e.g., $x + 2*y$) without referencing memory. + * **Shift Operations:** Distinguish between Logical Right Shift (`SHR`, filling with zeros) and Arithmetic Right Shift (`SAR`, filling with sign bit). + * **Special Arithmetic:** Detail 128-bit support using `imulq` (signed) and `mulq` (unsigned), and the specific register usage (`%rdx:%%rax`) for full multiplication and division (`idivq`, `divq`). + +4. **Control: Condition Codes (Sec 3.6.1)** + * **Hardware Flags:** Define the four primary single-bit condition code registers: + * **CF (Carry Flag):** Detects overflow for unsigned operations. + * **ZF (Zero Flag):** Set when the operation yields zero. + * **SF (Sign Flag):** Set when the operation yields a negative value. + * **OF (Overflow Flag):** Detects signed two's-complement overflow (negative or positive). + * **Setting Flags:** Explain that arithmetic instructions (ADD, SUB) set these implicitly, while `CMP` and `TEST` instructions set them without altering destination registers. + * **The XOR Exception:** Note that logical operations (XOR) set Carry and Overflow flags to zero. + +5. **Accessing Condition Codes (Sec 3.6.2 - 3.6.3)** + * **SET Instructions:** Describe how instructions like `setl` (set less) or `sete` (set equal) read combinations of flags to set a single byte to 0 or 1. + * **Logic Example:** Explain specifically how `setl` uses the logic `SF ^ OF` to determine if a signed comparison resulted in "less than," handling both overflow and non-overflow cases. + * **Jump Instructions:** Categorize jumps into Unconditional (`jmp`) and Conditional (`je`, `jg`, `js`). + * **Direct vs. Indirect:** Contrast jumping to a label (Direct) vs. jumping to an address stored in a register/memory (Indirect, e.g., `jmp *%rax`). + +6. **Jump Encodings & PC-Relative Addressing (Sec 3.6.4)** + * **Encoding mechanism:** Explain that jumps are often encoded using PC-relative addressing (offset from the *next* instruction). + * **Calculation Example:** Walk through the specific calculation: Target Address = (Address of Next Instruction) + (Encoded Offset). + * **Rationale:** Explain why this allows code to be compact and position-independent (relocatable in memory). + +7. **Implementing Conditionals: Control vs. Data (Sec 3.6.5 - 3.6.6)** + * **Standard Approach (Control Transfer):** Illustrate the translation of C `if-else` statements into "Goto Code" using conditional jumps. + * **The Performance Problem:** Discuss Branch Prediction. Explain that mispredicting a conditional jump on modern processors incurs a heavy penalty (cite the text's example of ~19 clock cycles on Haswell). + * **Alternative Approach (Data Transfer):** Introduce Conditional Moves (`cmov`). + * **CMOV Logic:** Explain how the CPU computes *both* the "then" and "else" values and selects the correct one based on flags. + * **Efficiency:** Show that `cmov` allows the pipeline to stay full, resulting in constant execution time regardless of data (e.g., ~8 cycles vs ~17.5 for random branch patterns). + +8. **Loop Translation: Do-While (Sec 3.6.7)** + * **Structure:** Show the mapping of C `do-while` to assembly. + * **Mechanism:** The body is executed once, followed by a conditional jump (`test` + `jg`) back to the start if the condition holds. + * **Example:** Use the factorial function (`fact_do`) to visualize the register usage (`%rdi` for argument `n`, `%rax` for `result`). + +9. **Loop Translation: While & For (Sec 3.6.7)** + * **While Loops:** Introduce the two translation strategies used by GCC: + * **Jump-to-middle:** Unconditional jump to the test at the end, which jumps back to the body. + * **Guarded-do:** A conditional jump skips the loop entirely if the initial test fails; otherwise, it falls through into a do-while structure. + * **For Loops:** Explain that `for` loops are converted into `while` loops (Init -> Test -> Body -> Update). + * **Optimization:** Note how compilers often optimize the initial test of a `for` loop (e.g., transforming `i <= n` to `i != n` if the direction is known). + +10. **Switch Statements (Sec 3.6.8)** + * **Multiway Branching:** Define the Switch statement as a multiway branch based on an integer index. + * **Jump Tables:** Introduce the "Jump Table" data structure—an array of code pointers. + * **Mechanism:** Explain that the switch index is used to look up a target address in the table (e.g., `jmp *.L4(,%rdi,8)`). + * **Advantage:** Highlight that jump tables provide constant-time branching (O(1)), independent of the number of cases, unlike a sequence of `if-else` blocks. + * **Handling Ranges:** Explain how compilers handle non-contiguous case labels (using multiple labels for one block) or sparse cases (falling back to binary search trees or if-else chains). + +--- + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture05/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture05/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..77cd9f2c235b080b3ee012127efffece46f0c4e6 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture05/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Course Context**\n* Does the material clearly identify the course context as \"Machine-Level Representation of Programs\" (Chapter 3)?\n* Is the specific architecture identified as x86-64, and the syntax format as ATT-format (e.g., operand ordering)? \n Note: Check only for presence. If missing, specify if the distinction between 32-bit and 64-bit is absent.\n", + "\n**Coverage of Core Instruction Classes**\n* Does the material explicitly outline the following functional groups of instructions?\n* Arithmetic and Logical Operations (e.g., add, sub, xor)\n* Control Flow Instructions (e.g., jmp, jg, call)\n* Data Transfer (e.g., mov, leaq) \n Note: Check for presence. If no, indicate which instruction class is omitted.\n", + "\n**The Dual Nature of LEAQ**\n* Does the content explain the `leaq` (Load Effective Address) instruction's usage for both address computation and simple arithmetic (e.g., x + 2*y)? \n* Is it mentioned that `leaq` does not alter condition codes? \n If no, specify if the arithmetic capability of `leaq` is ignored.\n", + "\n**Shift Operation Nuances**\n* Are specific shift types addressed, differentiating between:\n* Logical Right Shift (SHR, filling with zeros)?\n* Arithmetic Right Shift (SAR, filling with the sign bit)?\n* The limitation that shift amounts are determined by the low-order bits of register `%cl`?\n", + "\n**Defining CPU Status Flags**\n* Is the concept of \"Condition Codes\" introduced as single-bit registers describing the most recent arithmetic operation?\n* Does it identify the four key flags: CF (Carry Flag - Unsigned overflow), ZF (Zero Flag - Result is zero), SF (Sign Flag - Result is negative), and OF (Overflow Flag - Signed two's-complement overflow)? \n If no, specify if the distinction between signed and unsigned overflow is missing.\n", + "\n**Mechanisms for Setting Flags**\n* Does the content contrast instructions that set flags (ADD, SUB) with those that set flags without updating destinations (CMP, TEST)?\n* Is the special case of XOR clearing Carry and Overflow flags mentioned?\n", + "\n**Jumps and Branches**\n* Does the content cover both Direct Jumps (Label) and Indirect Jumps (Register/Memory)?\n* PC-Relative addressing explicitly mentioned as the encoding method for jump targets? \n If no, specify if the mechanism for relocatable code is omitted.\n", + "\n**Conditional Moves vs. Conditional Jumps**\n* Is the \"Conditional Move\" (`cmov`) instruction introduced as an alternative to branching?\n* Does the material explain the performance rationale: avoiding Branch Prediction penalties on modern pipelined processors? \n If no, specify if the discussion on \"misprediction penalties\" (approx. 19 cycles) is missing.\n", + "\n**Standard Loop Constructs**\n* Does the material map C-level loops to assembly patterns? (Do-While Loops, While Loops with Jump-to-middle vs. Guarded-do translations, and For Loops). \n If no, specify if the \"Guarded-do\" optimization pattern is missing.\n", + "\n**Multiway Branching Implementation**\n* Is the \"Jump Table\" data structure introduced as the mechanism for efficient switch statements?\n* Does it explain that switch performance is O(1) (independent of the number of cases)?\n* Are details included about handling sparse cases (using decision trees) vs. dense ranges (using jump tables)?\n" + ], + "material_dependent_checklist_2": [ + "\n**Operand Ordering (ATT Format):** Are the assembly instructions consistent with ATT format where the source is first and the destination is second (e.g., `subq %rax, %rdx` means `rdx = rdx - rax`)? \n* Detail Check: Verify that the source/destination order is not reversed (Intel format).\n", + "\n**Scaling Factors:** Does the content accurately list the allowed scaling factors for memory addressing (1, 2, 4, or 8) used in `leaq` and `mov` instructions? \n* Detail Check: Ensure no invalid scaling factors (like 3 or 5) are presented as valid hardware capabilities.\n", + "\n**128-bit Arithmetic:** Are the specific registers `%rdx` and `%rax` correctly identified as the high and low 64-bits for full multiplication (`mulq`) and division (`idivq`)? \n* Detail Check: Check for the instruction `cqto` used to sign-extend `%rax` into `%rdx` before division.\n", + "\n**Flag Logic Accuracy:** Does the content accurately define when flags are set? \n* Detail Check: Verify that `leaq` is explicitly noted as *not* altering condition codes, while `inc` and `dec` set OF/ZF but leave CF unchanged.\n", + "\n**Set Instruction Logic:** Are the `SET` instructions correctly mapped to flag combinations? \n* Detail Check: Specifically, verify that `setl` (Set Less) checks `SF ^ OF` (Sign XOR Overflow), not just the Sign Flag.\n", + "\n**Jump Encoding:** Is the PC-relative offset calculation described correctly? \n* Detail Check: Confirm the formula: Target Address = Address of Next Instruction + Encoded Offset.\n", + "\n**Branch Prediction Penalty:** Is the quantitative cost of misprediction cited accurately based on the text's examples? \n* Detail Check: Look for the specific reference to Haswell processor performance (approx. 15-30 cycles of wasted effort).\n", + "\n**While Loop Strategies:** Are the two compilation methods for `while` loops correctly distinguished? \n* Detail Check: \"Jump-to-middle\" (unconditional jump to test at end) vs. \"Guarded-do\" (initial conditional jump to skip loop, then do-while structure).\n", + "\n**For Loop Conversion:** Is the translation of `for` loops explicitly shown as converting to a `while` loop format first? \n* Detail Check: Ensure the ordering is Init -> Test -> Body -> Update.\n", + "\n**Jump Table Structure:** Is the Jump Table correctly defined as an array of 8-byte code pointers (in 64-bit systems)? \n* Detail Check: Verify the indirect jump syntax `jmp *.L4(,%rdi,8)` or similar, indicating an indirect jump using a memory location indexed by the switch value.\n", + "\n**Fall-Through Handling:** Does the content explain how \"fall-through\" cases in C (missing break) are implemented in assembly? \n* Detail Check: Check for the omission of a `jmp` instruction at the end of a case block to allow execution to flow into the next block.\n", + "\n**Stack Operations:** Are `pushq` and `popq` correctly described in terms of `%rsp` manipulation? \n* Detail Check: `pushq` should decrement `%rsp` by 8, and `popq` should increment `%rsp` by 8.\n", + "\n**Zero Extension:** Is the specific behavior of 32-bit instructions on 64-bit registers noted? \n* Detail Check: Verify the rule that any instruction generating a 32-bit value (e.g., `movl`, `addl`) zeros out the upper 32 bits of the destination register.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture05/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture05/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ebb58b0883596a538b5bbb72e64bdc503ba5a545 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture05/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture05 +category: education +input_metrics: + total_input_tokens: 60597 + generation_prompt_tokens: 2917 + materials_total_tokens: 57680 + material_count: 1 + pdf_total_pages: 103 + file_details: + - name: material.pdf + tokens: 57680 + pages: 103 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 13 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture05/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture05/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c5ed4418d95a8102846af392835e3cf1cc9de876 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture05/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:037bdc374b3b5a0178b243191ac17a77458f010fbad289b8ae4e862a56a363e2 +size 2367123 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture06/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture06/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..7d34c0b7dd43271fa8a7867c6b9f66dc30e66658 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture06/generation_task/instructions.md @@ -0,0 +1,156 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Course Title:** "CS:APP Chapter 3: Machine-Level Representation of Programs" + * **Focus Topic:** "Arithmetic and Control Flow" + * **Source Text:** *Computer Systems: A Programmer's Perspective* (Bryant & O'Hallaron) + * **Core Sentiment:** Understanding how high-level C control constructs translate into low-level machine instructions. + +2. **Agenda / Outline** + * **Arithmetic Operations:** The dual nature of `leaq`, shift operations, and special 128-bit math. + * **Condition Codes:** The CPU's hardware flags (CF, ZF, SF, OF). + * **Jump Instructions:** Encoding targets and PC-relative addressing. + * **Conditional Control:** Implementing `if-else` via jumps vs. conditional moves. + * **Loops:** Translating `do-while`, `while`, and `for` loops. + * **Switch Statements:** Implementation via Jump Tables. + +3. **Arithmetic & Logic Operations (Sec 3.5)** + * **The `leaq` Instruction:** Explain its primary use (loading effective addresses) and its common abuse by compilers to perform compact arithmetic (e.g., $x + 2*y$) without referencing memory. + * **Shift Operations:** Distinguish between Logical Right Shift (`SHR`, filling with zeros) and Arithmetic Right Shift (`SAR`, filling with sign bit). + * **Special Arithmetic:** Detail 128-bit support using `imulq` (signed) and `mulq` (unsigned), and the specific register usage (`%rdx:%%rax`) for full multiplication and division (`idivq`, `divq`). + +4. **Control: Condition Codes (Sec 3.6.1)** + * **Hardware Flags:** Define the four primary single-bit condition code registers: + * **CF (Carry Flag):** Detects overflow for unsigned operations. + * **ZF (Zero Flag):** Set when the operation yields zero. + * **SF (Sign Flag):** Set when the operation yields a negative value. + * **OF (Overflow Flag):** Detects signed two's-complement overflow (negative or positive). + * **Setting Flags:** Explain that arithmetic instructions (ADD, SUB) set these implicitly, while `CMP` and `TEST` instructions set them without altering destination registers. + * **The XOR Exception:** Note that logical operations (XOR) set Carry and Overflow flags to zero. + +5. **Accessing Condition Codes (Sec 3.6.2 - 3.6.3)** + * **SET Instructions:** Describe how instructions like `setl` (set less) or `sete` (set equal) read combinations of flags to set a single byte to 0 or 1. + * **Logic Example:** Explain specifically how `setl` uses the logic `SF ^ OF` to determine if a signed comparison resulted in "less than," handling both overflow and non-overflow cases. + * **Jump Instructions:** Categorize jumps into Unconditional (`jmp`) and Conditional (`je`, `jg`, `js`). + * **Direct vs. Indirect:** Contrast jumping to a label (Direct) vs. jumping to an address stored in a register/memory (Indirect, e.g., `jmp *%rax`). + +6. **Jump Encodings & PC-Relative Addressing (Sec 3.6.4)** + * **Encoding mechanism:** Explain that jumps are often encoded using PC-relative addressing (offset from the *next* instruction). + * **Calculation Example:** Walk through the specific calculation: Target Address = (Address of Next Instruction) + (Encoded Offset). + * **Rationale:** Explain why this allows code to be compact and position-independent (relocatable in memory). + +7. **Implementing Conditionals: Control vs. Data (Sec 3.6.5 - 3.6.6)** + * **Standard Approach (Control Transfer):** Illustrate the translation of C `if-else` statements into "Goto Code" using conditional jumps. + * **The Performance Problem:** Discuss Branch Prediction. Explain that mispredicting a conditional jump on modern processors incurs a heavy penalty (cite the text's example of ~19 clock cycles on Haswell). + * **Alternative Approach (Data Transfer):** Introduce Conditional Moves (`cmov`). + * **CMOV Logic:** Explain how the CPU computes *both* the "then" and "else" values and selects the correct one based on flags. + * **Efficiency:** Show that `cmov` allows the pipeline to stay full, resulting in constant execution time regardless of data (e.g., ~8 cycles vs ~17.5 for random branch patterns). + +8. **Loop Translation: Do-While (Sec 3.6.7)** + * **Structure:** Show the mapping of C `do-while` to assembly. + * **Mechanism:** The body is executed once, followed by a conditional jump (`test` + `jg`) back to the start if the condition holds. + * **Example:** Use the factorial function (`fact_do`) to visualize the register usage (`%rdi` for argument `n`, `%rax` for `result`). + +9. **Loop Translation: While & For (Sec 3.6.7)** + * **While Loops:** Introduce the two translation strategies used by GCC: + * **Jump-to-middle:** Unconditional jump to the test at the end, which jumps back to the body. + * **Guarded-do:** A conditional jump skips the loop entirely if the initial test fails; otherwise, it falls through into a do-while structure. + * **For Loops:** Explain that `for` loops are converted into `while` loops (Init -> Test -> Body -> Update). + * **Optimization:** Note how compilers often optimize the initial test of a `for` loop (e.g., transforming `i <= n` to `i != n` if the direction is known). + +10. **Switch Statements (Sec 3.6.8)** + * **Multiway Branching:** Define the Switch statement as a multiway branch based on an integer index. + * **Jump Tables:** Introduce the "Jump Table" data structure—an array of code pointers. + * **Mechanism:** Explain that the switch index is used to look up a target address in the table (e.g., `jmp *.L4(,%rdi,8)`). + * **Advantage:** Highlight that jump tables provide constant-time branching (O(1)), independent of the number of cases, unlike a sequence of `if-else` blocks. + * **Handling Ranges:** Explain how compilers handle non-contiguous case labels (using multiple labels for one block) or sparse cases (falling back to binary search trees or if-else chains). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture06/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture06/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d1bd95e33fa68bdb1251956ba80c68a25c07e856 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture06/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Context**\n\n**Completeness of the Course Context**\n*Does the material clearly identify the course context as \"Machine-Level Representation of Programs\" (Chapter 3)?\n*Is the specific architecture identified as x86-64, and the syntax format as ATT-format (e.g., operand ordering)?\nNote: Check only for presence. If missing, specify if the distinction between 32-bit and 64-bit is absent.\n", + "\n**Coverage of Core Instruction Classes**\n*Does the material explicitly outline the following functional groups of instructions?\n*Arithmetic and Logical Operations (e.g., add, sub, xor)\n*Control Flow Instructions (e.g., jmp, jg, call)\n*Data Transfer (e.g., mov, leaq)\nNote: Check for presence. If no, indicate which instruction class is omitted.\n", + "\n**Procedures & Abstraction Mechanisms**\n\n**Core Abstraction Principles**\n* Does the content define procedures as a key abstraction mechanism that hides implementation details while providing a concise interface?\n* Are the three fundamental mechanisms for machine-level support explicitly listed?\n  * Passing control (Instruction Pointer updates)\n  * Passing data (Arguments and Return values)\n  * Allocating/Deallocating memory (Stack usage)\n  Note: Check for the presence of the \"Minimalist Strategy\" concept (implementing only what is required for each procedure).\n", + "\n**The Run-Time Stack Structure**\n* Is the \"Last-In, First-Out\" (LIFO) memory discipline explained?\n* Does the material specify that the x86-64 stack grows toward **lower addresses**?\n* Are the specific stack manipulation instructions `pushq` and `popq` defined in terms of their effect on the Stack Pointer (`%rsp`)?\n", + "\n**Control Transfer**\n\n**Instruction Mechanics**\n* Does the content explain the roles of `call` (or `callq`) and `ret` (or `retq`)?\n* Is the \"Return Address\" defined strictly as the address of the instruction *immediately following* the call instruction?\n* Does the material illustrate how the Program Counter (`%rip`) and Stack Pointer (`%rsp`) are updated during a call/return cycle?\n", + "\n**Execution Tracing**\n* Is there a visual or text-based trace of control flow (e.g., `main` calling a function, which calls a leaf function)?\n  If no, specify if the link between stack state and program counter is missing.\n", + "\n**Data Transfer (Arguments & Return Values)**\n\n**Register Usage Conventions**\n* Are the six integral argument registers explicitly listed in the correct order?\n  * `%rdi`, `%rsi`, `%rdx`, `%rcx`, `%r8`, `%r9`\n* Is the handling of return values (typically in `%rax`) covered?\n", + "\n**Stack Arguments**\n* Does the content explain the procedure for handling functions with **more than six** arguments?\n* Is the structure of the \"Argument Build Area\" on the stack frame described (arguments 7 through *n*)?\n  If no, specify if the distinction between register-passed and stack-passed arguments is omitted.\n", + "\n**Local Storage & Stack Frames**\n\n**Allocation Logic**\n* Does the material explain *why* local storage might be needed on the stack (e.g., insufficient registers, use of the address operator `&`, or array/structure allocation)?\n* Is the method of allocating space (decrementing `%rsp` via `subq`) and deallocating space (incrementing `%rsp` via `addq`) clearly shown?\n", + "\n**Variable Access**\n* Is the calculation of local variable addresses using offsets relative to `%rsp` (e.g., `8(%rsp)`) demonstrated?\n", + "\n**Register Saving Conventions**\n\n**Caller-Saved vs. Callee-Saved**\n* Is the distinction between \"Caller-Saved\" and \"Callee-Saved\" registers clearly defined?\n* Are the specific Callee-Saved registers identified (`%rbx`, `%rbp`, `%r12`-%`r15`)?\n  If no, specify if the rules for preserving register state across calls are missing.\n", + "\n**Preservation Strategy**\n* Does the content explain the two methods for preservation: not changing the register, or pushing the original value to the stack and popping it before returning?\n", + "\n**Recursive Procedures**\n\n**Stack Support for Recursion**\n* Does the material explain that recursion requires no special hardware instruction, relying instead on the standard stack discipline?\n* Is the concept of \"Private State\" for each function invocation (separate stack frames) discussed?\n  Note: Check for a concrete example, such as a recursive factorial function (`rfact`), showing distinct storage for each call.\n" + ], + "material_dependent_checklist_2": [ + "\n**Hardware & Stack Mechanics**\n\n* **Stack Direction:** Does the content consistently state that the stack grows \"downward\" (memory addresses decrease as data is pushed)?\n  * *Detail Check:* Verify that `pushq` decrements `%rsp` and `popq` increments `%rsp`.\n", + "\n* **Instruction Suffixes:** Are x86-64 instruction suffixes used correctly (e.g., `pushq`, `movq`, `callq`) to denote 64-bit operations?\n  * *Detail Check:* Ensure distinct handling of 32-bit vs. 64-bit operand sizes (e.g., `addl` vs `addq`) is accurate based on variable types.\n", + "\n**Control Transfer Logic**\n\n* **Program Counter Updates:** Is the `call` instruction described as pushing the return address *and* jumping to the label?\n  * *Detail Check:* Verify that `ret` is described as popping an address from the stack into `%rip` (Instruction Pointer).\n", + "\n* **Relative Addressing:** In example traces, is the return address identified accurately as the address of the instruction *after* the `call`?\n", + "\n**Register Argument Mapping**\n\n* **Order of Arguments:** Is the mapping of arguments 1-6 strictly followed: 1:`%rdi`, 2:`%rsi`, 3:`%rdx`, 4:`%rcx`, 5:`%r8`, 6:`%r9`?\n  * *Detail Check:* Check for the correct use of sub-registers (e.g., `%edi`, `%dl`) matching the data size of the arguments (int, char, etc.).\n", + "\n* **Stack Argument Ordering:** Is it correctly stated that Argument 7 is at the top of the stack argument area (lowest address), with subsequent arguments at higher addresses?\n", + "\n**Stack Frame Structure**\n\n* **Frame Boundaries:** Is the stack frame defined accurately (typically bounded by the return address/saved registers at the \"bottom\" and the stack pointer at the \"top\")?\n  * *Detail Check:* Ensure the \"Leaf Procedure\" optimization (omitting stack frames when possible) is acknowledged.\n", + "\n* **Address Arithmetic:** Are `leaq` instructions used to generate pointers to local variables correctly calculated relative to `%rsp`?\n  * *Detail Check:* For example, if 16 bytes are allocated, are offsets properly aligned within that range?\n", + "\n**Preservation & Recursion Integrity**\n\n* **Callee-Saved Responsibility:** Does the content mandate that if a procedure uses `%rbx`, `%rbp`, or `%r12-15`, it *must* save the current values before use and restore them before returning?\n", + "\n* **Recursive State Isolation:** In recursive examples (like Factorial), is the local variable `n` or the return value explicitly stored in a callee-saved register (or stack) to prevent corruption by the recursive call?\n  * *Detail Check:* Verify the assembly code shows a `push` of the register before the recursive `call` and a `pop` afterwards.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture06/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture06/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..897f2ff26220dd4195baa5ed8ddc51156cc1cbe0 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture06/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture06 +category: education +input_metrics: + total_input_tokens: 21956 + generation_prompt_tokens: 2916 + materials_total_tokens: 19040 + material_count: 1 + pdf_total_pages: 34 + file_details: + - name: material.pdf + tokens: 19040 + pages: 34 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture06/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture06/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4e250b030399471b2ed10d5729c8bd436be9abe8 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture06/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5fd7e4c11553ffdf09bc8c9b7e3369a84f96ad66f7e227dba67831ab8ced77e2 +size 525065 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture07/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture07/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..4cef7bab928aacd1ec74df04c0c6830677a01b1c --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture07/generation_task/instructions.md @@ -0,0 +1,168 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. +1. **Title Slide** + * **Topic:** "Machine-Level Programming IV: Data Structures" + * **Context:** Array Allocation, Access Patterns, Structures, Unions, and Alignment. + * **background material:** "Computer Systems: A Programmer's Perspective" (Sections 3.8 – 3.9). + +2. **Agenda / Outline** + * **Arrays:** One-dimensional, Multi-dimensional, and Row-Major ordering. + * **Pointer Arithmetic:** The relationship between C pointers and machine addresses. + * **Structures:** Aggregating heterogeneous data. + * **Unions:** Sharing memory between data types. + * **Alignment:** Hardware restrictions and memory padding. + +3. **Array Allocation & Basic Access (Sec 3.8.1)** + * **The Model:** Explain the declaration `T A[N]`. + * Allocates a contiguous region of $L \cdot N$ bytes (where $L$ is `sizeof(T)`). + * Identifier `A` acts as a pointer to the start ($X_A$). + * **Addressing:** Present the fundamental formula for accessing element `i`: + * $Address = X_A + L \cdot i$ + * **x86-64 Implementation:** Demonstrate how memory referencing instructions use scaling factors (1, 2, 4, 8) to calculate addresses (e.g., `movl (%rdx, %rcx, 4), %eax`). + +4. **Pointer Arithmetic (Sec 3.8.2)** + * **Scaling Rule:** Explain that C pointer arithmetic scales by the size of the data type ($L$). + * Formula: `p + i` results in address $X_p + L \cdot i$. + * **Unary Operators:** Contrast the creation of pointers (`&Expr`) and dereferencing (`*AExpr`). + * **Assembly Mapping:** Show the transition from C code to assembly: + * Returning a value (data) uses 4-byte operations (e.g., `movl`, `%eax`). + * Returning a pointer (address) uses 8-byte operations (e.g., `leaq`, `%rax`). + * **Example:** Use the `E` array example from the text (int `E` in `%rdx`, index `i` in `%rcx`) to show `&E[i] - E` computations. + +5. **Nested & Multidimensional Arrays (Sec 3.8.3)** + * **Declaration:** Explain `T D[R][C]` as an array of arrays. + * **Memory Layout:** Define **Row-Major Order** (rows stored consecutively). + * *Visual Requirement:* Reconstruct or describe "Figure 3.36" showing elements $A[0][0]$ through $A[4][2]$ stored linearly. + * **Address Calculation:** Provide the general equation for accessing `D[i][j]`: + * $\&D[i][j] = X_D + L(C \cdot i + j)$ + * **Optimization:** Show how compilers optimize this calculation using `leaq` to avoid explicit multiplication when possible (e.g., `leaq (%rsi, %rsi, 2), %rax` for $3i$). + +6. **Fixed-Size vs. Variable-Size Arrays (Sec 3.8.4 - 3.8.5)** + * **Fixed-Size Optimization:** + * Show how the compiler transforms loop indexing into pointer arithmetic (incrementing a pointer by the row size) to avoid calculating $C \cdot i$ in every iteration (The "Clever Optimization" in Figure 3.37). + * **Variable-Size Arrays (ISO C99):** + * Explain that dimensions can be expressions computed at runtime (`int A[expr1][expr2]`). + * Highlight the assembly difference: A multiply instruction (`imulq`) is required to scale $i$ by $n$ because $n$ is not a compile-time constant. + +7. **Structures (Sec 3.9.1)** + * **Definition:** Aggregating objects of different types into a single unit (`struct`). + * **Memory Layout:** + * Stored in a contiguous region. + * Access is performed via offsets relative to the base address. + * **Field Selection:** Explain that offsets are determined at compile time. + * Show the example `struct rec { int i; int j; int a[2]; int *p; }`. + * Display the offsets (0, 4, 8, 16) and total size (24 bytes). + * **The `->` Operator:** Explain `rp->width` as equivalent to `(*rp).width` and the assembly generation using displacement (e.g., `movl 4(%rdi), %eax`). + +8. **Unions (Sec 3.9.2)** + * **Definition:** All fields share the *same* block of memory. + * **Sizing:** Total size equals the maximum size of any single field. + * **Applications:** + * Mutual exclusion (saving space in binary trees: internal nodes vs. leaves). + * Bit manipulation (accessing bit patterns of different types). + * **Visual Example:** Compare the memory map of `struct S3` vs `union U3` (from the text's table) showing how offsets differ (Union offsets are all 0). + * **Endianness Warning:** Include the `double2bits` or `uu2double` example to show how byte ordering impacts result when casting via unions. + +9. **Data Alignment (Sec 3.9.3)** + * **The Principle:** Primitive objects of size $K$ must have an address that is a multiple of $K$. + * **Motivation:** Simplifies hardware interface and improves memory system performance. + * **Alignment Table:** + * $K=1$: char + * $K=2$: short + * $K=4$: int, float + * $K=8$: long, double, char* + * **Mandatory Alignment:** Mention SSE/AVX requirements (16-byte alignment) for multimedia instructions. + +10. **Padding and Structure Layout** + * **Internal Padding:** Gaps inserted between fields to satisfy the alignment of the *next* field. + * **External (Tail) Padding:** Gaps inserted at the end of a structure to ensure that in an array of structures, each element satisfies alignment rules. + * **Example:** Walk through `struct S1` (9 bytes packed $\rightarrow$ 12 bytes aligned) vs `struct S2` (reordering fields to minimize wasted space). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture07/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture07/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..cdd91f8315fc7671b4e25b3159bd1174b9e875b9 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture07/generation_task/judge_prompt.json @@ -0,0 +1,26 @@ +{ + "material_dependent_checklist_1": [ + "\n**Array Allocation & Basic Access**\n\n**Completeness of Memory Model Definition**\n* Does the content explicitly define the declaration `T A[N]` as allocating a contiguous region of $L \\cdot N$ bytes?\n* Is the identifier `A` correctly identified as a pointer to the beginning of the array ($X_A$)?\n Note: Check if the relationship between the identifier and the starting address is clarified.\n", + "\n**Coverage of Addressing Formulas**\n* Does the material provide the fundamental formula for accessing element `i`: $Address = X_A + L \\cdot i$?\n* Are the allowed scaling factors for x86-64 memory referencing instructions (1, 2, 4, and 8) explicitly listed?\n If no, specify if the hardware limitations on scaling are omitted.\n", + "\n**Pointer Arithmetic & Operations**\n\n**Scaling and Type Referencing**\n* Does the content explain that pointer arithmetic `p + i` scales the value `i` by the size `L` of the data type?\n* Are the unary operators `&` (address generation) and `*` (dereferencing) clearly distinguished?\n* Is the equivalency between array referencing `A[1]` and pointer arithmetic `*(A+1)` explicitly stated?\n", + "\n**Assembly Implementation Differences**\n* Does the material distinguish between operations returning data (using 4-byte `movl`, `%eax`) and those returning pointers (using 8-byte `leaq`, `%rax`)?\n* Is the computation of pointer differences (e.g., `&E[i] - E`) explained as returning a value of type `long`?\n", + "\n**Nested Arrays & Multidimensional Layout**\n\n**Row-Major Ordering**\n* Is \"Row-Major Order\" defined as storing all elements of row 0, followed by row 1, etc.?\n* Does the content confirm that multidimensional arrays are allocated as a single contiguous block of memory?\n If no, check if the linear memory layout description is missing.\n", + "\n**Address Computation & Optimization**\n* Is the general formula for accessing `D[i][j]` provided: $\\&D[i][j] = X_D + L(C \\cdot i + j)$?\n* Does the material demonstrate how compilers use `leaq` instructions to optimize index computation (avoiding explicit multiplication)?\n", + "\n**Structure & Union Implementations**\n\n**Structure Memory Organization**\n* Is the implementation of structures defined as storing components in a contiguous region with compile-time offsets?\n* Does the content explain the `->` operator (e.g., `rp->width`) as a combination of dereferencing and field selection?\n", + "\n**Union Semantics and Applications**\n* Is the key distinction of unions (all fields reference the same memory block) clearly stated?\n* Are specific applications of unions mentioned, such as mutually exclusive data in binary trees or bit-level data access?\n", + "\n**Data Alignment Requirements**\n\n**Hardware & Performance Rationale**\n* Is the motivation for alignment explained (simplifying hardware interface and improving memory system performance)?\n* Does the content specify that x86-64 hardware works on unaligned data but Intel recommends alignment?\n", + "\n**SSE/AVX Constraints**\n* Is the mandatory 16-byte alignment requirement for SSE multimedia instructions explicitly mentioned?\n If no, specify if the potential for program termination due to alignment exceptions is omitted.\n" + ], + "material_dependent_checklist_2": [ + "\n**Array Indexing & Machine Code**\n\n* **Scaling Factor Accuracy:** Are the scaling factors strictly limited to 1, 2, 4, and 8, corresponding to primitive data types?\n  * *Detail Check:* Ensure no invalid scaling factors (like 3 or 5) are implied for memory operands.\n", + "\n* **Variable-Size Array Implementation:** Does the content accurately describe that ISO C99 variable-size arrays require a multiplication instruction (`imulq`) because dimensions are not compile-time constants?\n  * *Detail Check:* Verify the distinction between using `leaq` for fixed-size scaling vs. `imulq` for variable-size scaling.\n", + "\n**Structure Field Access & Offsets**\n\n* **Compile-Time Resolution:** Is it clearly stated that field selection handles all offsets at compile time, with no machine code information about field names?\n  * *Detail Check:* Confirm that the machine code uses immediate displacements (e.g., `4(%rdi)`) rather than looking up field names.\n", + "\n* **Padding Logic:** Does the content explain that compilers insert gaps (padding) *between* fields to satisfy alignment requirements of subsequent fields?\n  * *Detail Check:* Check the example where a 3-byte gap is inserted after a `char` to align the following `int` on a 4-byte boundary.\n", + "\n**Union Sizing & Endianness**\n\n* **Total Size Calculation:** Is the size of a union correctly defined as the maximum size of any of its fields?\n  * *Detail Check:* Verify with the `union U3` example where the size is 8 bytes (size of `double`) despite containing smaller types.\n", + "\n* **Byte Ordering Risks:** Does the checklist include the risk of \"Endianness\" (Little-endian vs. Big-endian) when accessing union data across different types?\n  * *Detail Check:* Specifically, verify the reverse behavior of high/low order bytes on Little-endian vs. Big-endian machines.\n", + "\n**Fixed vs. Variable Size Optimization**\n\n* **Code Transformation:** Does the content accurately reflect how compilers optimize fixed-size array loops by generating pointers (e.g., `Aptr`, `Bptr`) rather than using index arithmetic?\n  * *Detail Check:* Check for the specific optimization of incrementing a pointer by the row size (`Bptr += N`) instead of recalculating $C \\cdot i$ every iteration.\n", + "\n* **Register Usage:** In variable-size array examples, is the use of specific registers for parameter `n` (e.g., `%rdi`, `%r9`) correctly identified?\n", + "\n**Alignment Rules (x86-64)**\n\n* **Primitive Alignment Table:** Are the alignment rules (`K`) correctly matched to types?\n  * *Detail Check:* `char` (K=1), `short` (K=2), `int/float` (K=4), `long/double/char*` (K=8).\n", + "\n* **Tail Padding:** Is the concept of adding padding to the *end* of a structure to satisfy array element alignment explicitly covered?\n  * *Detail Check:* Verify the logic that the total struct size must be a multiple of its alignment requirement ($K$).\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture07/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture07/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5c772a8ca8fb7b1546a924592c4b5977e56ecf74 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture07/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture07 +category: education +input_metrics: + total_input_tokens: 28644 + generation_prompt_tokens: 2884 + materials_total_tokens: 25760 + material_count: 1 + pdf_total_pages: 46 + file_details: + - name: material.pdf + tokens: 25760 + pages: 46 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 20 + total_count: 50 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture07/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture07/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fc4e4e48e398de6a3058290b0f25481a7835139e --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture07/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:67439c838921475f49d01f0d501026d4246017e423db31ccbe98b6783b0c9cfd +size 494938 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture08/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture08/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..4793ced0e7b237f94d13570a45fed6cdf77d8e4d --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture08/generation_task/instructions.md @@ -0,0 +1,189 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. +1.**Title Slide** + * **Section Title:** "3.10 Combining Control and Data in Machine-Level Programs" + * **Textbook Context:** "Computer Systems: A Programmer's Perspective" (Bryant & O'Hallaron) + * **Core Theme:** The interaction between data structures (pointers, arrays) and control flow in machine-level code. + * **Key Topics:** Pointers, GDB, Buffer Overflows, and Variable-Size Stack Frames. + +2.**Agenda / Outline** + * **Understanding Pointers:** Reviewing pointer arithmetic and function pointers. + * **Debugging with GDB:** Analyzing machine-level behavior at runtime. + * **Buffer Overflow:** Understanding out-of-bounds memory references and security vulnerabilities. + * **Thwarting Attacks:** Stack randomization, canaries, and executable space protection. + * **Variable-Size Stacks:** Implementing dynamic stack frames using frame pointers. + +3.**Theoretical Foundations: Understanding Pointers** + * **Pointer Types:** Pointers have an associated type (e.g., `int *ip`) indicating the object kind, but this is a C abstraction, not machine code. + * **Generic Pointers:** The `void *` type represents a generic pointer, often returned by `malloc`. + * **Creation & Dereferencing:** + * Pointers are created with `&` (often implemented via `leaq`). + * Pointers are dereferenced with `*` (implemented by memory references). + * **Pointer Arithmetic:** + * Arrays and pointers are closely related; array referencing `a[3]` is equivalent to `*(a+3)`. + * **Quantitative Rule:** For a pointer `p` of type `T`, the expression `p+i` computes the address $p + L \cdot i$, where $L$ is the size of data type `T`. + * **Casting:** Casting changes the type and scaling factor ($L$) but not the underlying address value. + +4.**Advanced Pointers: Function Pointers** + * **Concept:** Pointers can store references to code execution points (functions). + * **Value:** The value of a function pointer is the address of the first instruction in the machine-code representation of that function. + * **Syntax Challenge:** Declaration syntax is often confusing (read from inside out). + * *Example:* `int (*f)(int*)` is a pointer to a function taking an `int*` argument and returning an `int`. + * *Contrast:* `int *f(int*)` would be a function prototype returning a pointer to an int. + +5.**Analysis Tool: The GDB Debugger** + * **Rationale:** GDB allows runtime evaluation and analysis of machine-level programs, offering control over execution unlike static code analysis. + * **Key Workflows:** + * **Disassembly:** Run `OBJDUMP` first to view the disassembled code. + * **Breakpoints:** Set breakpoints at function entries (`break multstore`) or specific addresses (`break *0x400540`). + * **Stepping:** Use `stepi` (execute one instruction) or `nexti` (proceed through calls). + * **Inspection:** Examine registers (`info registers`, `print $rax`) and memory (`x/2g` to examine words). + +6.**System Vulnerability: Buffer Overflow** + * **The Cause:** C does not perform bounds checking on array references. + * **The Mechanism:** Local variables and state information (saved registers, return addresses) are stored on the stack. An out-of-bounds write can corrupt this state. + * **Specific Example: `gets` function** + * The library function `gets` copies a string to a buffer without checking specific space allocation. + * *Code Example:* * In the `echo` function, a buffer of only 8 bytes is allocated, but `gets` allows arbitrary input length. + +7.**Visualizing Stack Corruption (The `echo` Example)** + * **Stack Layout:** + * The `echo` function allocates 24 bytes on the stack (`subq $24, %rsp`). + * `buf` is at the top of the stack (`%rsp`). + * The return address is located at `%rsp+24`. + * * **Corruption Thresholds:** + * **0-7 bytes:** Safe (fits in buffer). + * **9-23 bytes:** Corrupts unused stack space. + * **24-31 bytes:** Corrupts the **Return Address**. + * **Consequence:** When `ret` executes, the program jumps to the corrupted address, causing unexpected behavior. + +8.**Security Implications: Exploits and Worms** + * **Buffer Overflow Attacks:** Attackers feed a string containing "exploit code" and overwrite the return address to point to this code. + * **Historical Context:** The Internet Worm (1988) used a buffer overflow in the `fingerd` daemon to gain remote access. + * **Nop Sleds:** Attackers pad exploits with a sequence of `nop` instructions. If the program jumps anywhere into the sled, it slides into the exploit code. + * **Quantitative Scale:** A 256-byte nop sled makes cracking a $2^{23}$ randomization space feasible ($2^{15}$ attempts). + +9.**Defense Mechanism 1: Stack Randomization (ASLR)** + * **Concept:** Address-Space Layout Randomization (ASLR) varies the stack position from run to run. + * **Implementation:** Allocating a random amount of space (0 to $n$ bytes) at the start of the program using `alloca`. + * **Effectiveness:** + * *32-bit Linux:* Stack addresses varied across a range of approx $2^{23}$. + * *64-bit Linux:* Addresses varied across a range of nearly $2^{32}$, making brute force much harder. + +10.**Defense Mechanism 2: Stack Corruption Detection (Canaries)** + * **Concept:** A "canary" value (guard value) is placed between the local buffer and the rest of the stack state. + * **Mechanism:** + * The canary is generated randomly at runtime. + * Before returning, the function checks if the canary has been modified. + * **Assembly Implementation:** + * **Insertion:** `movq %fs:40, %rax` (read from read-only segment) -> `movq %rax, 8(%rsp)` (store on stack). + * **Check:** `xorq %fs:40, %rax`. If the result is nonzero, the stack is corrupted (`call stack_chk_fail`). + +11.**Defense Mechanism 3: Limiting Executable Regions** + * **Concept:** Limit which memory regions can hold executable code. + * **Hardware Support:** + * Historically, x86 merged read/execute permissions. + * Modern processors (AMD/Intel) introduced the **NX (No-Execute) bit**. + * **Result:** The stack can be marked readable/writable but *not* executable, preventing code execution from the stack. + +12.**Supporting Variable-Size Stack Frames** + * **The Problem:** Some functions require variable local storage (e.g., using `alloca` or variable-size arrays) that cannot be calculated at compile time. + * **The Solution:** Use register `%rbp` as a **frame pointer**. + * **Implementation Details:** + * **Setup:** `pushq %rbp` then `movq %rsp, %rbp`. This saves the old base and sets the new frame base. + * **Access:** Fixed-length locals are referenced via offsets from `%rbp` (e.g., `-8(%rbp)`). + * **Restoration:** The `leave` instruction restores the stack pointer and pops the saved `%rbp`. + * *Equivalence:* `leave` is equivalent to `movq %rbp, %rsp` followed by `popq %rbp`. + * +13.**Summary & Best Practices** + * **Machine-Level Insight:** Understanding memory layout is crucial for diagnosing bugs and understanding security. + * **Vulnerabilities:** Functions like `gets`, `strcpy`, and `sprintf` are unsafe; `fgets` should be used instead. + * **Protection:** Modern systems use a combination of ASLR, Canaries, and NX bits to mitigate attacks. + * **Stack Management:** While compilers optimize for fixed stack frames, frame pointers (`%rbp`) are necessary for variable-sized data. +--- +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture08/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture08/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ef0b9fd2f721823e25a1b8a0bda712ae616c261a --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture08/generation_task/judge_prompt.json @@ -0,0 +1,20 @@ +{ + "material_dependent_checklist_1": [ + "\n**Pointer Fundamentals & Arithmetic**\n\n**Pointer Types & Abstraction**\n* Does the content explicitly define the `void *` type as a generic pointer that can be converted via casting?\n* Is the distinction made that pointer types are a C abstraction and not part of the underlying machine code?\n* Are function pointers defined specifically as the address of the first instruction in the machine-code representation?\n", + "\n**Arithmetic & Operations**\n* Does the material provide the specific formula for pointer arithmetic `p + i`: $Address = p + L \\cdot i$, where $L$ is the data type size?\n* Is the equivalency between array referencing `a[3]` and pointer arithmetic `*(a+3)` explicitly stated?\n* Does the content clarify that casting a pointer changes the scaling of arithmetic but not the pointer's value?\n", + "\n**Debugging & Runtime Analysis**\n\n**GDB Usage**\n* Does the text list key GDB commands for execution control (`stepi`, `nexti`, `break`) and data inspection (`print`, `x`)?\n* Is the use of `disas` to view the disassembled version of functions explicitly mentioned?\n", + "\n**Buffer Overflow & Vulnerabilities**\n\n**Stack Corruption Mechanics**\n* Does the content explain that local variables and state information (return addresses) are stored together on the stack?\n* Is the specific mechanism of corrupting the \"Return address\" via an out-of-bounds write explicitly illustrated?\n* Are unsafe library functions such as `gets`, `strcpy`, `strcat`, and `sprintf` specifically identified?\n", + "\n**Exploit Techniques**\n* Does the material define \"exploit code\" as byte encodings of executable code injected by attackers?\n* Is the concept of a \"Nop sled\" (sequence of `nop` instructions) explained as a method to overcome address randomization?\n", + "\n**Defense Mechanisms**\n\n**Stack Randomization (ASLR)**\n* Is Stack Randomization defined as allocating a random amount of unused space (using `alloca`) at the start of a program?\n* Does the content provide quantitative ranges for stack address variation in 32-bit ($2^{23}$) vs. 64-bit ($2^{32}$) systems?\n", + "\n**Stack Canaries & Hardware Protection**\n* Is the \"Canary\" described as a guard value placed between the local buffer and the saved stack state?\n* Does the content explain the NX (No-Execute) bit, which separates read and execute access modes in hardware?\n", + "\n**Variable-Size Stack Frames**\n\n**Frame Pointer Implementation**\n* Is the requirement for a frame pointer (`%rbp`) explicitly linked to functions requiring variable local storage (e.g., `alloca` or variable-size arrays)?\n* Does the text detail the `leave` instruction as equivalent to `movq %rbp, %rsp` followed by `popq %rbp`?\n" + ], + "material_dependent_checklist_2": [ + "\n**Pointer Syntax & Semantics**\n\n* **Declaration Parsing:** Does the content explain the syntax for function pointers (e.g., `int (*f)(int*)`) by reading from the \"inside out\"?\n * *Detail Check:* Verify the distinction between a function returning a pointer `int *f(...)` and a pointer to a function `int (*f)(...)`.\n", + "\n* **Operator Implementation:** Is the machine-code realization of the address operator `&` correctly identified as often using the `leaq` instruction?\n", + "\n**Security Implementation Details**\n\n* **Canary Segment:** Is the storage of the canary value explicitly described as using segmented addressing (`%fs:40`) to mark it as read-only?\n * *Detail Check:* Confirm the use of `xorq` to validate the canary before returning.\n", + "\n* **Stack Layout Risks:** Does the checklist confirm that `buf` is positioned at the top of the stack, with unused space potentially existing between `buf` and the return pointer?\n", + "\n**Variable Stack Management**\n\n* **Register Allocation:** Is the specific role of `%rbp` as the \"frame pointer\" (or base pointer) clearly distinguished from the \"stack pointer\" `%rsp`?\n", + "\n* **Allocation Logic:** Does the content accurately describe the allocation process involving `subq` for fixed parts and `andq` for alignment of variable-sized arrays?\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture08/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture08/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1f99f5b765319e0c5c490ad64433901d3dab0102 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture08/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture08 +category: education +input_metrics: + total_input_tokens: 23411 + generation_prompt_tokens: 3251 + materials_total_tokens: 20160 + material_count: 1 + pdf_total_pages: 36 + file_details: + - name: material.pdf + tokens: 20160 + pages: 36 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 8 + Content Correctness: 6 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 14 + total_count: 44 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture08/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture08/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9e048c8c66598c284d9d1564703c6a053878cd15 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture08/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:af36497db1afcc5eb963ac82f6954eeae389a75b35fbef49fa948e2fe888c160 +size 2023447 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture09/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture09/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..4c080767e24127ad7a50ebcfd7ce7a5909642ea1 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture09/generation_task/instructions.md @@ -0,0 +1,159 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. ***Title Slide** +    * **Course/Topic:** "Optimizing Program Performance" (Based on Chapter 5 of CS:APP) +    * **Context:** Turning correct code into fast code. +    * **Core Philosophy:** "The primary objective is correctness; the second is speed." + +2. **Agenda / Outline** +    * **Compiler Capabilities:** What compilers can and cannot optimize automatically. +    * **Performance Metrics:** Introduction to Cycles Per Element (CPE). +    * **Code Transformations:** Reducing overhead (Code Motion, Memory References). +    * **Processor Architecture:** Understanding Instruction-Level Parallelism (ILP). +    * **Advanced Techniques:** Loop Unrolling and Accumulator Parallelism. +    * **Bottlenecks:** Branch prediction and memory dependencies. + +3. **Compilers and Optimization Blockers** +    * **The Goal:** Compilers try to optimize, but must ensure "safe" transformations (preserving behavior). +    * **Blocker #1: Memory Aliasing:** Use the `twiddle1` vs `twiddle2` example to show how pointer aliasing prevents value reuse, forcing memory re-reads. +    * **Blocker #2: Procedure Calls:** Use the `func1` vs `func2` example to show how side effects (like global state modification) prevent moving function calls out of loops. + +4. **Measuring Performance (CPE)** +    * **Metric Definition:** Define Cycles Per Element (CPE) suitable for loop-bound computations. +    * **Baseline Example:** Introduce the `vec` (vector) Abstract Data Type and the `combine1` function. +    * **Equation:** Show the execution time formula $T \approx L \cdot n + K$ (Slope is CPE). + +5. **Basic Code Optimizations (Machine Independent)** +    * **Code Motion:** Analyze `combine2`. Show how moving `vec_length` out of the loop test eliminates $O(n)$ function calls. Explain why the compiler couldn't do this automatically (side-effect risk). +    * **Reducing Procedure Calls:** Analyze `combine3`. Show the impact of moving `get_vec_element` out of the loop (bounds checking overhead). +    * **Eliminating Memory References:** Analyze `combine4`. Explain using a temporary accumulator (`acc`) to prevent reading/writing memory on every iteration. + +6. **Understanding Modern Processors (Hardware Model)** +    * **The Microarchitecture:** Explain Superscalar and Out-of-Order execution. +    * **Functional Units:** List the specific units of the reference machine (Intel Haswell) showing Latency vs. Capacity/Issue Time. +    * **The Bounds:** Define "Latency Bound" (strict sequential dependence) vs. "Throughput Bound" (raw computing capacity). + +7. **Data-Flow Analysis** +    * **Visualizing Computation:** Introduce Data-Flow Graphs to map register dependencies. +    * **The Critical Path:** Illustrate the critical path in `combine4` (the chain of floating-point multiplications) which limits performance to the Latency Bound (e.g., 5.0 cycles for double precision mul). +    * **Conclusion:** Basic optimizations hit a wall defined by operation latency. + +8. **Loop Unrolling** +    * **Concept:** Explain $k \times 1$ unrolling (`combine5`) to reduce loop overhead (indexing, branching). +    * **Result:** Show that while integer addition improves (due to low latency), floating-point operations remain stuck at the Latency Bound. +    * **Data-Flow Explanation:** Show that unrolling alone does not break the sequential dependency chain of the accumulator. + +9. **Enhancing Parallelism: Multiple Accumulators** +    * **Concept:** Explain $k \times k$ unrolling (`combine6`). Using multiple local variables (`acc0`, `acc1`) to accumulate partial results. +    * **Breaking the Barrier:** Show the Data-Flow Graph for `combine6`. Demonstrate how this creates multiple independent dependency chains that the CPU can execute in parallel (pipelining). +    * **Result:** Performance approaches the Throughput Bound. + +10. **Enhancing Parallelism: Reassociation** +    * **Concept:** Explain $k \times 1a$ unrolling (`combine7`). Changing parenthesis `(x * y) * z` vs `x * (y * z)`. +    * **Data-Flow Explanation:** Show how reassociation breaks the critical path by deferring the dependency on the accumulator. +    * **Caveat:** Discuss floating-point associativity (numerical precision risks vs. speed). + +11. **Vectorization (SIMD)** +    * **AVX Instructions:** Briefly introduce Single Instruction, Multiple Data (SIMD). +    * **Parallelism:** Explain operating on vector registers (`%ymm`) to process 4 or 8 elements simultaneously. +    * **Performance:** Show the massive speedup achieved by combining Vectorization with unrolling (surpassing scalar Throughput Bounds). + +12. **Limiting Factors & Bottlenecks** +    * **Register Spilling:** Explain what happens when you use too many accumulators (stack access kills performance). +    * **Branch Prediction:** Explain the penalty of misprediction using the sorting/copying example. Differentiate between predictable loops and data-dependent branches. +    * **Memory Performance:** Discuss Load/Store functional unit limitations. Explain the Write/Read dependency penalty using the `write_read` example. + +13. **Summary & Profiling** +    * **Profiling:** Introduce tools like `GPROF` and Amdahl's Law (focusing optimization efforts where they matter most). +    * **Optimization Strategy:** Summarize the workflow: 1. Algorithmic efficiency, 2. Basic code clean-up (code motion), 3. Unrolling/Parallelism for critical loops. +    * **Final Warning:** "Don't sacrifice modularity or correctness for optimization unless absolutely necessary." + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture09/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture09/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f5f9187ff9a7445c98a93f80ac2170eb3ac3a656 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture09/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Scope**\n\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Optimizing Program Performance\" or \"Chapter 5: Code Optimization\")?\n* Is the specific context provided (e.g., transforming C code for modern processors, GCC optimization levels)?\n  Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Core Philosophy**\n* Does the material explicitly state the primary objective of programming: Correctness first, then speed?\n* Is there a mention of the trade-off between code readability/modularity and performance speed?\n  If no, specify if the ethical/practical baseline for optimization is omitted.\n", + "\n**Compiler Capabilities and Limitations**\n\n**Optimization Blockers**\n* Does the content identify the two major \"Optimization Blockers\" that prevent compilers from generating efficient code?\n  * Memory Aliasing (Pointer aliasing)\n  * Procedure Calls (Side effects)\n  Note: Check for presence. If no, indicate which blocker is missing.\n", + "\n**Specific Examples**\n* Are the illustrative examples from the text included?\n  * `twiddle1` vs. `twiddle2` (Aliasing)\n  * `func1` vs. `func2` (Function calls/Side effects)\n", + "\n**Performance Metrics & Baselines**\n\n**Defining Performance**\n* Is the metric **CPE (Cycles Per Element)** introduced and defined as the standard measure for loop-bound computations?\n* Is the distinction made between \"Latency Bound\" (sequential dependence) and \"Throughput Bound\" (raw hardware capacity)?\n", + "\n**The Vector Data Structure**\n* Does the material introduce the `combine` functions and the `vec` abstract data type used throughout the chapter?\n  If no, specify if the baseline for the optimization experiments is missing.\n", + "\n**Basic Code Transformations**\n\n**Machine-Independent Optimizations**\n* Does the content cover the initial set of optimizations that do not rely on specific processor features?\n  * **Code Motion:** Moving computations (like `vec_length`) out of loops.\n  * **Reducing Procedure Calls:** Eliminating `get_vec_element` bounds checking within loops.\n  * **Eliminating Memory References:** Using temporary accumulators to avoid reading/writing memory on every iteration.\n", + "\n**Advanced Optimization Techniques**\n\n**Exploiting Instruction-Level Parallelism (ILP)**\n* Does the material explain **Loop Unrolling** ($k \times 1$) and its dual benefits (reducing overhead vs. exposing parallelism)?\n* Are techniques for breaking sequential dependencies covered?\n  * **Multiple Accumulators** ($k \times k$ unrolling)\n  * **Reassociation Transformation** ($k \times 1a$ unrolling)\n", + "\n**Vectorization**\n* Is there a section on using **SIMD** (Single Instruction, Multiple Data) or AVX instructions to surpass scalar throughput bounds?\n  If no, specify if the discussion on vector registers (%ymm) is omitted.\n", + "\n**Profiling and Practical Application**\n\n**Tools and Analysis**\n* Is the use of code profilers (specifically **GPROF**) described for identifying performance bottlenecks?\n* Does the content mention **Amdahl's Law** regarding the limiting factor of the unoptimized portions of a program?\n" + ], + "material_dependent_checklist_2": [ + "\n**Compiler Safety & Memory Aliasing**\n\n* **Safe Optimizations:** Does the content accurately explain that compilers must assume the \"worst case\" (e.g., aliasing pointers) to preserve program behavior?\n  * *Detail Check:* Verify the explanation of why `twiddle2` is not a valid optimization of `twiddle1` if `xp` and `yp` point to the same location.\n", + "\n* **Side Effects:** Is the limitation of function inlining explained in the context of global state modification?\n  * *Detail Check:* Ensure the distinction is made that compilers cannot optimize across function calls reliably if the function modifies global variables (like `counter++`).\n", + "\n**Processor Microarchitecture Models**\n\n* **Out-of-Order Execution:** Is the modern processor described as \"superscalar\" and \"out-of-order\"?\n  * *Detail Check:* Check for the separation of the **Instruction Control Unit (ICU)** and the **Execution Unit (EU)**.\n", + "\n* **Functional Unit Specs:** Are the specific characteristics of the reference machine (Intel Haswell) included?\n  * *Detail Check:* Verify the Latency vs. Issue Time/Capacity for Integer Addition (1/1), Floating Point Addition (3/1), and Multiplication (5/1).\n", + "\n**Data-Flow Analysis**\n\n* **Critical Paths:** Does the content accurately use **Data-Flow Graphs** to visualize register dependencies?\n  * *Detail Check:* Ensure the \"Critical Path\" is identified as the chain of operations (usually the accumulator update) that limits performance to the Latency Bound.\n", + "\n* **Throughput Limits:** Is the concept of \"Throughput Bound\" correctly explained as the ultimate limit derived from the number and speed of functional units (e.g., 1.0 or 0.5 CPE)?\n", + "\n**Optimization Logic & Results**\n\n* **Unrolling Trade-offs:** Does the analysis of `combine5` ($2 \times 1$ unrolling) correctly state that it reduces overhead but *does not* break the latency barrier for floating-point operations?\n", + "\n* **Parallelism Logic:** Does the explanation for `combine6` (Multiple Accumulators) correctly attribute the speedup to utilizing multiple pipelined functional units simultaneously?\n  * *Detail Check:* Check if the text explains that $k$ must be large enough ($k \\ge L \times C$) to fill the pipeline.\n", + "\n**Limiting Factors**\n\n* **Register Spilling:** Is the penalty of \"Register Spilling\" explained when the degree of unrolling exceeds the number of available hardware registers?\n  * *Detail Check:* Verify the mention of stack operations degrading performance when too many accumulators are used (e.g., $20 \times 20$ unrolling).\n", + "\n* **Branch Prediction:** Is the impact of branch misprediction penalties on performance bottlenecks addressed?\n  * *Detail Check:* Ensure the distinction between predictable loops and unpredictable data-dependent branches (like sorting) is clear.\n", + "\n**Memory Performance Details**\n\n* **Load/Store Interactions:** Does the content cover the performance penalty of **Write/Read Dependencies**?\n  * *Detail Check:* Verify the explanation of the Store Buffer and how a load address matching a pending store address causes a delay (CPE increase).\n", + "\n* **Latency vs. Bandwidth:** Is the performance of linked list traversal (pointer chasing) correctly identified as being limited by Load Latency (approx. 4 cycles) rather than throughput?\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture09/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture09/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..17a0a04c98e2a4bce64600f75f9294fc95787dae --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture09/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture09 +category: education +input_metrics: + total_input_tokens: 91222 + generation_prompt_tokens: 2742 + materials_total_tokens: 88480 + material_count: 1 + pdf_total_pages: 158 + file_details: + - name: material.pdf + tokens: 88480 + pages: 158 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture09/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture09/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5e6271d795c4c5d0ed392b38890a1e46fe8824d6 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture09/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d159c36f4c4cb19c1f4906aa7134e4cb561c5ce823219ed4361168a764fe02a +size 3569544 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture10/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture10/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..153344980390874bd182846da32fa25d1ff49e3c --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture10/generation_task/instructions.md @@ -0,0 +1,159 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. +1. **Title Slide** + * **Course Title:** "15-213/18-213/15-513: Introduction to Computer Systems" + * **Topic:** The Memory Hierarchy: Storage, Locality, and Caching + * **Instructors:** Randal E. Bryant and David R. O'Hallaron + * **Context:** Based on Chapter 6 of CS:APP3e. + +2. **Agenda / Outline** + * **Storage Technologies:** RAM (SRAM/DRAM), Disks (Rotating/SSD). + * **The Gap:** Trends in technology performance. + * **Locality:** The software principle that makes the hierarchy work. + * **The Memory Hierarchy:** Organization and Caching mechanics. + +3. **Random Access Memory (RAM)** + * **Static RAM (SRAM):** Explain the bistable memory cell (6-transistor circuit), stability (inverted pendulum analogy), and use cases (Cache). + * **Dynamic RAM (DRAM):** Explain the capacitor-based storage, sensitivity to disturbance, refresh requirements, and use cases (Main Memory). + * **Comparison:** Present a table comparing SRAM vs. DRAM in terms of Transistors per bit, Access time, Persistency, Sensitivity, and Cost. + +4. **DRAM Architecture and Access** + * **Organization:** Explain the d x w organization, Supercells, and the 2D array structure (Rows/Cols) used to reduce pin count. + * **Access Protocol:** Detail the reading process involving the Memory Controller, Row Access Strobe (RAS), Column Access Strobe (CAS), and the internal row buffer. + * **Modules:** Describe how DRAM chips are packaged into DIMMs and how 64-bit words are read across multiple chips. + +5. **Rotating Disk Storage** + * **Geometry:** Define Platters, Surfaces, Tracks, Sectors, Cylinders, and Gaps. + * **Capacity:** Provide the formula for Disk Capacity ($Bytes/sector \times Avg~sectors/track \times Tracks/surface \times Surfaces \times Platters$). Explain Recording, Track, and Areal density. + * **Access Mechanics:** Detail the physical movement: Seek (arm movement), Rotation (waiting for sector), and Transfer. + * **Performance Formulas:** + * $T_{access} = T_{seek} + T_{rotation} + T_{transfer}$ + * $T_{max~rotation} = (1/RPM) \times 60$ + * $T_{avg~rotation} = 1/2 \times T_{max~rotation}$ + * $T_{avg~transfer} = (1/RPM) \times (1 / avg~sectors~per~track) \times 60$ + * **The 2x Rule:** Explain why access time is roughly $2 \times T_{seek}$. + +6. **Solid State Disks (SSDs)** + * **Structure:** Flash memory organization (Packages -> Chips -> Blocks -> Pages). + * **Operations:** Explain the read/write granularity difference (read pages, erase blocks). + * **Performance Asymmetry:** Explain why random writes are slower than reads (erase-modify-write cycle). + * **Wear:** Discuss the "wear out" phenomenon and the role of the Flash Translation Layer (wear-leveling logic). + +7. **Storage Technology Trends** + * **The Gap:** Visualize the divergence between CPU performance (doubling every ~2 years) and Memory/Disk access times. + * **Metrics:** Compare the dramatic drop in Cost ($/MB) vs. the slower improvement in Access Time for DRAM and Disk from 1985 to 2015. + * **Conclusion:** It is easier to increase density (capacity) than to decrease latency. + +8. **The Principle of Locality** + * **Definition:** Programs tend to reference data items near other recently referenced items. + * **Types:** + * **Temporal Locality:** Referenced again soon. + * **Spatial Locality:** Nearby addresses referenced soon. + * **Evaluation:** Explain "Stride-k" reference patterns. Stride-1 (sequential) yields the best spatial locality. + +9. **Locality Code Examples** + * **Vector Sum:** Analyze `sumvec` for temporal (sum variable) and spatial (vector elements) locality. + * **Matrix Traversal:** Contrast `sumarrayrows` (Stride-1, Good Locality) vs. `sumarraycols` (Stride-N, Poor Locality) based on C's row-major memory layout. + * **Instruction Locality:** Note that loops provide good temporal and spatial locality for instruction fetches. + +10. **The Memory Hierarchy Structure** + * **The Pyramid:** Visualize levels L0 (Regs) through L6 (Remote Storage). + * **Properties:** Moving down the hierarchy means: Slower access, Larger capacity, Cheaper cost per byte. + * **Fundamental Idea:** Storage at level $k$ serves as a cache for storage at level $k+1$. + +11. **Caching Mechanics** + * **Definitions:** Block-sized transfers, Cache Hits vs. Cache Misses. + * **Types of Misses:** + * **Compulsory (Cold):** First access to a block. + * **Conflict:** Multiple items map to the same slot (restrictive placement policy). + * **Capacity:** Working set exceeds cache size. + * **Management:** Overview of who manages what (Compiler for Regs, Hardware for L1/L2/L3, OS for Main Memory/Virtual Memory). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture10/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7c8d2d7802b89cd5ac86c64fc740d7613aa5834f --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture10/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Agenda**\n\n**Completeness of the Topic and Source**\n* Does the slide deck clearly identify the core subject as \"The Memory Hierarchy\" or \"Storage Technologies\"?\n* Are the source textbook (*Computer Systems: A Programmer's Perspective*) and authors (Bryant & O'Hallaron) explicitly cited?\n  Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Core Modules**\n* Does the agenda explicitly outline the four foundational pillars of Chapter 6?\n  * Storage Technologies (RAM, Disks, SSDs)\n  * Technology Trends (The CPU-Memory Gap)\n  * Locality (Temporal and Spatial)\n  * The Memory Hierarchy (Caching and Levels)\n  Note: Check for presence. If no, indicate which module is omitted.\n", + "\n**Random Access Memory (RAM)**\n\n**SRAM vs. DRAM Distinction**\n* Does the content distinguish between the two main types of RAM?\n* Is the specific use case for each defined (SRAM for Cache, DRAM for Main Memory/Frame Buffers)?\n  If no, specify if the functional difference is missing.\n", + "\n**Hardware Architecture**\n* Are the physical storage mechanisms explained?\n  * SRAM: Bistable (inverted pendulum model), 6-transistor cells.\n  * DRAM: Capacitor-based, sensitive to disturbance, requires refresh.\n* Is the \"Supercell\" organization of DRAM (Rows/Cols) mentioned to explain pin reduction?\n", + "\n**Disk Storage (Rotating & Solid State)**\n\n**Rotating Disk Geometry**\n* Is the geometry of a disk drive fully defined, including Platters, Surfaces, Tracks, Sectors, and Cylinders?\n* Does the material explain the mechanical components: Spindle, Actuator Arm, and Read/Write Heads?\n  If no, specify if the physical model of the disk is omitted.\n", + "\n**Solid State Disks (SSDs)**\n* Is the internal structure of Flash memory covered (Packages -> Chips -> Blocks -> Pages)?\n* Does the content mention the specific performance asymmetry (Reading is faster than Writing) and the \"wear-out\" phenomenon?\n", + "\n**Technology Trends & \"The Gap\"**\n\n**Historical Divergence**\n* Does the material present data or charts showing the performance trends from 1985 to 2015?\n* Is the \"Memory Gap\" explicitly identified—where CPU cycle times improve much faster than DRAM/Disk access times?\n  If no, specify if the motivation for the memory hierarchy is missing.\n", + "\n**Cost vs. Speed**\n* Is the trade-off articulated: that it is easier to increase density (lower cost) than to decrease access time (latency)?\n", + "\n**The Principle of Locality**\n\n**Defining Locality**\n* Is the \"Principle of Locality\" introduced as the software property that makes hardware caching effective?\n* Are the two distinct forms defined?\n  * **Temporal Locality:** Same data referenced again.\n  * **Spatial Locality:** Nearby data referenced soon.\n", + "\n**Code Examples**\n* Does the material include C code examples (e.g., `sumvec` or matrix traversal) to demonstrate good vs. bad locality?\n  If no, specify if the practical application of the concept is missing.\n", + "\n**The Memory Hierarchy & Caching**\n\n**The Pyramid Structure**\n* Is the visual representation of the hierarchy included (L0 Registers down to Remote Storage)?\n* Does it identify the fundamental trend: as you go down, storage becomes slower, larger, and cheaper?\n", + "\n**Caching Mechanics**\n* Is \"Caching\" defined as using a faster device to hold a subset of data from a slower device?\n* Are the types of cache misses (Cold, Conflict, Capacity) explicitly listed?\n  If no, specify if the mechanism of data movement is omitted.\n" + ], + "material_dependent_checklist_2": [ + "\n**RAM Technology & Access**\n\n* **Cell Stability Analogy:** Is the **Inverted Pendulum** analogy used (or described) to explain the bistability of SRAM cells?\n  * *Detail Check:* Ensure it explains that SRAM retains value indefinitely as long as power is applied, unlike the \"leaky\" DRAM.\n", + "\n* **DRAM Addressing:** Is the two-step access protocol accurately described?\n  * *Detail Check:* Verify the sequence: **RAS** (Row Access Strobe) copies a row to the buffer, followed by **CAS** (Column Access Strobe) to read the supercell.\n", + "\n* **Volatile vs. Nonvolatile:** Is the distinction made that RAM is volatile (loses data on power loss) while ROM/Flash is nonvolatile?\n", + "\n**Disk Capacity & Performance Formulas**\n\n* **Capacity Formula:** Is the formula for disk capacity mathematically correct according to the text?\n  * *Detail Check:* $Capacity = \frac{\\# bytes}{sector} \times \frac{avg \\# sectors}{track} \times \frac{\\# tracks}{surface} \times \frac{\\# surfaces}{platter} \times \frac{\\# platters}{disk}$.\n", + "\n* **Access Time decomposition:** Is the access time broken down into **Seek Time**, **Rotational Latency**, and **Transfer Time**?\n  * *Detail Check:* Verify the estimation rule: Average Rotational Latency = $1/2 \times Max Rotation$.\n", + "\n* **The \"2x\" Rule:** Does the content mention that average access time is roughly **2x the average seek time** (dominance of seek and rotation over transfer)?\n", + "\n**SSD Mechanics & Wear Leveling**\n\n* **Write Granularity:** Is the constraint on SSD writing accurately described?\n  * *Detail Check:* Ensure it states that data is written in **Pages** but must be erased in **Blocks** (which are much larger).\n", + "\n* **Write Performance Penalty:** Is the \"erase-modify-write\" cycle explained as the cause for slow random writes?\n", + "\n* **Flash Translation Layer:** Is the role of the FTL correctly identified as the firmware that manages logical-to-physical mapping and **wear-leveling**?\n", + "\n**Locality & Stride Analysis**\n\n* **Stride-1 Reference:** Is \"Stride-1\" (sequential access) identified as the gold standard for **Spatial Locality**?\n  * *Detail Check:* Ensure the link is made between Stride-1 and the hardware prefetching/block-size benefits.\n", + "\n* **Matrix Traversal Pitfall:** Do the slides correctly analyze the difference between row-major (good) and column-major (bad) traversal in C?\n  * *Detail Check:* Verify the explanation that `sumarraycols` (column-wise) has **Stride-N**, resulting in poor spatial locality because C stores arrays in row-major order.\n", + "\n**Hierarchy Logic & Cache Management**\n\n* **Management Responsibility:** Is the \"Who Manages What\" table accurate?\n  * *Detail Check:* Registers = Compiler; L1/L2/L3 = Hardware; Main Memory = OS; Disk Cache = Firmware.\n", + "\n* **Miss Definitions:** Are the definitions of cache misses precise?\n  * *Detail Check:* **Compulsory** (Cold) = empty cache; **Conflict** = restrictive placement policy (mapping collision); **Capacity** = working set too large.\n", + "\n* **Block Size Evolution:** Does the content note that block sizes generally **increase** as you move lower down the hierarchy (e.g., L1 blocks are smaller than Disk pages)?\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture10/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture10/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3a20d46d83b14240c5849b17b986b220b91d4dc9 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture10/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture10 +category: education +input_metrics: + total_input_tokens: 41287 + generation_prompt_tokens: 2647 + materials_total_tokens: 38640 + material_count: 1 + pdf_total_pages: 69 + file_details: + - name: material.pdf + tokens: 38640 + pages: 69 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture10/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture10/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3ab4e8c29b3cc2854260260522dcf6ac2345d1da --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture10/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d767384d960b5076741c55254361c821a56ed1735a66bd1f847447ccb482f696 +size 2466165 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture11/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture11/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..2b18671e9455934f5bd526600fcdabfa2748d53e --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture11/generation_task/instructions.md @@ -0,0 +1,140 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Chapter Title:** "6.4 - 6.7: Cache Memories & Performance" + * **background material:** "Computer Systems: A Programmer's Perspective" + * **Context:** The Memory Hierarchy, Part II + * **Core Sentiment:** Bridging the gap between CPU speed and Main Memory. + +2. **Agenda / Outline** + +3. **Theoretical Foundations: Generic Cache Organization** + * **The Tuple:** Define the cache parameters $(S, E, B, m)$ explicitly. + * **Capacity Calculation:** Explain the formula $C = S \times E \times B$. + * **Addressing:** Illustrate how an address of $m$ bits is partitioned into Tag ($t$), Set Index ($s$), and Block Offset ($b$). + * **Visuals:** Reconstruct the concept of Figure 6.25 (General organization). + +4. **Deep Dive: Direct-Mapped Caches ($E=1$)** + * **Definition:** Explain that each set contains exactly one line. + * **Operation Steps:** Detail Set Selection, Line Matching, and Word Selection. + * **Conflict Misses:** Use the "thrashing" example (e.g., dot product of vectors mapping to the same set) to explain why conflict misses occur even when the cache has capacity. + * **Solution:** Briefly mention padding as a software solution to conflict misses. + +5. **Deep Dive: Set Associative Caches** + * **Relaxing Constraints:** Define $E$-way set associative caches ($1 < E < C/B$). + * **Line Matching:** Explain the hardware complexity of comparing tags in parallel (associative memory). + * **Replacement Policies:** Introduce the concept of "victim" lines on a miss. Mention Random, LFU (Least Frequently Used), and LRU (Least Recently Used). + * **Fully Associative:** Briefly cover the extreme case where $E = C/B$ (single set), typically used for TLBs. + +6. **Reality Check: Writes and Real Hardware** + * **Write Issues:** Contrast Write-Through vs. Write-Back and Write-Allocate vs. No-Write-Allocate. Explain why Write-Back/Write-Allocate is common in lower hierarchy levels. + * **Anatomy of a Real Cache:** Describe the Intel Core i7 hierarchy (i-cache, d-cache, Unified L2/L3). + * **Separation:** Explain the rationale behind separate i-cache and d-cache (bandwidth, conflict avoidance). + +7. **Performance Metrics** + * **The Metrics:** Define Miss Rate, Hit Rate, Hit Time, and Miss Penalty. + * **Trade-offs:** Discuss the qualitative trade-offs of Cache Size (Hit rate vs. Hit time), Block Size (Spatial locality vs. Transfer time/Miss penalty), and Associativity (Conflict avoidance vs. Hardware complexity/Hit time). + +8. **Writing Cache-Friendly Code** + * **The Golden Rules:** 1. Focus on inner loops. 2. Maximize spatial locality (stride-1). 3. Maximize temporal locality. + * **Stride Analysis:** Analyze the `sumvec` and `sumarrayrows` vs. `sumarraycols` examples to quantifiably show the difference in miss rates between stride-1 and stride-N access patterns. + +9. **The Memory Mountain** + * **Concept:** Define Read Throughput as a function of temporal (size) and spatial (stride) locality. + * **Geography:** Describe the "Ridges of Temporal Locality" (L1, L2, L3, Mem) and the "Slopes of Spatial Locality." + * **Visual Analysis:** Explain Figure 6.41 (Core i7 Memory Mountain), noting the order-of-magnitude difference between L1 and Main Memory throughput. + +10. **Loop Transformations & Blocking** + * **Matrix Multiplication:** Compare the six versions of matrix multiply (ijk, jik, etc.) based on memory access patterns. + * **Performance Data:** Present the data showing that memory access patterns (miss rate) are a better predictor of performance than total operation count. + * **Blocking:** Explain the technique of Blocking to increase temporal locality. Define the concept of working on "sub-matrices" or blocks that fit within the cache to minimize cache misses. + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture11/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture11/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..4d66362006bbbc794187a49b8b76bc9b504edbeb --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture11/generation_task/judge_prompt.json @@ -0,0 +1,26 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Agenda**\n\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic as \"Cache Memories and Performance\" (Chapter 6.4–6.7)?\n* Is the background material identified as \"Computer Systems: A Programmer's Perspective\" (CS:APP)?\n  Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Topics**\n* Does the material explicitly outline the following five foundational areas?\n  * Generic Cache Organization (S, E, B, m)\n  * Cache Types (Direct-Mapped, Set Associative, Fully Associative)\n  * Real-World Issues (Writes, Core i7 Hierarchy)\n  * Writing Cache-Friendly Code (Locality)\n  * Impact on Performance (Memory Mountain, Blocking)\n  Note: Check for presence. If no, indicate which topic is omitted.\n", + "\n**Generic Cache Memory Organization**\n\n**The Tuple and Capacity**\n* Does the content define the cache organization using the tuple $(S, E, B, m)$?\n* Is the formula for calculating cache capacity ($C = S \times E \times B$) explicitly stated?\n* Is there a clarification that capacity $C$ refers only to data bytes, excluding overhead bits like tags and valid bits?\n", + "\n**Address Partitioning**\n* Does the material explain how the $m$ address bits are partitioned?\n  * $t$ tag bits?\n  * $s$ set index bits?\n  * $b$ block offset bits?\n  If no, specify if the mapping of address bits to cache geometry is missing.\n", + "\n**Direct-Mapped Caches (E = 1)**\n\n**Operational Steps**\n* Does the content detail the three specific steps for a read operation?\n  * 1. Set Selection\n  * 2. Line Matching\n  * 3. Word Selection\n  If no, specify which step is glossed over.\n", + "\n**Conflict Misses and Thrashing**\n* Is the concept of \"Conflict Misses\" explained using the example of mapping vectors to the same set?\n* Is the term \"Thrashing\" defined as repeatedly loading and evicting the same sets of cache blocks?\n* Is the software solution of \"padding\" arrays mentioned to resolve mapping conflicts?\n", + "\n**Set Associative & Fully Associative Caches**\n\n**Associativity Definitions**\n* Is the E-way Set Associative cache defined as $1 < E < C/B$?\n* Is the Fully Associative cache defined as $E = C/B$ (a single set containing all lines)?\n", + "\n**Matching and Replacement**\n* Does the content explain that line matching in associative caches requires searching tags in parallel?\n* Are specific replacement policies for full sets mentioned?\n  * Random?\n  * Least Frequently Used (LFU)?\n  * Least Recently Used (LRU)?\n  If no, specify if the complexity of choosing a \"victim\" line is omitted.\n", + "\n**Real-World Issues: Writes and Hierarchy**\n\n**Write Strategies**\n* Does the material contrast the approaches for handling writes?\n  * Write-Through vs. Write-Back?\n  * Write-Allocate vs. No-Write-Allocate?\n* Is the typical pairing (Write-Back with Write-Allocate) for lower hierarchy levels explained?\n", + "\n**Anatomy of the Core i7**\n* Is the Intel Core i7 hierarchy explicitly diagrammed or listed?\n* Does it distinguish between:\n  * L1 i-cache (instruction) and L1 d-cache (data)?\n  * Unified L2 and L3 caches?\n  If no, specify if the distinction between split and unified caches is missing.\n", + "\n**Writing Cache-Friendly Code**\n\n**Golden Rules of Locality**\n* Does the content list the basic techniques for programmers?\n  * Focus on inner loops?\n  * Maximize spatial locality (stride-1 access)?\n  * Maximize temporal locality?\n", + "\n**Quantifiable Examples**\n* Are the `sumvec` and `sumarrayrows` examples used to demonstrate stride-1 efficiency?\n* Is the comparison made against `sumarraycols` to show the performance penalty of stride-N access?\n", + "\n**Performance & The Memory Mountain**\n\n**Metrics**\n* Are the four key performance metrics defined?\n  * Miss Rate?\n  * Hit Rate?\n  * Hit Time?\n  * Miss Penalty?\n", + "\n**The Memory Mountain**\n* Is the \"Memory Mountain\" introduced as a function of Read Throughput versus Spatial and Temporal Locality?\n* Does the content identify the \"Ridges\" (Temporal Locality) and \"Slopes\" (Spatial Locality)?\n", + "\n**Loop Transformations**\n* Is the Matrix Multiplication optimization analysis included (comparing $ijk$, $jik$, $jki$, $kji$, $kij$, $ikj$ loops)?\n* Is \"Blocking\" introduced as a technique to improve temporal locality for data structures that don't fit in the cache?\n" + ], + "material_dependent_checklist_2": [ + "\n**Theoretical Formulas & Parameters**\n\n* **Address Bit Calculation:** Is the relationship between address bits correctly stated as $m = t + s + b$?\n* **Index/Offset Derivation:** Are the formulas $s = \\log_2(S)$ and $b = \\log_2(B)$ included?\n* **Capacity Consistency:** Does the content reinforce that the \"Size\" ($C$) of the cache does *not* include the storage required for valid bits and tag bits?\n", + "\n**Operation & Terminology Precision**\n\n* **Line vs. Block:** Does the content clarify the distinction (often confused) that a \"Block\" is the data payload, while a \"Line\" includes the Block + Tag + Valid Bit?\n* **Middle-Bit Indexing:** Is the reason for using \"middle bits\" for set indexing (rather than high-order bits) explained accurately?\n  * *Detail Check:* Ensure the explanation mentions that high-order indexing would cause contiguous memory blocks to map to the same set, reducing effective cache usage.\n", + "\n**Hardware Specifications (Intel Core i7 Haswell)**\n\n* **Hierarchy Specs:** Are the specific parameters for the Core i7 Haswell system (as used in the text) cited correctly?\n  * *Detail Check:* L1 Cache = 32 KB (8-way); L2 Cache = 256 KB (8-way); L3 Cache = 8 MB (16-way); Block Size = 64 Bytes.\n* **Access Times:** Are the approximate access penalties consistent with the text?\n  * *Detail Check:* L1 (~4 cycles), L2 (~10 cycles), L3 (~50 cycles), Main Memory (~200 cycles).\n", + "\n**Performance Data & Analysis**\n\n* **Matrix Multiply Miss Rates:** Are the calculated miss rates for the matrix multiplication loop variations accurate?\n  * *Detail Check:* Verify that classes $ijk$ & $jik$ are cited as having **1.25** misses per iteration and classes $kij$ & $ikj$ are cited as having **0.5** misses per iteration.\n* **Memory Mountain Throughput:** Do the throughput claims match the text's data?\n  * *Detail Check:* L1 ridge peak should be cited around **12-14 GB/s**; Main memory ridge should be cited around **900 MB/s**.\n", + "\n**Algorithm Analysis**\n\n* **Stride Analysis:** Is the miss rate formula for stride-$k$ access correctly presented as $\\min(1, \text{word\\_size} \times k / B)$?\n* **Loop Unrolling:** When discussing the `sumvec` examples, is it noted that these examples often assume a cold cache initially?\n* **Blocking Logic:** Is the explanation of Blocking accurate?\n  * *Detail Check:* Does it explain that blocking works by loading a \"chunk\" into L1, performing all reads/writes on that chunk, and then discarding it?\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture11/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture11/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..62e11bd6523c6ba8242da5e479da818f11aeb762 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture11/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture11 +category: education +input_metrics: + total_input_tokens: 57260 + generation_prompt_tokens: 2380 + materials_total_tokens: 54880 + material_count: 1 + pdf_total_pages: 98 + file_details: + - name: material.pdf + tokens: 54880 + pages: 98 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 5 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 20 + total_count: 50 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture11/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture11/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..215909019ab465424d3c1d01961c3ad763dfc8ad --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture11/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ee2ff8007d46ea9417f7160128aafd719af70147a985dcef0168f718757534a9 +size 2892436 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture12/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture12/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..6f1b3794d9a5b225720440f1e575a79bd5390d95 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture12/generation_task/instructions.md @@ -0,0 +1,168 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. +1. **Title Slide** + * **Topic:** "Chapter 7: Linking" + * **Context:** Introduction to static and dynamic linking, symbol resolution, and relocation in the context of C programs on x86-64 Linux. + * **Goal:** To understand how code and data are collected and combined into a single file that can be loaded into memory and executed. + +2. **Agenda / Outline** + * **Motivation:** Why programmers need to understand linking (debugging, language scoping, shared libraries). + * **Static Linking:** The compiler driver and the translation process. + * **Object Files:** Relocatable, Executable, and Shared object files (ELF format). + * **Symbol Resolution:** Strong vs. Weak symbols and static libraries. + * **Relocation:** Merging sections and modifying references. + * **Dynamic Linking:** Loading shared libraries at load time and run time. + * **Interpositioning:** Intercepting library calls for tracing or debugging. + +3. **Motivation: Why Learn Linking?** + * **Complex Builds:** Understanding linkers helps build large programs and resolve "missing module" or "incompatible library" errors. + * **Debugging:** Preventing dangerous programming errors where global variables are incorrectly defined, causing silent failures. + * **Scoping:** Understanding how language scoping (global vs. local, `static` attribute) is implemented. + * **System Concepts:** Understanding loading, virtual memory, and memory mapping. + * **Shared Libraries:** Exploiting dynamic linking for software upgrades and Web server content. + +4. **The Compiler Driver and Static Linking** + * **The Pipeline:** Illustrate the sequence: Preprocessor (`cpp`) $\rightarrow$ Compiler (`cc1`) $\rightarrow$ Assembler (`as`) $\rightarrow$ Linker (`ld`). + * **Visual:** Reconstruct the translation diagram showing `main.c` $\rightarrow$ `main.i` $\rightarrow$ `main.s` $\rightarrow$ `main.o` $\rightarrow$ `prog` . + * **Linker Tasks:** Define the two main tasks: Symbol Resolution (associating references with definitions) and Relocation (associating memory locations with symbols). + +5. **Object Files and ELF Format** + * **File Types:** Define Relocatable (.o), Executable (a.out/prog), and Shared (.so) object files. + * **ELF Structure:** Detail the typical ELF relocatable object file sections: `.text`, `.rodata`, `.data`, `.bss`, `.symtab`, `.rel.text`, `.rel.data`. + * **The .bss Section:** Explain it occupies no disk space (merely a placeholder) and stands for "Better Save Space" (Block Started by Symbol). + * **Visual:** Include a diagram of the Typical ELF relocatable object file. + +6. **Symbols and Resolution Rules** + * **Symbol Types:** Global symbols (nonstatic functions/globals), External symbols (defined elsewhere), and Local symbols (static functions/globals). + * **Structure:** Present the ELF symbol table entry format (`name`, `value`, `size`, `type`, `binding`, `section`). + * **Duplicate Symbols:** Explain Linux linker rules: + * Rule 1: Multiple strong symbols (functions, initialized globals) are not allowed. + * Rule 2: Strong overrides weak (uninitialized globals). + * Rule 3: Arbitrary choice between multiple weak symbols. + * **Dangerous Example:** Walk through the bug where a `double` in one module overwrites an `int` in another due to weak symbol resolution. + +7. **Linking with Static Libraries** + * **Concept:** Packaging related object modules into a single file (`.a` archive) to avoid massive executables or manual linking of individual `.o` files. + * **Algorithm:** Explain how the linker maintains sets $E$ (merged files), $U$ (unresolved symbols), and $D$ (defined symbols) scanning left to right. + * **Ordering constraint:** Explain why libraries must generally be placed *after* the object files that reference them on the command line to avoid undefined reference errors. + +8. **Relocation: Concepts and Calculations** + * **The Process:** Merging sections (e.g., all `.data` to one segment) and assigning run-time addresses. + * **Relocation Entries:** Define `Elf64_Rela` structure (offset, type, symbol, addend). + * **Types:** Contrast `R_X86_64_PC32` (32-bit PC-relative) and `R_X86_64_32` (32-bit absolute). + * **Calculation Example (Must include Quantitative Data):** + * Show the PC-relative calculation: $refaddr = ADDR(s) + r.offset$. + * Show the update logic: $*refptr = (unsigned) (ADDR(r.symbol) + r.addend - refaddr)$. + * Walk through the example from the text where `callq` is modified from `e8 00 00 00 00` to `e8 05 00 00 00` pointing to `sum` function. + +9. **Executable Files and Loading** + * **File Format:** Describe the ELF executable format, noting the absence of `.rel` sections and the presence of `.init`. + * **Memory Mapping:** Explain the Program Header Table and how contiguous file chunks map to contiguous memory segments. + * **Alignment Requirement:** State the formula $vaddr \mod align = off \mod align$ and explain its necessity for efficient virtual memory loading. + * **Visual:** Display the Linux x86-64 run-time memory image (Code, Data, Heap, Shared Libs, Stack, Kernel) . + +10. **Dynamic Linking with Shared Libraries** + * **Rationale:** Address disadvantages of static libraries (duplication of standard I/O code, difficulty in updating). + * **Shared Objects:** Introduction to `.so` files and the dynamic linker (`ld-linux.so`). + * **Run-Time Loading:** Describe the `dlopen`, `dlsym`, `dlclose`, and `dlerror` interface for loading libraries while the application runs. + +11. **Position-Independent Code (PIC) & Lazy Binding** + * **PIC Concept:** Code that can be loaded at any address without linker modification, allowing memory sharing. + * **Global Offset Table (GOT):** Explain how the GOT facilitates PIC by storing absolute addresses of global objects in the data segment. + * **Procedure Linkage Table (PLT):** Explain "Lazy Binding"—deferring symbol resolution until the first function call to avoid load-time overhead. + * **Mechanism:** Trace the interaction: `call PLT[2]` $\rightarrow$ `jmp *GOT[4]` $\rightarrow$ Dynamic Linker $\rightarrow$ Update GOT $\rightarrow$ Function. + * **Visual:** Show the diagram of GOT/PLT interaction for the first invocation vs. subsequent invocations . + +12. **Library Interpositioning** + * **Concept:** Intercepting shared library functions to execute wrapper code (e.g., for tracing `malloc`). + * **Mechanisms:** + * **Compile-time:** Using C preprocessor macros (`#define malloc mymalloc`). + * **Link-time:** Using the `--wrap` . + * **Run-time:** Using the `LD_PRELOAD` environment variable. + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture12/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture12/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..87ff19f4b17b298bb7a83bb005ab8b93bfdc1ac0 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture12/generation_task/judge_prompt.json @@ -0,0 +1,22 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Agenda**\n\n**Completeness of Topic Definition**\n* Does the presentation clearly define \"Linking\" as the process of collecting and combining code and data into a single file for execution?\n* Is the context explicitly set to x86-64 systems running Linux using the ELF-64 object file format?\n  Note: Check if the scope is correctly limited to system-level linking rather than high-level language imports.\n\n**Coverage of Core Phases**\n* Does the agenda explicitly outline the progression from Static Linking to Dynamic Linking?\n* Are the key sub-topics listed: Compiler Drivers, Object Files, Symbol Resolution, Relocation, and Library Interpositioning?\n  Note: Check for presence. If missing, specify which phase of the linking process is omitted.\n", + "\n**The Compiler Driver & Translation**\n\n**The Translation Pipeline**\n* Does the content illustrate the four stages of the translation system: Preprocessor (cpp), Compiler (cc1), Assembler (as), and Linker (ld)?\n* Are the intermediate file formats (.i, .s, .o, executable) correctly mapped to each stage?\n  If no, specify if the role of the preprocessor or assembler is overlooked.\n\n**Static Linking Tasks**\n* Does the material identify the two primary tasks of the linker: Symbol Resolution and Relocation?\n  If no, specify if the distinction between associating references and assigning addresses is missing.\n", + "\n**Object Files & ELF Format**\n\n**Object File Classifications**\n* Does the content distinguish between the three forms of object files: Relocatable, Executable, and Shared object files?\n* Is the specific format identified as ELF (Executable and Linkable Format)?\n\n**Section Anatomy**\n* Are the standard ELF sections explicitly listed and defined?\n  * .text (machine code)\n  * .rodata (read-only data like format strings)\n  * .data (initialized global/static variables)\n  * .bss (uninitialized global/static variables)\n  * .symtab (symbol table)\n  * .rel.text / .rel.data (relocation info)\n  If no, specify if the distinction between initialized (.data) and uninitialized (.bss) data is missing.\n", + "\n**Symbols and Resolution**\n\n**Symbol Categories**\n* Does the presentation classify symbols into Global (defined by module), External (referenced by module), and Local (static attributes)?\n* Is the distinction made that local linker symbols are *not* local program variables (which are stack-managed)?\n\n**Duplicate Symbol Rules**\n* Are the three specific rules for handling duplicate symbol names in Linux linkers covered?\n  * Rule 1: No multiple strong symbols.\n  * Rule 2: Strong overrides weak.\n  * Rule 3: Arbitrary choice among weak symbols.\n  If no, specify if the potential for silent linking errors is ignored.\n", + "\n**Relocation Mechanisms**\n\n**The Two-Step Process**\n* Is the relocation process broken down into:\n  1. Relocating sections and symbol definitions (merging same-type sections)?\n  2. Relocating symbol references within sections (modifying code)?\n\n**Relocation Entries**\n* Does the content explain the purpose of `Elf64_Rela` entries?\n* Are the two basic relocation types addressed: `R_X86_64_PC32` (PC-relative) and `R_X86_64_32` (Absolute)?\n", + "\n**Dynamic Linking & Shared Libraries**\n\n**Motivation for Shared Libraries**\n* Does the material explain the disadvantages of static libraries (disk/memory waste, update difficulties) that led to shared libraries?\n* Is the concept of loading at load-time versus run-time explained?\n\n**Position-Independent Code (PIC)**\n* Is the necessity of PIC for shared libraries explain?\n* Does it introduce the mechanisms for PIC: The Global Offset Table (GOT) for data and the Procedure Linkage Table (PLT) for function calls?\n" + ], + "material_dependent_checklist_2": [ + "\n**Theoretical Definitions & Formats**\n\n* **The \".bss\" Mnemonic:** Is the reason for the .bss section (saving space in the object file) correctly explained, potentially using the \"Better Save Space\" mnemonic?\n  * *Detail Check:* Ensure it is stated that .bss occupies no actual disk space in the object file, only a placeholder.\n", + "\n* **Archive vs. Object:** Is a static library correctly defined as an archive (.a) of concatenated relocatable object files, rather than a single merged object file?\n  * *Detail Check:* Verify the mention of the `ar` tool for creating static libraries.\n", + "\n**Symbol Resolution Logic**\n\n* **Strong vs. Weak Definitions:** Are functions and initialized globals correctly identified as \"Strong\" symbols, while uninitialized globals are \"Weak\"?\n  * *Detail Check:* Verify the warning about the \"nasty bug\" where a double (8 bytes) in one module overwrites an int (4 bytes) in another due to weak symbol resolution.\n", + "\n* **Library Ordering Constraint:** Does the content explain why static libraries must generally be placed *after* the object files that reference them on the command line?\n  * *Detail Check:* Ensure the explanation involves the linker's maintenance of the Sets E (executable), U (undefined), and D (defined).\n", + "\n**Relocation Math & Algorithms**\n\n* **PC-Relative Calculation:** Is the formula for PC-relative relocation accurately presented as `refaddr = ADDR(s) + r.offset` and the update as `*refptr = (unsigned)(ADDR(r.symbol) + r.addend - refaddr)`?\n  * *Detail Check:* Check if the specific subtraction of the reference address is included, which is the hallmark of PC-relative addressing.\n", + "\n* **Visualizing Relocation:** If a diagram is used, does it correctly show the transition from the assembler's placeholder (e.g., zeros or offset) to the final linked address?\n", + "\n**Dynamic Linking Mechanics**\n\n* **Lazy Binding:** Is the concept of \"Lazy Binding\" correctly described as deferring symbol resolution until the first function call to improve load-time performance?\n  * *Detail Check:* Verify the interaction sequence: PLT -> GOT -> Dynamic Linker -> Update GOT -> Target Function.\n", + "\n* **GOT/PLT Roles:** Are the roles distinct? The GOT holds data/addresses (Data Segment), and the PLT holds jump code (Code Segment).\n  * *Detail Check:* Ensure the GOT is not described as containing executable code.\n", + "\n**Library Interpositioning**\n\n* **Three Stages:** Are all three interpositioning mechanisms accurately distinguished?\n  * Compile-time (using C preprocessor `#define`).\n  * Link-time (using the `--wrap` linker flag).\n  * Run-time (using the `LD_PRELOAD` environment variable).\n  * *Detail Check:* For run-time interpositioning, is `dlsym` with `RTLD_NEXT` mentioned as the method to find the original function?\n", + "\n**Tools and Utilities**\n\n* **Tool Usage:** Are the descriptions of tools accurate?\n  * `ar`: Creates static libraries.\n  * `ldd`: Lists shared library dependencies.\n  * `objdump`: Displays information (disassembly) about object files.\n  * `readelf`: Displays the internal structure of ELF files.\n  * *Detail Check:* Ensure `ldd` is not confused with `ld` (the linker itself).\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture12/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture12/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..65a22ff71d0cc41a6cb43952aba1f0c3fc9dc963 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture12/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture12 +category: education +input_metrics: + total_input_tokens: 59013 + generation_prompt_tokens: 3013 + materials_total_tokens: 56000 + material_count: 1 + pdf_total_pages: 100 + file_details: + - name: material.pdf + tokens: 56000 + pages: 100 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 6 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 16 + total_count: 46 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture12/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture12/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8711ec0f32899d11eb659f10ad7cb9e3891c633c --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture12/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b1a05258b83984cbcd467000e424173aaa3c5da879530fc1f5d42e0647e4970 +size 1374628 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture13/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture13/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..1906aef96403c5b992424f6288290a934697ad4d --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture13/generation_task/instructions.md @@ -0,0 +1,165 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1.**Title Slide** +. * **Topic:** Exceptional Control Flow (ECF) +. * **background material:** Computer Systems: A Programmer's Perspective (Chapter 8) +. * **Context:** The interaction between the Hardware and the Operating System. +. * **Core Sentiment:** Understanding how systems react to changes in state. + +2.**Agenda / Outline** +. * **Exceptions:** The hardware/software interface (Interrupts, Traps, Faults, Aborts). +. * **The Process:** The fundamental abstraction for code execution. +. * **Process Control:** creating, terminating, and reaping processes. +. * **System Calls:** The interface between user code and the kernel. +. * **Shell Implementation:** How shells use ECF to run programs. + +3.**Theoretical Foundations: What is ECF?** +. * **Definition:** An abrupt change in control flow in response to a change in the processor's state (an event). +. * **The Necessity:** Standard control flow (jumps/calls) handles program logic; ECF handles system state changes (I/O, timers, errors). +. * **Implementation:** A cooperative effort: partly hardware (detecting events), partly OS (handling events). +. * **Visual Model:** The transition from current instruction $I_{curr}$ to the Exception Handler, and potentially back to $I_{curr}$ or $I_{next}$. + +4.**Mechanism: The Exception Table** +. * **The Event:** A change in state encoded in processor bits/signals. +. * **Exception Numbers:** Unique non-negative integers assigned to specific events (0-31 designed by processor architects, 32-255 by OS designers). +. * **The Jump Table:** An array of code pointers (Exception Table) allocated by the OS at boot time. +. * **Hardware Logic:** The processor uses the exception number as an index into the table (via the Exception Table Base Register) to locate the handler. + +5.**Great Reality #1: Classes of Exceptions** +. * **Interrupts:** Asynchronous events from external I/O (timers, disks). They always return to the *next* instruction. +. * **Traps:** Intentional synchronous exceptions (System Calls). They return to the *next* instruction. +. * **Faults:** Potentially recoverable errors (Page Faults). The handler might return to the *current* instruction (re-execute) or abort. +. * **Aborts:** Non-recoverable fatal errors (parity errors, machine checks). The handler never returns; the program is terminated. + +6.**Great Reality #2: The Process Abstraction** +. * **Definition:** An instance of a program in execution. +. * **The Two Illusions:** +. . * **Logical Control Flow:** The illusion that the program has exclusive use of the processor. +. . * **Private Address Space:** The illusion that the program has exclusive use of the system's memory. +. * **Concurrency:** Two flows are concurrent if their execution overlaps in time. +. * **Multitasking:** The mechanism of interleaving logical flows via time slices. + +7.**System Calls & Error Handling** +. * **The Interface:** User programs use `syscall` (traps) to request kernel services (read, write, fork, exit). +. * **Kernel Mode vs. User Mode:** System calls run in Kernel Mode (privileged access), accessing a kernel-defined stack. +. * **Error Reporting:** System-level functions typically return -1 on error and set the global `errno` variable. +. * **Coding Best Practices:** Using wrapper functions (e.g., `Fork()`) to automate error checking and reduce code bloat. + +8.**Process Control: Fork and Exit** +. * **States:** Running, Stopped, or Terminated. +. * **Termination:** Via `exit(status)` or returning from main. +. * **Creation:** `fork()` creates a new child process almost identical to the parent. +. * **The Fork Property:** Called once, returns twice. Returns 0 to the child, and the child's PID to the parent. +. * **Address Space:** Child gets a duplicate but *separate* copy of the parent's virtual address space (code, data, heap, stack) and file descriptors. + +9.**Process Control: Reaping Zombies** +. * **The Zombie:** A terminated process that has not yet been reaped by its parent. It consumes system resources. +. * **The Reaper:** The parent must call `waitpid` or `wait` to receive the child's exit status. +. * **Orphaned Processes:** If a parent terminates without reaping, the `init` process (PID 1) adopts and reaps the children. +. * **Waitpid Options:** Explain the use of `WNOHANG` (don't block) and `WUNTRACED` (report stopped children). + +10.**Loading and Running Programs: Execve** +. * **Function:** `execve(filename, argv, envp)`. +. * **Behavior:** Overwrites the code, data, and stack of the *current* process. +. * **Contrast with Fork:** `fork` creates a new process; `execve` replaces the current program. Called once, *never* returns (unless there is an error). +. * **Stack Organization:** Visualizing how `argv` (argument list) and `envp` (environment variables) are pushed onto the user stack before `main` starts. + +11.**Putting it Together: The Shell** +. * **The Loop:** Read command line -> Evaluate. +. * **The Evaluate Step:** +. . * Parse the command line. +. . * If built-in command (e.g., `quit`), execute immediately. +. . * If executable, `fork` a child. +. . * Child calls `execve`. +. . * Parent uses `waitpid` (if foreground) or continues (if background). +. * **Signal Handling Note:** A simple shell using `waitpid` is flawed without signals to reap background children (preview of next section). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture13/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture13/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e948a2ea9a155e63a716440f1e0449fbff97e695 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture13/generation_task/judge_prompt.json @@ -0,0 +1,26 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Fundamental Concepts**\n\n**Completeness of Core Definitions**\n* Does the content clearly define \"Exceptional Control Flow\" (ECF) as an abrupt change in control flow in response to a change in processor state (an event)?\n* Is the distinction made between high-level ECF (like C++ exceptions) and low-level system ECF (hardware/OS interaction)?\n  Note: Check if the material clarifies that this section focuses on the hardware/OS intersection.\n\n**The Role of Hardware vs. Software**\n* Does the material explicitly outline the division of labor?\n  * Hardware: Detects events, triggers exception, pushes return address/state.\n  * Software (OS): Allocates the Exception Table, provides Exception Handlers.\n  If no, specify if the cooperative nature of exception handling is omitted.\n", + "\n**The Exception Mechanism**\n\n**Anatomy of an Exception**\n* Is the visual model of the \"Exception Table\" included?\n  * Base Register (Exception Table Base Register).\n  * Exception Numbers (indices).\n  * Jump mechanism (indirect procedure call).\n  If no, specify if the hardware mechanism for locating the handler is missing.\n\n**Exception Categories**\n* Are the four distinct classes of exceptions covered?\n  * Interrupts (Asynchronous, I/O).\n  * Traps (Synchronous, System Calls).\n  * Faults (Synchronous, Potentially Recoverable).\n  * Aborts (Synchronous, Non-recoverable).\n  Note: Check for the presence of a summary table comparing these classes.\n", + "\n**The Process Abstraction**\n\n**The Two Key Illusions**\n* Does the content identify the \"Process\" as the provider of two critical illusions to the application?\n  * Logical Control Flow (Exclusive use of the processor).\n  * Private Address Space (Exclusive use of memory).\n  If no, specify which abstraction is missing.\n\n**Concurrency and Context Switching**\n* Is \"Concurrency\" defined strictly based on time (overlapping execution flows) rather than hardware parallelism?\n* Is the mechanism of \"Context Switching\" explained, including:\n  * Saving the current context.\n  * Restoring a saved context.\n  * Passing control to the new process.\n", + "\n**System Calls (The Interface)**\n\n**Mechanism of Interaction**\n* Does the material explain how user code invokes kernel code via the `syscall` instruction (trap)?\n* Is there a distinction between \"User Mode\" (restricted) and \"Kernel Mode\" (privileged)?\n  If no, specify if the security/privilege boundary is undefined.\n\n**Error Handling Conventions**\n* Is the standard Unix error handling pattern described?\n  * Functions return -1 on error.\n  * The global variable `errno` is set.\n  * The use of wrapper functions (e.g., `Fork` vs `fork`) to simplify error checking.\n", + "\n**Process Control Primitives**\n\n**Lifecycle Functions**\n* Does the content cover the essential API functions?\n  * `getpid` / `getppid` (Identification).\n  * `fork` (Creation).\n  * `exit` (Termination).\n  * `wait` / `waitpid` (Reaping).\n  * `execve` (Loading/Running).\n  * `sleep` / `pause` (Suspension).\n  If no, list which key function is omitted.\n\n**The Shell Application**\n* Is the \"Shell\" presented as the primary case study for using these functions?\n* Does it cover the `eval` loop, parsing command lines, and the distinction between foreground and background jobs?\n" + ], + "material_dependent_checklist_2": [ + "\n**Exception Implementation Details**\n\n* **Return Address Behavior:** Is the return behavior for each exception class accurately described?\n  * *Detail Check:* Interrupts/Traps return to $I_{next}$. Faults return to $I_{curr}$ (re-execute). Aborts do not return.\n", + "\n* **Numbering Convention:** Is the distinction between processor-defined (0-31) and OS-defined (32-255) exception numbers accurate?\n  * *Detail Check:* Verify examples: Divide Error (0), General Protection Fault (13), Page Fault (14).\n", + "\n**System Call Mechanics (Linux/x86-64)**\n\n* **Register Usage:** Are the argument passing conventions for `syscall` correct?\n  * *Detail Check:* Arguments in `%rdi`, `%rsi`, `%rdx`, `%r10`, `%r8`, `%r9`. Syscall number in `%rax`. Return value in `%rax`.\n", + "\n* **Instruction Specifics:** Does the content refrain from using legacy `int 0x80` logic and correctly specify the modern `syscall` instruction?\n  * *Detail Check:* Verify that registers `%rcx` and `%r11` are noted as destroyed during the call.\n", + "\n**The Fork Function Properties**\n\n* **\"Call Once, Return Twice\":** Is this fundamental property emphasized and explained correctly?\n  * *Detail Check:* Parent receives Child's PID; Child receives 0.\n", + "\n* **Address Space Duplication:** Is the distinction made that the child gets an *identical copy* but a *separate* address space?\n  * *Detail Check:* Verify the explanation that changes in the child's variables do not affect the parent (Copy-on-Write implication, though simple separation is sufficient).\n", + "\n* **Process Graph Modeling:** Are topological sorts or process graphs used to explain why output order is nondeterministic in concurrent flows?\n", + "\n**Zombie Processes & Reaping**\n\n* **Definition of Zombie:** Is a zombie correctly defined as a terminated process that has not yet been reaped by its parent?\n  * *Detail Check:* Ensure the explanation includes that zombies still consume system resources (memory tables).\n", + "\n* **The Init Process:** Is the role of the `init` process (PID 1) correctly described as the adopter of orphaned zombies?\n", + "\n* **Waitpid Options:** Are the `options` arguments for `waitpid` accurately described?\n  * *Detail Check:* `WNOHANG` (return immediately if no child exited) vs. `WUNTRACED` (status of stopped children).\n", + "\n**Loading Programs (Execve)**\n\n* **Difference from Fork:** Is the contrast clearly stated? (`fork` creates a new process; `execve` replaces the current program).\n", + "\n* **Stack Layout:** Is the setup of the new user stack described accurately?\n  * *Detail Check:* Bottom to top: Argument strings, Environment strings, `envp[]` pointers, `argv[]` pointers, `argc`, `libc_start_main` frame.\n", + "\n* **Function Return:** Is it noted that `execve` is called once and *never returns* (unless there is an error finding the file)?\n", + "\n**Coding Examples & Logic**\n\n* **Error Handling Wrappers:** If code examples are provided, do they use robust error handling (e.g., checking `fork` return value < 0)?\n", + "\n* **Signal Hazards in Shells:** Does the shell case study acknowledge the flaw of using `waitpid` for background jobs without signal handlers?\n  * *Detail Check:* The text should note that a simple loop cannot wait for background jobs effectively without blocking foreground interaction.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture13/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture13/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..54db8ab2bfccefeabbbe354259b7ace242530ba9 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture13/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture13 +category: education +input_metrics: + total_input_tokens: 43052 + generation_prompt_tokens: 2732 + materials_total_tokens: 40320 + material_count: 1 + pdf_total_pages: 72 + file_details: + - name: material.pdf + tokens: 40320 + pages: 72 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 5 + Content Correctness: 15 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 20 + total_count: 50 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture13/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture13/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f15ddd58ff4a1fe164c8589dbed4ee1d47c756bb --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture13/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6799cedcd61bb2c10da181b6d65f32e2c1fab4da1adffac4529bb37b1a06be25 +size 1332657 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture14/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture14/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..982e0cd78248ee15ff812f8948827e440592fccc --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture14/generation_task/instructions.md @@ -0,0 +1,184 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. Title Slide + * Course Title: "CS:APP Chapter 8: Exceptional Control Flow - Signals and Nonlocal Jumps" + * Context: Based on "Computer Systems: A Programmer's Perspective" (Bryant & O'Hallaron) + * Core Topic: High-level software forms of exceptional control flow. + +2. Agenda / Outline + * Signal Basics: Concepts, terminology, and the Linux signal list. + * Signal Lifecycle: Sending, receiving, and blocking. + * Handling Issues: Safe signal handling, concurrency bugs, and correct reaping. + * Portable Signaling: The sigaction standard. + * Synchronization: Avoiding races and using sigsuspend. + * Nonlocal Jumps: setjmp/longjmp mechanisms. + * System Tools: Utilities for process manipulation. + +3. Signal Terminology and Concepts + * Definition: A signal is a small message that notifies a process that an event of some type has occurred in the system (e.g., divide-by-zero, child termination). + * The Three Stages: + 1. Sending: Kernel updates state in the destination process. + 2. Pending: Delivered but not yet received. + 3. Receiving: Destination process is forced to react (ignore, terminate, or catch). + * Bit Vector Model: Explain that the kernel maintains two bit vectors for each process: + * pending: Represents the set of pending signals. + * blocked: Represents the set of blocked signals (signal mask). + +4. Linux Signals (Quantitative Reference) + * Visual Table: Reproduce data from Figure 8.26 showing signal numbers, names, default actions, and corresponding events. + * Key Signals: + * 2 (SIGINT): Interrupt from keyboard (Ctrl+C). + * 9 (SIGKILL): Kill program (cannot be caught or ignored). + * 11 (SIGSEGV): Invalid memory reference (seg fault). + * 17 (SIGCHLD): Child process stopped or terminated. + * Default Actions: Explicitly list the four possible default actions: Terminate, Terminate and dump core, Stop, Ignore. + +5. Sending Signals + * Process Groups: Define process group ID (pgid) and how every process belongs to exactly one group. Explain getpgrp() and setpgid(). + * Mechanisms: + * /bin/kill: Command line utility. + * Keyboard: Ctrl+C (SIGINT) and Ctrl+Z (SIGTSTP) affect the foreground process group. + * System Calls: kill(pid, sig) function behavior based on pid value (positive, zero, negative). + * alarm(secs): Arranges for the kernel to send SIGALRM. + +6. Receiving and Handling Signals + * The Context Switch Check: Explain that the kernel checks for unblocked pending signals when switching from kernel mode to user mode. + * Logical Flow: If the set (pending & ~blocked) is non-empty, the kernel forces the process to receive the lowest numbered signal. + * The Signal Function: Explain the prototype for signal(signum, handler) and the three outcomes: SIG_IGN, SIG_DFL, or a user-defined handler address. + * Control Flow Diagram: Illustrate Figure 8.27 and 8.30, showing how the main program is interrupted, control passes to the handler, and then returns to the next instruction (I_next). + +7. Blocking and Unblocking Signals + * Implicit Blocking: The kernel blocks pending signals of the type currently being processed by a handler. + * Explicit Blocking: Introduce sigprocmask function and its behaviors (SIG_BLOCK, SIG_UNBLOCK, SIG_SETMASK). + * Signal Sets: List helper functions: sigemptyset, sigfillset, sigaddset, sigdelset, sigismember. + * Code Example: Show the pattern for temporarily blocking a signal to protect a critical region (Figure 8.32). + +8. Safe Signal Handling Guidelines + * The Concurrency Problem: Handlers run concurrently with the main program and share global variables. + * Guideline G0: Keep handlers as simple as possible (e.g., set a flag and return). + * Guideline G1: Call only async-signal-safe functions. Display the list from Figure 8.33. Explicitly state that printf and exit are unsafe. Introduce the SIO (Safe I/O) package workaround. + * Guideline G2: Save and restore errno. Explain that handlers might corrupt errno if not saved locally. + * Guideline G3: Protect accesses to shared global data structures by blocking all signals. + * Guideline G4: Declare global variables with volatile to prevent compiler caching in registers. + * Guideline G5: Declare flags with sig_atomic_t for atomic reads/writes. + +9. The "Signals Are Not Queued" Reality + * Bit Vector Constraint: Explain that because pending is a bit vector, there can be at most one pending signal of type k. + * The Flaw: If multiple signals of type k are sent while type k is blocked, subsequent signals are discarded. + * Correcting the Handler: Contrast the buggy signal1.c (Figure 8.36) with the correct signal2.c (Figure 8.37). + * The Fix: The handler must loop using waitpid with specific options (while (waitpid(...) > 0)) to reap all available zombies, not just one. + +10. Portable Signal Handling + * System Differences: Old Unix semantics vs. Posix. Mention interrupted system calls (slow system calls) and the need for manual restart on some systems. + * The Solution: sigaction structure and function. + * The Wrapper: Present the Signal wrapper function (Figure 8.38) which standardizes semantics: blocked signals during handler execution, no queuing, and automatic restart of system calls. + +11. Synchronization and Concurrency Bugs + * The Shell Race Condition: Analyze Figure 8.39 (procmask1.c) where a child might terminate and trigger a handler before the parent calls addjob. + * Logical Error: deletejob is called before addjob, corrupting the job list. + * The Fix: Analyze Figure 8.40 (procmask2.c). Show how blocking SIGCHLD before fork and unblocking after addjob guarantees the correct order of events. + * Explicit Waiting: Discuss the evolution of waiting for a signal: + 1. spin loop (wasteful). + 2. pause (race condition between check and sleep). + 3. sleep (too slow). + 4. sigsuspend (atomic and correct). + +12. Nonlocal Jumps + * Concept: Transferring control directly from one function to another, bypassing the normal call stack. + * Functions: + * setjmp(env): Saves the calling environment/stack/registers. Returns 0 on initial call. + * longjmp(env, retval): Restores environment. Never returns. Causes setjmp to return retval. + * Application 1: Error Recovery. Show structure where deep error triggers longjmp back to main (Figure 8.43). + * Application 2: Soft Restart. Using sigsetjmp and siglongjmp in a signal handler to restart a process upon Ctrl+C (Figure 8.44). Note the requirement to use safe functions. + +13. System Tools & Summary + * Tools List: Briefly describe STRACE (trace system calls), PS (list processes), TOP (resource usage), PMAP (memory map), and /proc (virtual filesystem). + * Summary: ECF exists at all levels (hardware exceptions, OS context switches, Application signals/nonlocal jumps). Signals provide a mechanism for exposing kernel exceptions to user processes. + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture14/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture14/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..0720de2b06c334bd860cede729d4883c4a1f494c --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture14/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Agenda**\n\n**Completeness of the Title and Scope**\n* Does the document/slide clearly identify the core topic as \"Exceptional Control Flow: Signals and Nonlocal Jumps\"?\n* Is the source context provided (e.g., CMU 15-213, CS:APP Textbook Chapter 8)?\n  Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Concepts**\n* Does the material explicitly outline the following foundational pillars of ECF?\n  * The Signal Lifecycle (Sending, Delivering, Receiving)\n  * Signal Handling and Safety Guidelines\n  * Concurrency Issues (Races, Queuing, Blocking)\n  * Nonlocal Jumps (setjmp/longjmp)\n  Note: Check for presence. If no, indicate which concept is omitted.\n", + "\n**Signal Fundamentals and Lifecycle**\n\n**Definition and Signal List**\n* Is a signal defined as a small message notifying a process of a system event?\n* Does the content include a reference to standard Linux signals, specifically identifying:\n  * SIGINT (Keyboard interrupt)\n  * SIGKILL (Kill program)\n  * SIGSEGV (Segmentation fault)\n  * SIGCHLD (Child status change)\n  If no, specify if the quantitative signal table (Figure 8.26) is missing.\n", + "\n**The State of a Signal**\n* Are the distinct states of a signal explained: \"Pending\" (delivered but not received) and \"Blocked\" (prevented from being received)?\n* Is the implementation model described as bit vectors in the kernel (pending bit vector and blocked bit vector)?\n", + "\n**Sending and Receiving Mechanisms**\n\n**Sending Mechanisms**\n* Does the content cover the various ways signals are sent?\n  * /bin/kill command\n  * Keyboard interrupts (Ctrl+C, Ctrl+Z)\n  * System calls (kill function, alarm function)\n* Is the concept of **Process Groups** (pgid) and their role in signal distribution explained?\n", + "\n**Receiving and Defaults**\n* Does the material explain *when* the kernel checks for signals (switching from kernel mode to user mode)?\n* Are the default actions listed (Terminate, Dump Core, Stop, Ignore)?\n  If no, specify if the flow of control transfer to the handler is omitted.\n", + "\n**Handling, Blocking, and Safety**\n\n**Blocking Protocols**\n* Is the distinction between **Implicit Blocking** (kernel blocks current signal type) and **Explicit Blocking** (using `sigprocmask`) explained?\n* Are the signal set helper functions listed (`sigemptyset`, `sigfillset`, `sigaddset`, `sigismember`)?\n", + "\n**Safe Signal Handling Guidelines**\n* Does the content list the critical guidelines for writing safe handlers?\n  * G0: Keep handlers simple.\n  * G1: Call only async-signal-safe functions.\n  * G2: Save and restore `errno`.\n  * G3: Protect shared global data access.\n  * G4: Use `volatile` for global variables.\n  * G5: Use `sig_atomic_t` for flags.\n  If no, specify if the list of safe vs. unsafe functions (e.g., printf is unsafe) is missing.\n", + "\n**Concurrency and Synchronization**\n\n**The \"Signals Are Not Queued\" Reality**\n* Is the flaw of relying on signal counting addressed? (i.e., multiple signals of the same type sent while blocked are discarded).\n* Does the content present the correct solution for reaping children (using `waitpid` in a loop)?\n", + "\n**Race Conditions**\n* Is the classic \"Shell Race\" (child terminating before parent adds job to list) illustrated?\n* Does the solution involve blocking signals *before* the `fork` call and unblocking *after* the state update?\n", + "\n**Explicit Waiting**\n* Are the methods for waiting for a signal compared (`pause`, `sleep`, `sigsuspend`)?\n* Is `sigsuspend` identified as the correct, atomic solution to avoid race conditions?\n", + "\n**Nonlocal Jumps and Tools**\n\n**Mechanisms**\n* Are `setjmp` and `longjmp` introduced as mechanisms to bypass the normal call stack?\n* Is the distinction between \"returning 0\" (initial call) and \"returning non-zero\" (longjmp return) explained?\n", + "\n**Applications**\n* Are the two main use cases covered:\n  * Error recovery (deeply nested function return)?\n  * Restarting a process (e.g., upon catching Ctrl+C)?\n" + ], + "material_dependent_checklist_2": [ + "\n**Signal Semantics & Implementation**\n\n* **Bit Vector Constraints:** Is it correctly stated that because pending is a bit vector, there can be **at most one** pending signal of a particular type at any time?\n  * *Detail Check:* Ensure the content explicitly states that signals are **not queued**.\n", + "\n* **Process Group Logic:** Is the logic for the `kill(pid, sig)` function accurate regarding negative PIDs?\n  * *Detail Check:* Verify it states that if `pid < 0`, the signal is sent to every process in process group `|pid|`.\n", + "\n* **Default Actions:** Are SIGKILL and SIGSTOP correctly identified as signals that **cannot** be caught or ignored?\n", + "\n**Handler Safety & Async-Safety**\n\n* **Unsafe Functions:** Does the content accurately classify common functions like `printf`, `sprintf`, `malloc`, and `exit` as **unsafe** to call within a handler?\n  * *Detail Check:* Check for the recommendation to use the Safe I/O (SIO) package or `write` directly.\n", + "\n* **Errno Corruption:** Is the logic for saving `errno` correct?\n  * *Detail Check:* The handler must save `errno` to a local variable upon entry and restore it before return to prevent interfering with the main program's system calls.\n", + "\n* **Volatile Qualifier:** Is the purpose of `volatile` correctly explained?\n  * *Detail Check:* It must be described as forcing the compiler to read the value from memory every time, preventing register caching optimization.\n", + "\n**Concurrency & Reaping Logic**\n\n* **Waitpid Looping:** In the correct signal handling example (signal2.c), is the `waitpid` call enclosed in a `while` loop?\n  * *Detail Check:* The condition should be `while ((pid = waitpid(-1, NULL, 0)) > 0)` to ensure all zombies are reaped, not just one.\n", + "\n* **Blocking Sequence:** In the race condition fix (procmask2.c), is the blocking of SIGCHLD done **before** the `fork()`?\n  * *Detail Check:* If blocked after fork, the race condition still exists.\n", + "\n**Portable Signaling (Posix)**\n\n* **Sigaction vs. Signal:** Is the `signal` wrapper function presented as a way to standardize semantics using `sigaction`?\n  * *Detail Check:* Verify the wrapper ensures that interrupted system calls are automatically restarted (`SA_RESTART`) and that the signal type being handled is blocked during execution.\n", + "\n**Nonlocal Jump Logic**\n\n* **Setjmp Return Values:** Is the return value logic for `setjmp` accurate?\n  * *Detail Check:* It returns 0 when called initially, and a non-zero value (passed by `longjmp`) when returning from a jump.\n", + "\n* **Environment Restoration:** Is `longjmp` described as restoring the stack pointer, program counter, and general-purpose registers?\n  * *Detail Check:* Ensure it is clear that `longjmp` never returns to the line where it was called, but \"time travels\" back to the `setjmp` location.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture14/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture14/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..60d56fe0586c9cc6afeb4288ffc6d66e63a33165 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture14/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture14 +category: education +input_metrics: + total_input_tokens: 51234 + generation_prompt_tokens: 3074 + materials_total_tokens: 48160 + material_count: 1 + pdf_total_pages: 86 + file_details: + - name: material.pdf + tokens: 48160 + pages: 86 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture14/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture14/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..30d29ebc0d72318e1836fb05f3b9bfb53e4e908a --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture14/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ecc382d53f4799f67d47566c1053f956aff0fefae821aa90d3a2acc934192f5 +size 1254198 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture15/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture15/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..cff7d33fedf754fad3ea4443128757a1d51e7540 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture15/generation_task/instructions.md @@ -0,0 +1,157 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Chapter Title:** "Chapter 10: System-Level I/O" + * **Context:** CS:APP / Introduction to Computer Systems + * **Core Concept:** The mapping of external devices to files and the kernel interface for manipulating them. + +2. **Agenda / Outline** + * **Unix I/O:** The unified abstraction of files. + * **Robust I/O (RIO):** Handling short counts and buffering. + * **Metadata & Directories:** Accessing file properties and hierarchy. + * **Sharing & Redirection:** The kernel data structures behind file sharing. + * **Standard I/O:** The C library layer vs. System calls. + +3. **Theoretical Foundations: The Unix I/O Model** + * **The File Abstraction:** Define a Linux file strictly as a sequence of m bytes (B0 ... Bm-1). + * **Unified Interface:** Explain how all I/O devices (networks, disks, terminals) are modeled as files. + * **The Descriptor:** Define the file descriptor as a small nonnegative integer returned by the kernel. + * **Standard Streams:** Explicitly list Standard Input (0), Standard Output (1), and Standard Error (2) and their constants. + +4. **Operational Mechanics: Opening, Closing, and Seeking** + * **The Open Function:** Detail the `open` function prototype, the returns (descriptor vs -1), and the logic of returning the smallest available descriptor. + * **Access Flags:** List and explain bit masks: O_RDONLY, O_WRONLY, O_RDWR, O_CREAT, O_TRUNC, O_APPEND. + * **File Position:** Explain the kernel-maintained file position *k* and the concept of seeking (updating *k* explicitly). + +5. **The Reality of I/O: Reading, Writing, and Short Counts** + * **Basic Operations:** Present `read` and `write` prototypes and their behavior regarding the file position *k*. + * **End-of-File (EOF):** Clarify that EOF is a condition ($k \ge m$), not an explicit character. + * **Short Counts:** This is a critical "Systems Reality." Explain that `read`/`write` may transfer fewer bytes than requested. + * **Causes of Short Counts:** List specific scenarios from the text: encountering EOF, reading text lines from a terminal, and network buffering delays. + * **Distinction:** Note that short counts rarely happen on disk files (except EOF) but are common in network sockets. + +6. **The Solution: The Rio (Robust I/O) Package** + * **Purpose:** Explain that Rio serves as a wrapper to handle short counts automatically in network applications. + * **Unbuffered Functions:** Detail `rio_readn` and `rio_writen` for binary data transfer. + * **Buffered Input:** Explain `rio_readlineb` (text lines) and `rio_readnb` (binary) and their internal thread-safe buffering mechanism. + * **Interleaving Rules:** Explicitly warn against interleaving buffered and unbuffered calls on the same descriptor. + +7. **File Metadata and Directories** + * **The `stat` Function:** Present the `stat` and `fstat` prototypes. + * **Struct stat:** Highlight key members: `st_mode` (type/permissions) and `st_size` (total size). + * **File Types:** Use the macro predicates (S_ISREG, S_ISDIR, S_ISSOCK) to distinguish regular files, directories, and sockets. + * **Directory Traversal:** Outline the `opendir`, `readdir`, and `closedir` sequence, explaining the `dirent` structure (specifically `d_name`). + +8. **Deep Dive: How File Sharing Works (Kernel Structures)** + * **The Three Tables:** This is the conceptual core of the chapter. You must define and visualize the relationship between: + 1. **Descriptor Table:** Per-process. + 2. **Open File Table:** Shared by all processes (contains file pos, ref count). + 3. **v-node Table:** Shared by all processes (contains file stat info). + * **Scenario 1 (No Sharing):** Distinct descriptors pointing to distinct open file table entries. + * **Scenario 2 (Sharing):** Explain `fork()` inheritance where child and parent descriptors point to the *same* open file table entry (shared file position). + * **Reference Counting:** Explain how `close()` only decrements the reference count in the Open File Table. + +9. **I/O Redirection** + * **Shell Operator:** Briefly mention the `>` operator. + * **The `dup2` Function:** Detail the prototype `int dup2(int oldfd, int newfd)`. + * **Mechanism:** Explain how `dup2` copies the descriptor table entry, decrementing the ref count of the previous `newfd` entry and incrementing the `oldfd` entry. + * **Result:** Show how standard output (fd 1) can be redirected to a disk file descriptor. + +10. **Standard I/O vs. Unix I/O** + * **Standard I/O:** Define the `libc` abstraction (streams, FILE pointers, buffers). + * **Buffering Goal:** Explain the motivation to minimize expensive system calls. + * **Usage Guidelines (G1-G3):** + * **G1:** Use Standard I/O for disks and terminals. + * **G2:** Do not use `scanf`/`readline` for binary files. + * **G3:** Use Rio (Unix I/O) for network sockets. + * **Socket Restrictions:** Explain the "full duplex" stream problem (input cannot follow output without flush/seek) and why this breaks on sockets (which don't support seek). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture15/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture15/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d8e6070d5399b0d79cd97dfc270f2de8f2c2ea85 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture15/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Fundamental Concepts**\n\n**Completeness of Core Definitions**\n* Does the content clearly define \"Exceptional Control Flow\" (ECF) as an abrupt change in control flow in response to a change in processor state (an event)?\n* Is the distinction made between high-level ECF (like C++ exceptions) and low-level system ECF (hardware/OS interaction)?\n  Note: Check if the material clarifies that this section focuses on the hardware/OS intersection.\n", + "\n**The Role of Hardware vs. Software**\n* Does the material explicitly outline the division of labor?\n  * Hardware: Detects events, triggers exception, pushes return address/state.\n  * Software (OS): Allocates the Exception Table, provides Exception Handlers.\n  If no, specify if the cooperative nature of exception handling is omitted.\n", + "\n**The Exception Mechanism**\n\n**Anatomy of an Exception**\n* Is the visual model of the \"Exception Table\" included?\n  * Base Register (Exception Table Base Register).\n  * Exception Numbers (indices).\n  * Jump mechanism (indirect procedure call).\n  If no, specify if the hardware mechanism for locating the handler is missing.\n", + "\n**Exception Categories**\n* Are the four distinct classes of exceptions covered?\n  * Interrupts (Asynchronous, I/O).\n  * Traps (Synchronous, System Calls).\n  * Faults (Synchronous, Potentially Recoverable).\n  * Aborts (Synchronous, Non-recoverable).\n  Note: Check for the presence of a summary table comparing these classes.\n", + "\n**The Process Abstraction**\n\n**The Two Key Illusions**\n* Does the content identify the \"Process\" as the provider of two critical illusions to the application?\n  * Logical Control Flow (Exclusive use of the processor).\n  * Private Address Space (Exclusive use of memory).\n  If no, specify which abstraction is missing.\n", + "\n**Concurrency and Context Switching**\n* Is \"Concurrency\" defined strictly based on time (overlapping execution flows) rather than hardware parallelism?\n* Is the mechanism of \"Context Switching\" explained, including:\n  * Saving the current context.\n  * Restoring a saved context.\n  * Passing control to the new process.\n", + "\n**System Calls (The Interface)**\n\n**Mechanism of Interaction**\n* Does the material explain how user code invokes kernel code via the `syscall` instruction (trap)?\n* Is there a distinction between \"User Mode\" (restricted) and \"Kernel Mode\" (privileged)?\n  If no, specify if the security/privilege boundary is undefined.\n", + "\n**Error Handling Conventions**\n* Is the standard Unix error handling pattern described?\n  * Functions return -1 on error.\n  * The global variable `errno` is set.\n  * The use of wrapper functions (e.g., `Fork` vs `fork`) to simplify error checking.\n", + "\n**Process Control Primitives**\n\n**Lifecycle Functions**\n* Does the content cover the essential API functions?\n  * `getpid` / `getppid` (Identification).\n  * `fork` (Creation).\n  * `exit` (Termination).\n  * `wait` / `waitpid` (Reaping).\n  * `execve` (Loading/Running).\n  * `sleep` / `pause` (Suspension).\n  If no, list which key function is omitted.\n", + "\n**The Shell Application**\n* Is the \"Shell\" presented as the primary case study for using these functions?\n* Does it cover the `eval` loop, parsing command lines, and the distinction between foreground and background jobs?\n" + ], + "material_dependent_checklist_2": [ + "\n**Exception Implementation Details**\n\n* **Return Address Behavior:** Is the return behavior for each exception class accurately described?\n  * *Detail Check:* Interrupts/Traps return to $I_{next}$. Faults return to $I_{curr}$ (re-execute). Aborts do not return.\n", + "\n* **Numbering Convention:** Is the distinction between processor-defined (0-31) and OS-defined (32-255) exception numbers accurate?\n  * *Detail Check:* Verify examples: Divide Error (0), General Protection Fault (13), Page Fault (14).\n", + "\n**System Call Mechanics (Linux/x86-64)**\n\n* **Register Usage:** Are the argument passing conventions for `syscall` correct?\n  * *Detail Check:* Arguments in `%rdi`, `%rsi`, `%rdx`, `%r10`, `%r8`, `%r9`. Syscall number in `%rax`. Return value in `%rax`.\n", + "\n* **Instruction Specifics:** Does the content refrain from using legacy `int 0x80` logic and correctly specify the modern `syscall` instruction?\n  * *Detail Check:* Verify that registers `%rcx` and `%r11` are noted as destroyed during the call.\n", + "\n**The Fork Function Properties**\n\n* **\"Call Once, Return Twice\":** Is this fundamental property emphasized and explained correctly?\n  * *Detail Check:* Parent receives Child's PID; Child receives 0.\n", + "\n* **Address Space Duplication:** Is the distinction made that the child gets an *identical copy* but a *separate* address space?\n  * *Detail Check:* Verify the explanation that changes in the child's variables do not affect the parent (Copy-on-Write implication, though simple separation is sufficient).\n", + "\n* **Process Graph Modeling:** Are topological sorts or process graphs used to explain why output order is nondeterministic in concurrent flows?\n", + "\n**Zombie Processes & Reaping**\n\n* **Definition of Zombie:** Is a zombie correctly defined as a terminated process that has not yet been reaped by its parent?\n  * *Detail Check:* Ensure the explanation includes that zombies still consume system resources (memory tables).\n", + "\n* **The Init Process:** Is the role of the `init` process (PID 1) correctly described as the adopter of orphaned zombies?\n", + "\n* **Waitpid Options:** Are the `options` arguments for `waitpid` accurately described?\n  * *Detail Check:* `WNOHANG` (return immediately if no child exited) vs. `WUNTRACED` (status of stopped children).\n", + "\n**Loading Programs (Execve)**\n\n* **Difference from Fork:** Is the contrast clearly stated? (`fork` creates a new process; `execve` replaces the current program).\n", + "\n* **Stack Layout:** Is the setup of the new user stack described accurately?\n  * *Detail Check:* Bottom to top: Argument strings, Environment strings, `envp[]` pointers, `argv[]` pointers, `argc`, `libc_start_main` frame.\n", + "\n* **Function Return:** Is it noted that `execve` is called once and *never returns* (unless there is an error finding the file)?\n", + "\n**Coding Examples & Logic**\n\n* **Error Handling Wrappers:** If code examples are provided, do they use robust error handling (e.g., checking `fork` return value < 0)?\n", + "\n* **Signal Hazards in Shells:** Does the shell case study acknowledge the flaw of using `waitpid` for background jobs without signal handlers?\n  * *Detail Check:* The text should note that a simple loop cannot wait for background jobs effectively without blocking foreground interaction.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture15/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture15/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f8a4b4fcb468ba831e806c860735babdff93bc08 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture15/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture15 +category: education +input_metrics: + total_input_tokens: 35730 + generation_prompt_tokens: 2690 + materials_total_tokens: 33040 + material_count: 1 + pdf_total_pages: 59 + file_details: + - name: material.pdf + tokens: 33040 + pages: 59 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 15 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture15/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture15/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9fb0c20183988b240f22080c51d27dd6773a2d17 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture15/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1309a9033e0d3033d4f74e2041cb0ac7b7c4313f924cfd9ec6a95aff7cf81dd0 +size 775628 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture16/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture16/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..2a559cd5b0b1f0d76be4da970de2b0330e422bba --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture16/generation_task/instructions.md @@ -0,0 +1,246 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Course Title:** "15-213/18-213/15-513: Introduction to Computer Systems" + * **Instructors:** Randal E. Bryant and David R. O'Hallaron + * **University Context:** Carnegie Mellon University (CMU) + * **Topic:** Virtual Memory: Concepts and Address Translation + +2. **Agenda / Outline** + * **Core Concept:** Physical vs. Virtual Addressing + * **Mechanisms:** Address Spaces and Page Tables + * **VM Roles:** Caching, Memory Management, and Protection + * **The Details:** Address Translation and TLBs + * **Case Study:** End-to-End Address Translation Example + +3. **Physical vs. Virtual Addressing** + * **Physical Addressing:** Define the classic approach (used in early PCs/embedded systems) where CPU generates effective physical addresses directly. + * **Virtual Addressing:** Define the modern abstraction where CPU generates virtual addresses (VA) which are translated to physical addresses (PA). + * **The Hardware:** Introduce the Memory Management Unit (MMU) as the dedicated hardware for on-the-fly translation. + * **Visual:** Reconstruct Figure 9.1 (Physical Addressing) and Figure 9.2 (Virtual Addressing) to contrast the data flow. + +4. **Address Spaces (Formal Definitions)** + * **Linear Address Space:** Define as an ordered set of contiguous non-negative integer addresses $\{0, 1, 2, ...\}$. + * **Virtual Address Space:** Define mathematically as $N = 2^n$ addresses $\{0, 1, ..., N-1\}$ for an $n$-bit machine. + * **Physical Address Space:** Define mathematically as $M = 2^m$ bytes $\{0, 1, ..., M-1\}$ for a system with $M$ bytes of physical memory. + * **The Key Distinction:** Emphasize the separation between data objects (bytes) and their attributes (addresses), allowing one object to have multiple independent addresses. + +5. **VM as a Tool for Caching (The Concept)** + * **The Hierarchy:** Explain VM as a cache where "Virtual Memory" (disk) is cached in "Physical Memory" (DRAM). + * **Block Organization:** Define Virtual Pages (VPs) and Physical Pages (PPs) of size $P = 2^p$ bytes. + * **Page States:** Define the three sets of pages: + * **Unallocated:** No space on disk, no data. + * **Cached:** Allocated and currently resident in DRAM. + * **Uncached:** Allocated but currently only on disk. + * **Visual:** Reconstruct Figure 9.3 illustrating the mapping of VPs to PPs or disk. + +6. **DRAM Cache Organization** + * **Characteristics:** Highlight the massive miss penalty (disk is ~100,000x slower than DRAM). + * **Consequences:** + * Large page sizes (4 KB to 2 MB). + * Fully associative placement (any VP can go to any PP). + * Highly sophisticated software replacement algorithms. + * Always Write-back (never Write-through). + +7. **Page Tables** + * **Structure:** Define the Page Table as an array of Page Table Entries (PTEs) stored in physical memory. + * **PTE Format:** Explain the role of the Valid bit (1=cached, 0=uncached/unallocated) and the Physical Page Number (or disk address). + * **Mapping:** Explain how the VPN serves as an index into this array. + * **Visual:** Reconstruct Figure 9.4 showing a snapshot of a page table with valid/invalid entries and their mappings. + +8. **Page Hits and Page Faults** + * **Page Hit:** Walk through the hardware steps when the CPU references a valid cached page (Address translation hardware reads PTE, sees valid bit). + * **Page Fault:** Define as a DRAM cache miss. + * **Handling Faults:** Explain the exception mechanism: + 1. Valid bit is 0 -> Exception. + 2. Kernel fault handler runs. + 3. Victim page selected (swapped out if dirty). + 4. New page swapped in from disk. + 5. PTE updated, instruction restarted. + * **Visual:** Use Figures 9.5 (Hit), 9.6 (Fault Before), and 9.7 (Fault After) to illustrate the state changes. + +9. **VM as a Tool for Memory Management** + * **Per-Process Address Spaces:** Explain that every process gets its own page table and private virtual address space. + * **Simplifying Linking:** Standardized format (text at 0x400000) regardless of physical location. + * **Simplifying Loading:** Loader allocates PTEs marked invalid; data is copied on demand (Demand Paging) via Memory Mapping. + * **Simplifying Sharing:** Mapping VPs from different processes to the same physical pages (e.g., kernel code, libc). + * **Visual:** Reconstruct Figure 9.9 showing two processes mapping private pages to distinct PPs and shared pages to the same PP. + +10. **VM as a Tool for Memory Protection** + * **Mechanism:** Extending PTEs with permission bits. + * **Bit Definitions:** + * **SUP:** Supervisor mode only (Kernel vs User). + * **READ/WRITE:** Access permissions. + * **Enforcement:** Hardware triggers a "General Protection Fault" (segfault) on violation. + * **Visual:** Reconstruct Figure 9.10 showing a Page Table with SUP/READ/WRITE columns and example process permissions. + +11. **Address Translation: Basics and Symbols** + * **Formal Map:** $MAP(A) = A'$ if data at virtual address $A$ is at physical address $A'$. + * **Parameters:** Define the symbol table strictly: + * $N, M, P$: Virtual/Physical space sizes, Page size. + * $n, m, p$: Bit widths ($N=2^n$, etc.). + * **Address Components:** + * **VPN:** Virtual Page Number (Upper $n-p$ bits). + * **VPO:** Virtual Page Offset (Lower $p$ bits). + * **PPN:** Physical Page Number (Upper $m-p$ bits). + * **PPO:** Physical Page Offset (Lower $p$ bits). Note: $VPO = PPO$. + * **Visual:** Reconstruct Figure 9.12 showing the bitwise concatenation and PTBR (Page Table Base Register) usage. + +12. **Hardware Translation Flow** + * **Hit Path:** Step-by-step trace from CPU -> MMU -> Cache/Memory (PTE fetch) -> MMU (PA construction) -> Cache/Memory (Data). + * **Fault Path:** Step-by-step trace involving the OS Exception Handler, Victim selection, and Disk I/O. + * **Visual:** Reconstruct Figure 9.13(a) and 9.13(b) detailing the interactions between CPU, MMU, Cache, and Disk. + +13. **Translation Lookaside Buffer (TLB)** + * **Motivation:** Eliminating the extra memory access required to fetch the PTE. + * **Definition:** A small, virtually addressed hardware cache inside the MMU. + * **Addressing:** Explain the split of the VPN into: + * **TLBT:** TLB Tag (High order bits). + * **TLBI:** TLB Index (Low order bits of the VPN). + * **Operation:** If TLB Hit, translation is done within the MMU (0 memory cycles). + * **Visual:** Reconstruct Figure 9.15 (Bit splitting for TLB) and 9.16 (Operational view of TLB Hit/Miss). + +14. **Multi-Level Page Tables** + * **The Problem:** A 32-bit address space with 4KB pages requires a 4MB page table (contiguous). 64-bit systems are impossible to map with a single array. + * **The Solution:** Hierarchical tables (k-level). + * **Two-Level Example:** + * Level 1 Table: Points to Level 2 tables. + * Level 2 Table: Points to Physical Pages. + * **Memory Savings:** If a Level 1 PTE is null, the entire corresponding Level 2 table does not exist. Only Level 1 must be resident. + * **Visual:** Reconstruct Figure 9.17 showing the structure and the "Gap" of unallocated pages. + +15. **End-to-End Example: Setup & Assumptions** + * **System Parameters:** + * Memory: Byte addressable. + * Virtual Addresses: 14 bits ($n=14$). + * Physical Addresses: 12 bits ($m=12$). + * Page Size: 64 bytes ($P=64, p=6$). + * TLB: 4-way set associative, 16 entries (4 sets). + * Cache: Direct mapped, 16 sets, 4-byte block size. + * **Bit Formatting:** Explicitly show the bit-split for this system: + * VA: VPN (Bits 13-6), VPO (Bits 5-0). + * PA: PPN (Bits 11-6), PPO (Bits 5-0). + * **Visual:** Reconstruct Figure 9.19 (Address formats). + +16. **End-to-End Example: The Translation** + * **Scenario:** CPU executes load for Virtual Address **0x03D4**. + * **Step 1: Extract Fields:** + * Binary VA: `00 0011 1101 0100` + * VPN: `0x0F` (Binary `001111`) + * TLBI (Low 2 bits of VPN): `0x3` (Binary `11`) + * TLBT (Remaining high bits): `0x3` (Binary `0011`) + * **Step 2: TLB Lookup:** + * Look at Set 3. Tag `03` matches Entry 2 (Valid=1). + * Result: PPN = `0x0D`. + * **Visual:** Reference Figure 9.20(a) (TLB contents) to show the match. + +17. **End-to-End Example: Physical Address & Cache** + * **Step 3: Construct PA:** + * Concatenate PPN `0x0D` + VPO `0x14` (from VA `0x03D4`). + * Result PA: **0x354**. + * **Step 4: Cache Lookup:** + * Breakdown PA `0x354` (Binary `0011 0101 0100`). + * Cache Offset (CO, 2 bits): `0` (Binary `00`). + * Cache Index (CI, 4 bits): `5` (Binary `0101`). + * Cache Tag (CT, 6 bits): `0x0D` (Binary `001101`). + * **Step 5: Fetch Data:** + * Check Cache Set 5. Valid=1, Tag=`0D` matches. + * Read Byte at Offset 0 -> Value **0x36**. + * **Visual:** Reference Figure 9.20(c) (Cache contents) to show the hit. + +18. **Summary** + * **Abstraction:** VM provides a separate address space for each process. + * **Performance:** Uses DRAM as a cache for disk (handled via Page Faults). + * **Efficiency:** Uses TLB to cache PTEs for fast hardware translation. + * **Management:** Simplifies linking, loading, sharing, and protection. + * **Next Steps:** Dynamic Memory Allocation (malloc). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture16/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture16/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e6838938d3cd13c4ebae8d3f92bd1d5554f98c17 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture16/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Fundamentals of Addressing**\n\n**Physical vs. Virtual Addressing**\n* Does the content clearly distinguish between Physical Addressing (used by early PCs and embedded systems) and Virtual Addressing (used by modern processors)?\n* Is the specific role of the Memory Management Unit (MMU) defined as the hardware component responsible for on-the-fly address translation?\n  Note: Check if the relationship between the CPU, MMU, and Main Memory is visually or textually represented.\n", + "\n**Address Space Definitions**\n* Are the formal definitions of \"Linear Address Space\" and \"Virtual Address Space\" (N = 2^n) provided?\n* Does the material distinguish between the Virtual Address Space and the Physical Address Space (M = 2^m)?\n  Note: Check for the explicit mention that data objects (bytes) are distinct from their attributes (addresses).\n", + "\n**VM as a Tool for Caching**\n\n**DRAM Cache Organization**\n* Is the concept of using Main Memory (DRAM) as a cache for the Disk (Virtual Memory) introduced?\n* Does the content explain the block structure, specifically defining Virtual Pages (VPs) and Physical Pages (PPs) of size P = 2^p?\n  If no, specify if the mapping between disk blocks and memory frames is omitted.\n", + "\n**Page Terminology & States**\n* Are the three disjoint states of virtual pages explicitly listed?\n  * Unallocated (no data, no disk space).\n  * Cached (resident in physical memory).\n  * Uncached (allocated but resident only on disk).\n* Is the \"Fully Associative\" nature of the DRAM cache emphasized due to the high cost of disk misses?\n", + "\n**Page Tables & Fault Handling**\n\n**Page Table Structure**\n* Is the Page Table defined as an array of Page Table Entries (PTEs) stored in physical memory?\n* Does the content explain the function of the \"Valid\" bit and the physical page number (PPN) or disk address field within a PTE?\n", + "\n**Hit vs. Fault Mechanics**\n* Is the distinction between a \"Page Hit\" (handled by hardware) and a \"Page Fault\" (handled by the OS kernel exception handler) clearly outlined?\n* Does the material list the steps taken by the kernel during a fault: selecting a victim page, swapping out (if dirty), and swapping in the new page?\n  If no, specify if the concept of \"Demand Paging\" is missing.\n", + "\n**VM as a Tool for Memory Management**\n\n**Process Isolation & Linking**\n* Does the content explain that each process has its own separate Page Table and Virtual Address Space?\n* Is the benefit to \"Linking\" covered, specifically how a consistent virtual address format (e.g., code starting at 0x400000) simplifies compiler/linker design?\n", + "\n**Sharing and Loading**\n* Is the mechanism for \"Sharing\" code and data (e.g., standard C libraries) by mapping virtual pages to the same physical pages described?\n* Is \"Memory Mapping\" mentioned in the context of loading executables without physically copying data until it is referenced?\n", + "\n**VM as a Tool for Protection**\n\n**Access Control Mechanisms**\n* Does the material introduce the use of permission bits (SUP, READ, WRITE) within the PTEs?\n* Is the hardware response to a permission violation (General Protection Fault / Segmentation Fault) explicitly stated?\n  Note: Check if the distinction between User Mode and Kernel (Supervisor) Mode access is included.\n", + "\n**Address Translation & Hardware**\n\n**Translation Components**\n* Are the components of the Virtual Address (VPN, VPO) and Physical Address (PPN, PPO) defined mathematically?\n* Is the role of the Page Table Base Register (PTBR) in pointing to the current page table included?\n", + "\n**Translation Lookaside Buffer (TLB)**\n* Is the TLB defined as a small, virtual-addressed cache inside the MMU?\n* Does the content explain how the VPN is split into the TLB Tag (TLBT) and TLB Index (TLBI) to speed up translation?\n", + "\n**Multi-Level Page Tables**\n* Is the rationale for Multi-Level Page Tables (reducing memory requirements for sparse address spaces) explained?\n* Does the diagram or text illustrate how a Level 1 PTE points to a Level 2 Page Table, and so on?\n" + ], + "material_dependent_checklist_2": [ + "\n**Hardware & Addressing logic**\n\n* **Bit-Level Consistency:** In the address translation breakdown, is it explicitly stated that the Virtual Page Offset (VPO) is identical to the Physical Page Offset (PPO)?\n  * *Detail Check:* Ensure the mathematical relationship P = 2^p is used to determine the number of offset bits.\n", + "\n* **MMU Functionality:** Is the MMU correctly described as translating Virtual Addresses (VA) to Physical Addresses (PA) *before* sending the address to the memory bus (or L1 cache)?\n  * *Detail Check:* Verify that the content does not erroneously imply that the OS performs the translation for a Page Hit.\n", + "\n**Caching Policies & Characteristics**\n\n* **Write Policy:** Is the DRAM cache correctly identified as using a \"Write-Back\" policy rather than \"Write-Through\"?\n  * *Detail Check:* Confirm the explanation that write-through is too expensive due to disk access latency.\n", + "\n* **Miss Penalty Logic:** Does the content accurately attribute the large page size and sophisticated replacement algorithms to the massive penalty of accessing disk vs. DRAM?\n", + "\n**Page Table Entries & States**\n\n* **PTE Valid Bit Logic:** Is the logic for the Valid bit accurate? (1 = Cached in DRAM; 0 = Not in DRAM, necessitating a check for null/unallocated or disk address).\n  * *Detail Check:* Ensure the text does not confuse \"Invalid\" (unallocated) with \"Uncached\" (on disk).\n", + "\n* **Demand Paging:** Is the strategy correctly defined as \"Demand Paging\" (swapping pages in only when referenced), rather than pre-loading?\n", + "\n**Translation Lookaside Buffer (TLB)**\n\n* **TLB Hit/Miss Flow:** Is the operational flow correct?\n  * *Detail Check:* If TLB Hit: MMU gets PPN directly.\n  * *Detail Check:* If TLB Miss: MMU fetches PTE from L1 cache/Main Memory, updates TLB, then proceeds.\n", + "\n* **Addressing the TLB:** Is the TLB correctly described as being accessed using the Virtual Page Number (VPN), not the Physical Address?\n", + "\n**Multi-Level Page Table Logic**\n\n* **Memory Savings:** Does the explanation accurately state that if a Level 1 PTE is null, the corresponding Level 2 Page Tables do not need to exist/be allocated?\n  * *Detail Check:* This is the primary mechanism for saving memory in sparse address spaces (like the gap between stack and heap).\n", + "\n* **K-Level Translation:** Is the complexity correctly identified as requiring *k* memory accesses to generate a PPN in a k-level system (without a TLB)?\n", + "\n**End-to-End System Example (Small Memory System)**\n\n* **Parameter Consistency:** Do the parameters in the example match the text's specific scenario?\n  * *Detail Check:* Virtual Address = 14 bits; Physical Address = 12 bits; Page Size = 64 bytes; TLB = 4-way set associative, 16 entries.\n", + "\n* **Translation Walkthrough:** In the specific example (e.g., VA 0x03d4), are the extracted bit values accurate?\n  * *Detail Check:* VPN = 0x0F, TLBI = 0x03, TLBT = 0x03; PPN derived from the TLB/Page Table matches the provided table values (e.g., 0x0D); Final Physical Address construction (PPN concatenated with VPO) is mathematically correct (e.g., 0x354).\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture16/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture16/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6f736c5a29d589ce6f5fad77667d11e6c2154216 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture16/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture16 +category: education +input_metrics: + total_input_tokens: 32545 + generation_prompt_tokens: 3985 + materials_total_tokens: 28560 + material_count: 1 + pdf_total_pages: 51 + file_details: + - name: material.pdf + tokens: 28560 + pages: 51 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture16/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture16/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..10d943724e8a8678e3ea4222c21054c47a14bb0c --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture16/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a3effda009afc326f210153cba4530af71c81f4f43fcc9465eb4733d8cd07df4 +size 1501538 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture17/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture17/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..e4db947a1d4b6907d96681e1cb13dbeaba06adf2 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture17/generation_task/instructions.md @@ -0,0 +1,158 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** +    * **Topic:** "Case Study: The Intel Core i7/Linux Memory System & Memory Mapping" +    * **Context:** Chapter 9.7 - 9.8 of CS:APP +    * **Goal:** bridging hardware mechanisms with operating system abstractions. + +2. **The Intel Core i7 Memory System (Hardware View)** +    * **Address Space:** Specify the supported address spaces (48-bit virtual, 52-bit physical) and the compatibility mode. +    * **Hardware Hierarchy:** Detail the processor package components: four cores, shared L3 cache, and DDR3 memory controller. +    * **Per-Core Architecture:** Break down the specific Core i7 components per core: +        * **Caches:** L1 d-cache (32 KB, 8-way), L1 i-cache (32 KB, 8-way), L2 unified cache (256 KB, 8-way). +        * **TLBs:** L1 d-TLB (64 entries), L1 i-TLB (128 entries), L2 unified TLB (512 entries). +    * **QuickPath Interconnect:** Mention its role in communicating with other cores and the I/O bridge. + +3. **Core i7 Address Translation Mechanics** +    * **The Hierarchy:** Explain the four-level page table hierarchy used by Core i7. +    * **Control Registers:** Define the role of the CR3 control register (pointing to the L1 page table base). +    * **PTE Format (L1-L3):** Detail the structure of Page Table Entries including the 40-bit PPN and permission bits. +    * **Key Permission Bits:** Define and explain: +        * **P (Present):** Memory residency. +        * **R/W (Read/Write):** Access permissions. +        * **U/S (User/Supervisor):** Kernel vs. User mode protection. +        * **XD (Execute Disable):** Buffer overflow protection (NX bit). +        * **A (Accessed) & D (Dirty):** Usage for page replacement algorithms. + +4. **Linux Virtual Memory System (Software View)** +    * **Process Isolation:** Show how Linux maintains separate virtual address spaces for each process (code, data, heap, stack, kernel memory). +    * **Kernel Virtual Memory:** Explain the division of the address space above the user stack, including physical memory mapping and kernel code/data. +    * **Kernel Data Structures:** Present the specific structs used to manage memory: +        * **task_struct:** The process descriptor. +        * **mm_struct:** Characterizes VM state (pgd pointer, mmap list). +        * **vm_area_struct:** Describes contiguous chunks (areas) like `vm_start`, `vm_end`, `vm_prot`, and `vm_flags`. + +5. **Linux Page Fault Handling** +    * **The Flowchart:** Walk through the sequential steps when the MMU triggers a fault. +    * **Step 1: Legality Check:** Is the address within a valid defined area? (Failure = Segmentation Fault). +    * **Step 2: Permission Check:** Does the process have rights (read/write/execute) to access the page? (Failure = Protection Exception). +    * **Step 3: Handling:** If legal, the kernel selects a victim page, swaps, and updates the PTE. + +6. **Memory Mapping Concepts** +    * **Definition:** Define memory mapping as associating a VM area with a disk object. +    * **Object Types:** +        * **Regular File:** File sections divided into page-sized pieces (demand paging). +        * **Anonymous File:** Created by the kernel, contains binary zeros (demand-zero pages). +    * **Swap Space:** Explain the role of the swap file/area in bounding allocated virtual pages. + +7. **Shared Objects vs. Private Objects** +    * **Shared Objects:** Explain how multiple processes map the same physical page, where writes are visible to all. +    * **Private Objects (Copy-on-Write):** Detail the optimization technique. +        * **Initial State:** Processes share physical pages flagged as read-only. +        * **Write Event:** A write triggers a protection fault, causing the kernel to create a unique copy of the page for the writing process. +        * **Benefit:** Efficient use of physical memory. + +8. **Process Management & Memory Mapping** +    * **The `fork` Function:** Explain how `fork` creates a new process by copying `mm_struct` and page tables, flagging all pages as read-only/COW. +    * **The `execve` Function:** Detail the steps to load a new program: +        * 1. Delete existing user areas. +        * 2. Map private areas (code/data from file, bss/stack as demand-zero). +        * 3. Map shared areas (dynamic libraries like libc.so). +        * 4. Set PC to entry point. + +9. **User-Level Memory Mapping (`mmap`)** +    * **Function Prototype:** Display and explain `void *mmap(void *start, size_t length, int prot, int flags, int fd, off_t offset)`. +    * **Arguments:** +        * **prot:** `PROT_EXEC`, `PROT_READ`, `PROT_WRITE`, `PROT_NONE`. +        * **flags:** `MAP_ANON`, `MAP_PRIVATE`, `MAP_SHARED`. +    * **Deletion:** Briefly mention `munmap` for removing mappings. + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture17/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture17/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e92597c1452d7bda1c8f4d8178c459782acc4bbb --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture17/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Scope: The Intel Core i7/Linux Case Study**\n\n**Topic Identification**\n* Does the material clearly identify the subject as a case study of the \"Intel Core i7/Linux Memory System\"?\n* Is the context established as bridging hardware architecture (Core i7) with operating system software (Linux)?\n  Note: Check only for presence. If missing, specify if the link between HW and OS is ignored.\n", + "\n**Coverage of Core Implementations**\n* Does the content explicitly specify the supported address spaces for current Core i7 implementations?\n  * 48-bit virtual address space (256 TB)?\n  * 52-bit physical address space (4 PB)?\n  * Compatibility mode for 32-bit (4 GB)?\n  If no, indicate which address limits are omitted.\n", + "\n**Hardware Architecture: The Core i7 Hierarchy**\n\n**Processor Package Components**\n* Are the major components of the processor package listed?\n  * Four cores?\n  * Large shared L3 cache?\n  * DDR3 memory controller?\n  * QuickPath Interconnect (for core-to-core and I/O communication)?\n", + "\n**Per-Core Cache and TLB Detail**\n* Does the detailed breakdown per core include specific capacities and associativities?\n  * L1 i-cache and d-cache (32 KB, 8-way)?\n  * L2 unified cache (256 KB, 8-way)?\n  * TLB Hierarchy: L1 d-TLB (64 entries), L1 i-TLB (128 entries), and L2 unified TLB (512 entries)?\n  If no, specify if the distinction between Instruction and Data caches/TLBs is missing.\n", + "\n**Address Translation & Page Tables**\n\n**Translation Mechanics**\n* Is the four-level page table hierarchy explicitly illustrated or described?\n* Is the function of the CR3 control register (pointing to the L1 page table base) explained?\n", + "\n**Page Table Entry (PTE) Bits**\n* Are the specific permission and status bits within a PTE defined?\n  * **P (Present):** Memory residency status?\n  * **R/W (Read/Write):** Access permissions?\n  * **U/S (User/Supervisor):** User vs. Kernel mode protection?\n  * **XD (Execute Disable):** Protection against buffer overflow attacks?\n  * **A (Accessed) & D (Dirty):** Bits used for page replacement algorithms?\n  If no, specify if security features like XD are omitted.\n", + "\n**Linux Virtual Memory System**\n\n**Process Address Space Organization**\n* Does the content detail the separate virtual address space for each process?\n* Are the key segments identified: Kernel virtual memory (top), User stack, Shared libraries, Heap, Data, and Text (Code)?\n", + "\n**Kernel Data Structures**\n* Are the specific Linux kernel structures for memory management introduced?\n  * **task_struct:** The process descriptor?\n  * **mm_struct:** Containing `pgd` (page global directory) and `mmap` (area list)?\n  * **vm_area_struct:** Defining contiguous regions (`vm_start`, `vm_end`, `vm_prot`, `vm_flags`)?\n  If no, specify if the link between the task structure and the virtual memory areas is missing.\n", + "\n**Exception Handling & Memory Mapping**\n\n**Page Fault Handling Logic**\n* Is the sequential logic of the Linux page fault handler presented?\n  1. Is the address legal? (Check `vm_area_struct` list).\n  2. Is the access permitted? (Check `vm_prot`).\n  3. Handle fault (Swap in victim page).\n  If no, specify if the distinction between a Segmentation Fault and a Protection Exception is unclear.\n", + "\n**Memory Mapping Types**\n* Does the section on Memory Mapping distinguish between:\n  * **Regular Files:** File-backed mapping (demand paging)?\n  * **Anonymous Files:** Demand-zero pages (binary zeros)?\n  * **Swap Space:** The bounding limit for allocated virtual pages?\n", + "\n**Process Control & System Calls**\n\n**Functionality of `fork`, `execve`, and `mmap`**\n* Is the **Copy-on-Write (COW)** mechanism explained in the context of `fork` (sharing physical pages until a write occurs)?\n* Are the four steps of `execve` listed (Delete areas, Map private, Map shared, Set PC)?\n* Is the `mmap` function prototype and its arguments (`prot`, `flags`, `fd`) detailed for user-level mapping?\n" + ], + "material_dependent_checklist_2": [ + "\n**Hardware Specifications & Constants**\n\n* **Cache Parameters:** Are the cache parameters accurate to the text?\n  * *Detail Check:* Verify L3 is listed as **16-way** associative, while L1 and L2 are **8-way**. Ensure block size is cited as **64 bytes**.\n", + "\n* **TLB Capacities:** Are the TLB entry counts correct?\n  * *Detail Check:* Confirm L1 d-TLB is 64 entries, L1 i-TLB is 128 entries, and L2 is 512 entries.\n", + "\n* **Address Translation Bits:** Is the partitioning of the Virtual Address (VA) correct for 4 KB pages?\n  * *Detail Check:* Verify the 36-bit VPN is split into four 9-bit chunks, with a 12-bit VPO (Virtual Page Offset).\n", + "\n**PTE Format & Permissions**\n\n* **Address Alignment:** Does the content explain the alignment requirement imposed by the PPN?\n  * *Detail Check:* Verify the statement that the 40-bit PPN points to a 4 KB aligned page table or physical page.\n", + "\n* **Security Bits:** Is the XD bit correctly attributed to 64-bit systems for disabling instruction fetches?\n  * *Detail Check:* Ensure the link between the XD bit and preventing buffer overflow attacks is made.\n", + "\n* **Reference Bits:** Are the 'A' (Accessed) and 'D' (Dirty) bits correctly described as being set by the MMU and cleared by the kernel software?\n", + "\n**Linux Data Structures & Logic**\n\n* **Structure Hierarchy:** Is the relationship between `task_struct`, `mm_struct`, and `vm_area_struct` logically consistent?\n  * *Detail Check:* `task_struct` points to `mm_struct`, which points to both `pgd` (hardware context) and the list of `vm_area_structs` (logical context).\n", + "\n* **Fault Classification:** Are the failure modes accurately named?\n  * *Detail Check:* Accessing a non-existent page (not in an area struct) must be labeled a **Segmentation Fault**. Violating permissions (e.g., writing to read-only) must be labeled a **Protection Exception**.\n", + "\n* **Optimization Logic:** Is the overlap of TLB access and L1 cache access explained correctly?\n  * *Detail Check:* Verify the explanation that VPO bits are used to index the L1 cache while the MMU translates the VPN, allowing parallel operations.\n", + "\n**Memory Mapping & Shared Objects**\n\n* **Copy-on-Write (COW) Mechanics:** Is the COW process accurately described?\n  * *Detail Check:* Confirm that initially, pages are flagged **read-only** in the page table and **private copy-on-write** in the area struct. A write triggers a protection fault, not a segfault.\n", + "\n* **`execve` Mapping Steps:** Are the specific mapping types for the new program correct?\n  * *Detail Check:* Code and Data are **private, file-backed**. BSS and Stack are **private, demand-zero**. Shared libraries (libc) are **shared, file-backed**.\n", + "\n* **`mmap` Flags:** Are the flag definitions accurate?\n  * *Detail Check:* `MAP_ANON` implies demand-zero pages; `MAP_PRIVATE` implies copy-on-write behavior.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture17/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture17/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3c516b24bf03d5a3f1804d143d81d1316b775429 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture17/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture17 +category: education +input_metrics: + total_input_tokens: 18900 + generation_prompt_tokens: 2660 + materials_total_tokens: 16240 + material_count: 1 + pdf_total_pages: 29 + file_details: + - name: material.pdf + tokens: 16240 + pages: 29 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture17/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture17/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3ec958d38e40d7dadb70955d06ad9205d8905dc4 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture17/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a6d80f805326b696fb6e6e11635e23c816d3f39c8adb021bdfc04c3c70e24c51 +size 1148108 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture18/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture18/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..bdb53603584e1efc18e108ae5521f6bd55b76a69 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture18/generation_task/instructions.md @@ -0,0 +1,161 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Topic:** "Dynamic Memory Allocation" + * **Context:** CS:APP Chapter 9.9 + * **Core Concept:** Managing the Heap (malloc/free) + * **Goal:** Understanding how to implement an efficient memory allocator. + +2. **The Heap & Basic Mechanisms** + * **The Heap Definition:** Define the heap as an area of demand-zero memory growing upward (towards higher addresses) immediately after the uninitialized data area. + * **System Calls:** Explain `brk` (kernel pointer to top of heap) and `sbrk` (function to grow/shrink heap). + * **The Allocator:** Distinguish between Explicit Allocators (e.g., C `malloc`/`free`) and Implicit Allocators (Garbage Collection in Java/Lisp). + * **Visual Context:** Reconstruct the memory map showing the User Stack, Shared Libraries, Heap (growing up), Data (.bss/.data), and Code (.text). + +3. **The malloc/free API & Constraints** + * **Standard Library:** Detail `malloc(size_t size)` and `free(void *ptr)`. + * **Alignment:** Explain the alignment requirement (typically double-word/8-byte alignment in 32-bit, or 16-byte in 64-bit) and how `malloc` pads blocks. + * **Strict Constraints:** The allocator must handle arbitrary request sequences, respond immediately (no reordering), use only the heap for data structures, and cannot move allocated blocks (no compaction). + * **Key Error:** Mention that freeing an invalid pointer causes undefined behavior. + +4. **Performance Goals: Throughput vs. Utilization** + * **Throughput:** Define as operations per second. + * **Memory Utilization:** Introduce the metric of Peak Utilization ($U_k$). + * **The Tension:** Explain the trade-off—maximizing throughput (fast operations) often hurts utilization (wasted memory), and vice-versa. + * **Formula:** Present the formula $U_k = \frac{\max_{i \le k} P_i}{H_k}$ where $P_i$ is aggregate payload and $H_k$ is current heap size. + +5. **Fragmentation: The Enemy of Utilization** + * **Internal Fragmentation:** Occurs when the allocated block is larger than the payload (due to padding, alignment, minimum block size). Easy to quantify. + * **External Fragmentation:** Occurs when there is enough aggregate free memory to satisfy a request, but no single free block is large enough. Difficult to quantify as it depends on future requests. + * **Visual Example:** Provide a clear diagram showing available words separated by allocated blocks preventing a larger allocation. + +6. **Implementation Issues** + * **The Core Questions:** How to track free blocks? How to choose a free block (Placement)? How to handle excess space (Splitting)? What to do with freed blocks (Coalescing)? + * **Naive Approach:** Briefly mention the "bump pointer" (allocate by incrementing, never free) as an extreme point of high throughput/zero reuse. + +7. **Implicit Free Lists** + * **Block Format:** Explain the Header structure: Size + Allocated bit. + * **Packing:** Detailed explanation of why the lowest 3 bits are available for flags (due to 8-byte alignment) and the `PACK` macro logic. + * **Implicit Linking:** Explain that "links" are implied by the size field in the header, allowing traversal of the heap by adding sizes to pointers. + * **Minimum Block Size:** Explain the constraints imposed by alignment and headers (e.g., minimum 2 words). + +8. **Placement Policies** + * **First Fit:** Scan from beginning, choose first that fits. (Splinters at start). + * **Next Fit:** Scan from where previous search ended. (Faster, potentially worse fragmentation). + * **Best Fit:** Scan all blocks, choose closest size. (Best memory utilization, slowest performance). + * **Trade-offs:** explicitly compare these policies regarding throughput and fragmentation. + +9. **Splitting & Coalescing** + * **Splitting:** Taking a free block that is too large and dividing it into an allocated block and a new free block to reduce internal fragmentation. + * **False Fragmentation:** The phenomenon where adjacent free blocks exist but are treated as separate, failing large requests. + * **Coalescing:** Merging adjacent free blocks. + * **Policy:** Immediate Coalescing (merge on `free`) vs. Deferred Coalescing (merge when allocation fails). + +10. **Boundary Tags (Knuth's Optimization)** + * **The Problem:** Coalescing with the *next* block is easy (header is known), but *previous* block requires a full list search. + * **The Solution:** Add a Footer (Boundary Tag) which is a copy of the Header at the end of the block. + * **Mechanics:** Explain how this allows constant-time $O(1)$ coalescing of the previous block. + * **The 4 Cases:** Visually diagram the four coalescing scenarios: (1) Prev/Next Alloc, (2) Prev Alloc/Next Free, (3) Prev Free/Next Alloc, (4) Prev/Next Free. + +11. **Explicit Free Lists** + * **Structure:** Using the payload area of *free* blocks to store `pred` (predecessor) and `succ` (successor) pointers. + * **Advantages:** Allocation time becomes linear in the number of *free* blocks, not *total* blocks. + * **Ordering Policies:** + * **LIFO:** Insert at front (fast free, potentially worse fragmentation). + * **Address-Ordered:** Maintain address order (slower free, better coalescing/fragmentation). + +12. **Segregated Free Lists** + * **Concept:** Partition block sizes into equivalence classes (Size Classes), often powers of 2. + * **Simple Segregated Storage:** Separate lists for each size, blocks are never split or coalesced. Fast but subject to internal/external fragmentation. + * **Segregated Fits:** Array of free lists; search specific size class, then next larger. Split and place remainder in appropriate list. approximates Best Fit. + * **Buddy Systems:** Special case where block sizes are strict powers of 2. Address calculation allows finding "buddies" easily (differs by 1 bit). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture18/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture18/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..3871467a53909de4e9fc371d8c38d894254890a9 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture18/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Context**\n\n**Completeness of Topic Identification**\n* Does the document/slide clearly identify the core topic as \"Dynamic Memory Allocation\" within the context of System Programming?\n* Is the specific API context provided (e.g., The C Standard Library `malloc`/`free` package)?\n  Note: Check only for presence. If missing, specify if the context of Heap Memory is absent.\n", + "\n**Coverage of Basic Mechanisms**\n* Does the material explicitly outline the fundamental system calls and definitions?\n  * The Heap (demand-zero memory, growing upward).\n  * The `brk` pointer and `sbrk` function.\n  * The distinction between Explicit Allocators (C/C++) and Implicit Allocators (Java/Lisp Garbage Collectors).\n", + "\n**Performance Metrics & Constraints**\n\n**Throughput vs. Utilization**\n* Does the content contrast the conflicting goals of Maximizing Throughput (ops/sec) and Maximizing Memory Utilization?\n* Is \"Peak Utilization\" ($U_k$) defined effectively as the maximum aggregate payload divided by the heap size?\n  If no, specify if the metric for memory efficiency is missing.\n", + "\n**The Enemy: Fragmentation**\n* Are the two specific types of fragmentation defined?\n  * **Internal Fragmentation:** Padding/overhead within an allocated block.\n  * **External Fragmentation:** Aggregate free space exists but is not contiguous enough for a request.\n  Note: Check if the difficulty of quantifying external fragmentation (dependence on future requests) is mentioned.\n", + "\n**The Implicit Free List Framework**\n\n**Block Format & Alignment**\n* Is the standard block format introduced: Header, Payload, and Padding?\n* Does it explain the Double-Word Alignment constraint (typically 8 bytes) and how this dictates the minimum block size?\n  If no, specify if the explanation of why the lowest 3 bits of the size field are zero is omitted.\n", + "\n**Implicit Linking**\n* Is the mechanism of \"Implicit Linking\" explained—traversing the heap by adding block sizes to current pointers?\n* Does it mention the necessity of a special \"Epilogue Block\" to terminate the heap traversal?\n", + "\n**Placement & Splitting Policies**\n\n**Search Algorithms**\n* Are the standard placement policies explicitly defined and compared?\n  * **First Fit:** Search from the beginning (splinters at start).\n  * **Next Fit:** Search from where the last search ended (faster, potentially worse fragmentation).\n  * **Best Fit:** Search the entire list for the closest size (best utilization, slowest).\n", + "\n**Splitting Mechanics**\n* Does the content explain the decision process: Use the whole block vs. Split the block?\n* Is the creation of a new free block from the remainder of a split block visually or textually described?\n", + "\n**Coalescing & Boundary Tags**\n\n**False Fragmentation**\n* Is the concept of \"False Fragmentation\" (adjacent free blocks failing a request) introduced as the driver for Coalescing?\n* Does it distinguish between Immediate Coalescing (at `free` time) and Deferred Coalescing?\n", + "\n**Knuth’s Boundary Tags**\n* Is the \"Boundary Tag\" (Footer) optimization explained as a method to allow constant-time $O(1)$ coalescing with the *previous* block?\n* Are the four specific cases of coalescing (Prev/Next Alloc/Free combinations) explicitly listed?\n  If no, specify if the logic for merging blocks is incomplete.\n", + "\n**Advanced Structures: Explicit & Segregated Lists**\n\n**Explicit Free Lists**\n* Is the shift to storing pointers (`pred` and `succ`) within the payload of free blocks explained?\n* Does it highlight the performance trade-off: Allocation becomes linear in the number of *free* blocks, not *total* blocks.\n", + "\n**Segregated Free Lists**\n* Does the content cover the concept of \"Size Classes\" (partitioning blocks by size)?\n* Are the two main approaches distinguished?\n  * **Simple Segregated Storage:** Separate lists for fixed sizes, no splitting/coalescing.\n  * **Segregated Fits:** Array of free lists, searching specific classes, approximates Best Fit.\n" + ], + "material_dependent_checklist_2": [ + "\n**Heap Structure & definitions**\n\n* **Memory Map Accuracy:** Is the Heap correctly located between the Uninitialized Data (.bss) and the Memory-mapped region/User Stack?\n  * *Detail Check:* Ensure the growth direction is explicitly stated as \"upward\" (towards higher addresses).\n", + "\n* **Allocator Invariants:** Are the strict constraints on the allocator listed?\n  * *Detail Check:* Verify points: Cannot control number/size of requests, Must respond immediately, Must align blocks, Cannot move allocated blocks (no compaction).\n", + "\n**Bit Manipulation & Macros**\n\n* **Header/Footer Encoding:** Is the bitwise logic for the Header accurate?\n  * *Detail Check:* For an allocated block of size 24 (0x18), the header must be `0x18 | 0x1 = 0x19`.\n", + "\n* **Macro Logic:** Are the C-style macros for heap traversal correctly defined?\n  * *Detail Check:* `PACK(size, alloc)` should combine values. `GET_SIZE(p)` must mask out the lower 3 bits (`p & ~0x7`).\n  * *Detail Check:* Ensure pointer arithmetic macros like `NEXT_BLKP` cast the pointer to `(char *)` before adding the size.\n", + "\n**Coalescing Logic (The 4 Cases)**\n\n* **Boundary Tag Optimization:** Does the content accurately explain that Footers are only strictly necessary in *free* blocks if the optimization is applied?\n  * *Detail Check:* However, for the standard Boundary Tag model, verify that Footers are shown as replicas of Headers at the end of blocks.\n", + "\n* **Merge Operations:** Are the size updates for coalescing correct?\n  * *Detail Check:* Case 4 (Prev and Next both free) must show the new size = Size(Prev) + Size(Curr) + Size(Next), and the Header of Prev and Footer of Next are updated.\n", + "\n**Quantitative Constraints**\n\n* **Minimum Block Size:** Is the calculation for minimum block size consistent with the alignment requirement?\n  * *Detail Check:* For double-word alignment with Header and Footer, the minimum size is typically 16 bytes (4 byte Header + 4 byte Footer + 8 byte payload/alignment).\n", + "\n* **Padding & Alignment:** Does the `malloc` example show correct rounding?\n  * *Detail Check:* A request for `malloc(13)` should result in a 24-byte block (13 payload + 4 header + 4 footer = 21, rounded up to next multiple of 8 is 24).\n", + "\n**Explicit List Mechanics**\n\n* **Payload Reuse:** Does the content clarify that `pred` and `succ` pointers are stored *inside* the payload area, meaning they only exist when the block is free?\n  * *Detail Check:* This implies a minimum block size constraint large enough to hold these pointers.\n", + "\n* **List Ordering Policies:** Are the trade-offs of LIFO (Last-In-First-Out) vs. Address-Ordered policies accurately described?\n  * *Detail Check:* LIFO is constant time free but potentially worse fragmentation; Address-ordered has linear time free but better coalescing properties.\n", + "\n**Segregated Fits & Buddy Systems**\n\n* **Buddy System Arithmetic:** If Buddy Systems are included, is the address calculation property correct?\n  * *Detail Check:* The address of a block and its buddy differ in exactly one bit position (the bit corresponding to the block size power of 2).\n", + "\n* **Search Strategy:** Is the Segregated Fits search logic correct?\n  * *Detail Check:* Search the list for the target size class; if no fit, search the *next larger* size class, not the smaller one.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture18/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture18/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d0a460eff0cdf840a35367ca15385146b9d4a49e --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture18/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture18 +category: education +input_metrics: + total_input_tokens: 33626 + generation_prompt_tokens: 2826 + materials_total_tokens: 30800 + material_count: 1 + pdf_total_pages: 55 + file_details: + - name: material.pdf + tokens: 30800 + pages: 55 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture18/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture18/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..034f2ee1399fc508aa90ef69ebaf38deb8d6e63b --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture18/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e3df1b9df3ffb5a6c44959c2a101576192924a6f07350fe568b3f630cb6bf20 +size 2324154 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture19/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture19/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..39d64c613cadb3c3563ed24abd38d8afd5940038 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture19/generation_task/instructions.md @@ -0,0 +1,138 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** +    * **Topic:** Garbage Collection and Common Memory-Related Bugs +    * **Context:** Dynamic Memory Management in C +    * **background material:** Computer Systems: A Programmer's Perspective, Sections 9.10 - 9.11 + +2. **Garbage Collection Basics** +    * **Definition:** Define Garbage Collector as a dynamic storage allocator that automatically frees allocated blocks no longer needed. +    * **Historical Context:** Mention origins in Lisp (McCarthy, 1960s) and usage in Java, ML, Perl. +    * **Memory View:** Explain the directed reachability graph (Root nodes vs. Heap nodes). +    * **State Definitions:** Define "Reachable" (path exists from root) vs. "Unreachable" (garbage). + +3. **The Mark&Sweep Algorithm** +    * **Phases:** Detail the two distinct phases: Mark (identify reachable) and Sweep (reclaim garbage). +    * **Implementation Logic:** Present the pseudo-code for `mark(ptr p)` and `sweep(ptr b, ptr end)`. +    * **Functions:** Explain helper functions `isPtr`, `blockMarked`, `blockAllocated`, and `markBlock`. +    * **Visual Example:** Walk through the state changes of heap blocks before mark, after mark, and after sweep. + +4. **Conservative Garbage Collection in C** +    * **The Challenge:** Explain why C is difficult for GC (lack of type information; scalars can masquerade as pointers). +    * **Conservative Definition:** Define "Conservative" in this context (mark reachable correctly, but may incorrectly mark unreachable nodes as reachable). +    * **Implementation Strategy:** Describe the balanced tree approach with `left` and `right` pointers to track allocated blocks. +    * **Consequences:** Discuss necessary external fragmentation and the inability to move blocks. + +5. **Memory Bug I: Bad Pointers & Uninitialized Memory** +    * **Dereferencing Bad Pointers:** Explain the `scanf` bug (passing value instead of address) and segmentation faults. +    * **Reading Uninitialized Memory:** Debunk the assumption that heap memory is zero-initialized. +    * **Example:** Show the `matvec` example where vector `y` accumulates garbage values because it wasn't zeroed. + +6. **Memory Bug II: Overflows & Sizing Errors** +    * **Stack Buffer Overflows:** Contrast `gets` (unsafe) vs. `fgets` (safe). +    * **Pointer vs. Object Size:** Explain the error of using `sizeof(int)` instead of `sizeof(int*)` when allocating arrays of pointers. +    * **Off-by-One Errors:** Analyze the loop bound error (`i <= n` vs `i < n`) writing past array ends. + +7. **Memory Bug III: Operators & Arithmetic** +    * **Precedence Issues:** specific analysis of `*size--` vs `(*size)--` in the binary heap delete example. +    * **Pointer Arithmetic:** Explain the mistake of manually adding `sizeof(int)` to a pointer in a loop (incrementing by 16 bytes instead of 4). +    * **Impact:** Discuss how these bugs often cause "action at a distance" failures. + +8. **Memory Bug IV: Lifecycle Errors** +    * **Referencing Nonexistent Variables:** Explain the danger of returning a pointer to a local stack variable. +    * **Referencing Freed Blocks:** Show the error of accessing data in a block after calling `free()`. +    * **Memory Leaks:** Define the concept and show the code structure that causes leaks (allocating without freeing before return). + +9. **Summary & Best Practices** +    * **GC Role:** Automated memory management trade-offs in C. +    * **Vigilance:** The necessity of understanding stack discipline, pointer arithmetic, and type sizes to avoid silent killers. + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture19/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture19/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a970923b985eca861c306ad14c521ceb7fbd820b --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture19/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Context**\n\n**Identification of Core Topic & Source**\n* Does the material clearly identify the subject as **Garbage Collection** and **Memory-Related Bugs** within the context of C programming?\n* Are the Instructors/Authors (Randal E. Bryant and David R. O'Hallaron) and the course context (Computer Systems: A Programmer's Perspective) acknowledged?\n  Note: Check only for presence.\n", + "\n**Coverage of Key Sections**\n* Does the content explicitly cover the two main sub-topics from the text:\n  * Section 9.10: Garbage Collection (specifically Mark&Sweep).\n  * Section 9.11: Common Memory-Related Bugs in C Programs.\n", + "\n**Garbage Collection Fundamentals**\n\n**Definitions and History**\n* Is a **Garbage Collector** defined as a dynamic storage allocator that automatically frees allocated blocks no longer needed?\n* Is the historical context of **John McCarthy** and **Lisp (1960s)** mentioned as the origin of these systems?\n", + "\n**The Memory Reachability Graph**\n* Does the content describe memory as a **directed reachability graph**?\n* Are the node types explicitly defined:\n  * **Root Nodes:** Registers, stack variables, global variables.\n  * **Heap Nodes:** Allocated blocks in the heap.\n* Is the distinction between **Reachable** (path exists from root) and **Unreachable** (garbage) clearly stated?\n\n", + "\n**The Mark&Sweep Algorithm**\n\n**Algorithm Phases**\n* Are the two distinct phases explained?\n  * **Mark Phase:** Marking all reachable and allocated descendants of root nodes.\n  * **Sweep Phase:** Scanning the heap to free unmarked allocated blocks.\n  Note: If the explanation merges these into one step, it is incomplete.\n", + "\n**Implementation Logic**\n* Is the pseudo-code or logic flow provided for the specific helper functions?\n  * `isPtr(ptr p)`: Determining if p points to an allocated block.\n  * `blockMarked(ptr b)` and `markBlock(ptr b)`.\n  * `blockAllocated(ptr b)`.\n  * `length(ptr b)` and `nextBlock(ptr b)`.\n", + "\n**Conservative Garbage Collection in C**\n\n**The C Language Challenge**\n* Does the content explain *why* C requires a **Conservative Garbage Collector**?\n  * Lack of type tagging (scalars can masquerade as pointers).\n  * Difficulty in determining if a pointer points to a payload.\n", + "\n**Implementation Strategy**\n* Is the solution for tracking allocated blocks described? specifically the use of a **balanced binary tree** with left/right pointers in block headers.\n* Is the definition of \"Conservative\" explicit? (Correctly identifies all reachable blocks, but may incorrectly identify some garbage as reachable).\n", + "\n**Common Memory-Related Bugs (Part 1)**\n\n**Dereferencing Bad Pointers**\n* Is the **scanf bug** used as the primary example? (Passing the contents of `val` instead of `&val`, leading to memory overwrite).\n* Is the concept of \"holes\" in the virtual address space (causing segmentation exceptions) addressed?\n", + "\n**Reading Uninitialized Memory**\n* Does the content debunk the assumption that heap memory is initialized to zero?\n* Is the distinction made between `.bss` segments (zeroed by loader) and heap memory (not zeroed by `malloc`)?\n* Is the `matvec` example referenced where `y[i]` accumulates garbage values?\n", + "\n**Common Memory-Related Bugs (Part 2)**\n\n**Buffer Overflows & Sizing Errors**\n* Is the **Stack Buffer Overflow** illustrated using `gets` (unsafe) vs. `fgets` (safe)?\n* Is the \"Pointer vs. Object Size\" error explained? Specifically, using `sizeof(int)` instead of `sizeof(int*)` when allocating an array of pointers.\n", + "\n**Off-by-One & Arithmetic Errors**\n* Is the off-by-one loop error (`i <= n` instead of `i < n`) shown to overwrite the boundary tag or next block?\n* Is the **Pointer Arithmetic** misunderstanding explained? (e.g., manually adding `sizeof(int)` to a pointer, which incorrectly scales the addition).\n", + "\n**Lifecycle & Operator Errors**\n\n**Precedence and Associativity**\n* Is the `*size--` vs. `(*size)--` bug analyzed? (Decrementing the pointer itself vs. the value it points to).\n* Is the danger of referencing **nonexistent variables** (returning a pointer to a local stack variable) explained?\n", + "\n**Freeing & Leaks**\n* Is the error of referencing data in **freed heap blocks** covered?\n* Is **Memory Leak** defined explicitly as forgetting to free allocated blocks, leading to heap exhaustion?\n" + ], + "material_dependent_checklist_2": [ + "\n**Garbage Collection Mechanics**\n\n* **Graph Interpretation:** Does the visual representation of the heap correctly show that arrows denote **memory references**, not free list pointers?\n  * *Detail Check:* Ensure the \"Root\" points to a heap node, which points to others, establishing reachability.\n", + "\n* **Sweep Logic Accuracy:** Does the text clarify that the sweep function acts on **unmarked** allocated blocks?\n  * *Detail Check:* The logic must correspond to: If allocated & unmarked -> free. If marked -> unmark (for next cycle).\n", + "\n* **Conservative Definition:** Is the trade-off accurately described? The collector must guarantee that *no reachable node is reclaimed* (correctness), accepting that *some garbage may not be freed* (unnecessary fragmentation).\n", + "\n**Pointer Identification in C**\n\n* **isPtr Functionality:** Is the difficulty of `isPtr` accurately attributed to C's lack of type information?\n  * *Detail Check:* Verify the explanation that an integer value in the payload could happen to correspond to a valid address, forcing the collector to treat it as a pointer.\n", + "\n* **Balanced Tree Invariant:** If the balanced tree approach is mentioned, is the invariant correct?\n  * *Detail Check:* All blocks in the left subtree are at smaller addresses; all in the right are at larger addresses.\n\n", + "\n**Dereferencing & Initialization Bugs**\n\n* **Scanf Behavior:** Is the description of the `scanf` bug accurate?\n  * *Detail Check:* It must state that `scanf` interprets the *value* of the integer as an address, writing to that arbitrary location.\n", + "\n* **Malloc vs. Calloc:** Is the distinction accurate regarding initialization?\n  * *Detail Check:* The content must confirm that `malloc` returns uninitialized memory, whereas `calloc` (or explicit zeroing) is required to avoid the uninitialized read bug.\n", + "\n**Sizing & Arithmetic Logic**\n\n* **Sizeof Accuracy:** When discussing the array of pointers bug, does the text specify the environment context (e.g., Core i7) where `sizeof(int*)` > `sizeof(int)`?\n  * *Detail Check:* The code creates an array of *ints* instead of *pointers*, leading to writing past the end of the array on 64-bit systems.\n", + "\n* **Pointer Arithmetic Scaling:** Is the explanation of the `p += sizeof(int)` bug mathematically correct?\n  * *Detail Check:* It should explain that because `p` is an `int*`, adding `sizeof(int)` (e.g., 4) actually increments the address by $4 \times 4 = 16$ bytes, scanning every fourth integer.\n", + "\n**Operator Precedence & Stack Discipline**\n\n* **Unary Operator Precedence:** Is the explanation for `*size--` correct?\n  * *Detail Check:* The `--` and `*` operators have the same precedence and associate right-to-left, so the pointer is decremented, then dereferenced (or logically, the pointer is changed).\n", + "\n* **Stack Validity:** Is the reasoning for the \"Nonexistent Variable\" bug accurate?\n  * *Detail Check:* The pointer `p` remains a valid address, but the *stack frame* it points to is invalid/popped and will be overwritten by subsequent function calls.\n", + "\n**Memory Leak Characteristics**\n\n* **Silent Failure:** Are memory leaks described correctly as \"slow, silent killers\"?\n  * *Detail Check:* The text should note that the error doesn't cause an immediate crash but consumes heap space over time, critical for daemons/servers.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture19/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture19/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..22ac5bdf736a7ea68871dfb8dd62fb576260490a --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture19/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture19 +category: education +input_metrics: + total_input_tokens: 14619 + generation_prompt_tokens: 2299 + materials_total_tokens: 12320 + material_count: 1 + pdf_total_pages: 22 + file_details: + - name: material.pdf + tokens: 12320 + pages: 22 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 14 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture19/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture19/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..66c6518956975e97870ae9b5adefab72ec01ea0f --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture19/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e8a661113fd8a9e1f74af9ef80dd37b17caee4fd8ec82c9b6bc77bf6e82465e0 +size 594406 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture20/generation_task/instructions.md b/education/CSAPP-Lectures_2015Fall/Lecture20/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..44dd6d3c9b1b632c125fc476abc7a597b49704f6 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture20/generation_task/instructions.md @@ -0,0 +1,186 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Course Title:** "15-213/18-213/15-513: Introduction to Computer Systems" + * **Chapter Title:** "Chapter 11: Network Programming" + * **Context:** The intersection of hardware, OS, and application software. + * **Core Sentiment:** Building network applications using the Client-Server model. + +2. **Agenda / Outline** + * **The Model:** Client-Server programming basics. + * **The Hardware:** Networks, LANs, WANs, and Routers. + * **The Protocol:** The Global IP Internet (IP addresses, Naming, Connections). + * **The Interface:** The Sockets Interface (System calls for networking). + * **The Application:** Building a robust Echo Client and Server. + +3. **The Client-Server Programming Model** + * **Definitions:** Define a "client" (initiator) and "server" (resource manager). + * **Process View:** Emphasize that clients and servers are *processes*, not machines. + * **Transactions:** Detail the four steps: Client request -> Server processing -> Server response -> Client processing. + * **Scope:** Explain that this model applies regardless of whether the client/server are on the same host or different hosts. + +4. **Hardware: A Programmer's Perspective** + * **Network as I/O:** Explain how the network adapter acts as an I/O device (DMA transfer). + * **Hierarchy:** + * **LAN (Local Area Network):** Ethernet segments, Hubs (copy bits to all ports), and Bridges (selectively forward frames). + * **WAN (Wide Area Network):** High-speed point-to-point connections via Routers. + * **internet (lowercase):** An interconnected collection of incompatible LANs and WANs. + +5. **Protocol Software & Encapsulation** + * **The Problem:** How to send data across incompatible networks (e.g., different frame sizes/headers). + * **The Solution:** A protocol software layer on every host and router. + * **Encapsulation Mechanism:** + * **Step 1:** Client data encapsulated in an Internet Packet. + * **Step 2:** Internet Packet encapsulated in a LAN Frame (e.g., Ethernet). + * **Routing:** Show how routers strip the frame header, read the packet destination, and re-encapsulate for the next hop. + +6. **The Global IP Internet (IPv4)** + * **Abstraction:** The Internet as a set of hosts mapped to 32-bit IP addresses. + * **IP Addresses:** + * **Structure:** Unsigned 32-bit integers (`struct in_addr`). + * **Byte Order:** The necessity of Network Byte Order (Big-Endian) vs. Host Byte Order. + * **Functions:** `htonl`, `htons`, `ntohl`, `ntohs`. + * **Notation:** Dotted-decimal notation and conversion (`inet_pton`, `inet_ntop`). + +7. **Domain Name System (DNS)** + * **Rationale:** Human-readable names vs. numeric IP addresses. + * **Hierarchy:** The tree structure (Root -> TLDs like .com, .edu -> Second-level -> Subdomains). + * **Mapping:** + * **One-to-One:** Typical mapping. + * **Many-to-One:** Multiple names for one IP. + * **One-to-Many:** Load balancing (multiple IPs for one name, e.g., Twitter). + * **Tools:** Using `nslookup` or `hostinfo` to inspect mappings. + +8. **Internet Connections** + * **Properties:** Point-to-point, full-duplex, and reliable. + * **Sockets:** The endpoint of a connection. + * **Socket Address:** `IPaddress:Port` tuple. + * **Ports:** + * **Ephemeral:** Assigned automatically to clients. + * **Well-known:** Permanently assigned to services (e.g., Port 80 for Web, Port 25 for Email). + * **Socket Pair:** The unique tuple identifying a connection: `(clientaddr:clientport, serveraddr:serverport)`. + +9. **The Sockets Interface: Overview** + * **The Roadmap:** Reproduce the Client-Server transaction flow diagram (Figure 11.12). + * **Key Phases:** + * **Server:** `socket` -> `bind` -> `listen` -> `accept`. + * **Client:** `socket` -> `getaddrinfo` -> `connect`. + * **Data Transfer:** `rio_readlineb` / `rio_writen`. + * **Teardown:** `close` (EOF). + +10. **Core Socket Functions: Setup** + * **Address Structures:** `struct sockaddr_in` (IPv4) vs. generic `struct sockaddr`. casting requirements. + * **socket():** Creating the descriptor (domain, type, protocol). + * **bind():** Associating a specific address/port with a socket (Server side). + * **listen():** Converting an active socket to a listening socket (Backlog parameter). + +11. **Establishing Connections** + * **connect():** Client initiates connection (blocks until success/error). + * **accept():** Server waits for connection requests. + * **Critical Concept:** The distinction between the **Listening Descriptor** (exists for server lifetime) and the **Connected Descriptor** (exists per connection). Explain *why* this distinction exists (concurrency). + +12. **Protocol Independence (Modern Approach)** + * **The Old Way:** `gethostbyname`, `getservbyport` (Obsolete, non-reentrant). + * **The Modern Way:** `getaddrinfo` and `getnameinfo`. + * **`getaddrinfo`:** Converts string host/service to socket address structures. Reentrant and protocol-independent (IPv4/IPv6). + * **`addrinfo` Structure:** Explain the linked list output and "Hints" logic (`AI_PASSIVE`, `AI_ADDRCONFIG`). + +13. **Helper Functions (`open_clientfd` / `open_listenfd`)** + * **Goal:** Wrapping complexity to create clean, reusable code. + * **`open_clientfd`:** Steps: `getaddrinfo` -> Loop through results -> `socket` -> `connect`. + * **`open_listenfd`:** Steps: `getaddrinfo` -> Loop through results -> `socket` -> `setsockopt` (Re-use address) -> `bind` -> `listen`. + +14. **Putting it Together: Echo Client & Server** + * **Echo Client:** Read from stdin -> Send to server -> Read echo -> Print to stdout. + * **Iterative Echo Server:** + * **Main Loop:** Accept connection -> Call `echo()` -> Close connection. + * **Limitations:** Explain that an iterative server handles only one client at a time (blocks others). + * **EOF Handling:** Explain that EOF on a network connection means the other side closed the socket. + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer systems course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/CSAPP-Lectures_2015Fall/Lecture20/generation_task/judge_prompt.json b/education/CSAPP-Lectures_2015Fall/Lecture20/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6a7a39e55353ccd7df0333ea684f976e2be4ca4f --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture20/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Agenda**\n\n**Completeness of the Title and Identification**\n* Does the presentation clearly identify the course context (e.g., \"15-213/18-213: Introduction to Computer Systems\") and the specific topic \"Network Programming\"?\n* Is the \"Client-Server Programming Model\" identified as the central theme of the chapter?\n  Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Technical Domains**\n* Does the material explicitly outline the following four foundational domains?\n  * The Client-Server Model\n  * The Hardware (LANs, WANs, Internets)\n  * The Global IP Internet (Protocols, Addressing, Naming)\n  * The Sockets Interface (System calls for networking)\n  Note: Check for presence. If no, indicate which domain is omitted.\n", + "\n**The Client-Server Programming Model**\n\n**Process-Centric Definition**\n* Does the content define clients and servers explicitly as *processes* rather than machines or hosts?\n* Is the fundamental operation defined as a \"transaction\" consisting of four specific steps (Request -> Interpret/Manipulate -> Response -> Process Response)?\n  If no, specify if the model falsely implies a hardware-only relationship.\n", + "\n**Resource Management**\n* Is the server defined as a process that manages a specific resource (e.g., files, display, spool files)?\n  If no, specify if the role of the server is undefined.\n", + "\n**Network Hardware Hierarchy**\n\n**LAN and Ethernet Structure**\n* Is the hierarchy of network hardware explained, starting from the lowest level (LAN/Ethernet)?\n* Does it distinguish between the function of a **Hub** (slavishly copies bits to all ports) and a **Bridge** (selectively copies frames based on destination)?\n  If no, specify if the mechanism of local data transfer is missing.\n", + "\n**WANs and Routers**\n* Is the connection between incompatible LANs via **Routers** and WANs explained?\n* Is the concept of an \"internet\" (lowercase) defined generally as an interconnected network of LANs and WANs?\n", + "\n**The Global IP Internet (Protocol & Encapsulation)**\n\n**Protocol Software Capabilities**\n* Does the content explain the two basic capabilities provided by protocol software: **Naming Scheme** (Uniform addresses) and **Delivery Mechanism** (Packets)?\n* Is the concept of **Encapsulation** visually or textually described (e.g., putting an Internet packet inside a LAN frame header)?\n  If no, specify if the method of transferring data across incompatible networks is omitted.\n", + "\n**IP Standards**\n* Is the focus explicitly on IPv4 (32-bit addresses) while acknowledging IPv6 (128-bit) exists but has low adoption (at the time of writing)?\n* Is the distinction made between IP (unreliable datagrams), UDP (unreliable process-to-process), and TCP (reliable connections)?\n", + "\n**IP Addresses and Domain Names**\n\n**Address Representation**\n* Are the three forms of IP address representation covered: Binary (32-bit integer), Dotted-Decimal, and Hexadecimal?\n* Is the **DNS (Domain Name System)** described as a distributed database mapping domain names to IP addresses?\n  If no, specify if the mechanism for human-readable naming is missing.\n", + "\n**Mapping Complexities**\n* Does the material cover the different mapping types: One-to-One, Many-to-One (multiple domains to one IP), and One-to-Many (load balancing)?\n", + "\n**Internet Connections**\n\n**Connection Properties**\n* Are connections defined by three key properties: Point-to-point, Full-duplex, and Reliable?\n* Is a **Socket** defined as an endpoint of a connection, represented by a `address:port` tuple?\n  If no, specify if the basic unit of connection is undefined.\n", + "\n**Port Distinction**\n* Does the content distinguish between **Ephemeral Ports** (assigned automatically to clients) and **Well-known Ports** (permanently associated with services, e.g., port 80)?\n" + ], + "material_dependent_checklist_2": [ + "\n**Hardware & Data Representation Accuracy**\n\n* **Byte Order Rules:** Is **Network Byte Order** explicitly defined as **Big-Endian**, regardless of the host's native byte order?\n  * *Detail Check:* Verify if functions like `htonl` (host-to-network long) and `ntohs` (network-to-host short) are introduced for conversion.\n", + "\n* **Struct Definitions:** Is the distinction between the generic `struct sockaddr` and the IPv4-specific `struct sockaddr_in` correctly explained?\n  * *Detail Check:* Ensure the necessity of casting `sockaddr_in` pointers to `sockaddr` pointers for system calls (like `bind` and `connect`) is mentioned.\n", + "\n**Protocol & Routing Mechanics**\n\n* **Routing Logic:** Is the router's role correctly described as stripping the old LAN header and prepending a new LAN header before forwarding?\n  * *Detail Check:* Ensure the content does not falsely claim the *packet header* changes; only the *frame header* changes during hops.\n", + "\n* **Encapsulation Flow:** Does the diagram or explanation accurately show the nesting: Data → Internet Packet (Header + Data) → LAN Frame (Header + Packet)?\n\n", + "\n**The Sockets Interface Logic**\n\n* **Function Sequence:** Is the sequence of function calls for the client and server accurate according to Figure 11.12?\n  * *Detail Check:* Server sequence: `socket` → `bind` → `listen` → `accept`.\n  * *Detail Check:* Client sequence: `socket` → `connect`.\n", + "\n* **Listening vs. Connected Descriptors:** Is the critical distinction made between the **Listening Descriptor** (exists for server lifetime) and the **Connected Descriptor** (exists only for a specific connection)?\n  * *Detail Check:* Does the content explain *why* this distinction exists (to allow concurrent servers to handle multiple clients)?\n", + "\n**Helper Functions & Modern Practices**\n\n* **Protocol Independence:** Does the content promote the use of `getaddrinfo` and `getnameinfo` over the obsolete `gethostbyname` and `getservbyport`?\n  * *Detail Check:* Check if the `addrinfo` structure implies protocol independence (working for both IPv4 and IPv6) without code changes.\n", + "\n* **Wrapper Functions:** Are the helper functions `open_clientfd` and `open_listenfd` described as thread-safe (reentrant) wrappers?\n  * *Detail Check:* Verify if `open_listenfd` includes the `setsockopt` call with `SO_REUSEADDR` to allow immediate server restart.\n", + "\n**Echo Server Implementation Details**\n\n* **Iterative Limitation:** Is the example Echo Server explicitly identified as an **Iterative Server**?\n  * *Detail Check:* Does the content explain the limitation that it can only handle one client at a time, blocking others until the current client closes the connection?\n", + "\n* **EOF Handling:** Is the concept of **EOF (End of File)** in networking correctly defined?\n  * *Detail Check:* Ensure it is described as a condition detected by the kernel (returning 0 from `read`) when the peer closes the connection, not as a specific character.\n" + ] +} diff --git a/education/CSAPP-Lectures_2015Fall/Lecture20/generation_task/statistics.yaml b/education/CSAPP-Lectures_2015Fall/Lecture20/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1cf33727ce030746290ea7cf19c2916fc2bfc84f --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture20/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/CSAPP-Lectures_2015Fall/Lecture20 +category: education +input_metrics: + total_input_tokens: 38210 + generation_prompt_tokens: 2930 + materials_total_tokens: 35280 + material_count: 1 + pdf_total_pages: 63 + file_details: + - name: material.pdf + tokens: 35280 + pages: 63 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/education/CSAPP-Lectures_2015Fall/Lecture20/material.pdf b/education/CSAPP-Lectures_2015Fall/Lecture20/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c4aa9f7d92a64cd6a7c3fd702f72af098fe7c073 --- /dev/null +++ b/education/CSAPP-Lectures_2015Fall/Lecture20/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7efdb63bc81c5c94e42e822d6ae7c5677b0b2ed52403ba0ee566542d1387be05 +size 1227019 diff --git a/education/Computer_science_lectures/Lecture1/generation_task/instructions.md b/education/Computer_science_lectures/Lecture1/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..470287e55de908ed095c2b63f007341a5a4b92e6 --- /dev/null +++ b/education/Computer_science_lectures/Lecture1/generation_task/instructions.md @@ -0,0 +1,169 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Course/Book Title:** "Computer Science: An Overview (11th Edition)" + * **Chapter Focus:** Chapter 1: Data Storage + * **Context:** Introduction to the fundamental representation of information in computing systems. + +2. **Agenda / Outline** + * **Chapter Theme:** The Transition from Analog Information to Digital Representation. + * **Core Topics:** Bits & Logic, Storage Hardware (Memory/Disks), Data Representation (Text/Media), Binary Arithmetic, and Data Integrity (Compression/Errors). + * **Goal:** To understand how diverse information (text, audio, video, numbers) is homogenized into bit patterns and stored reliably. + +3. **Theoretical Foundations: Bits and Boolean Logic (Section 1.1)** + * **The Bit:** Define the bit (binary digit) as a symbol whose meaning depends on application (numeric vs. status). + * **Boolean Operations:** Present the mathematical definitions of AND, OR, XOR, and NOT. + * **Gate Abstraction:** Illustrate how boolean operations map to physical hardware gates. + * **Flip-Flops:** Explain the abstraction of a flip-flop circuit as the fundamental unit of storage (setting 0 or 1). + * **Hexadecimal Notation:** Define the mapping between 4-bit patterns and Hex symbols ($0-F$) to simplify stream representation. + +4. **Hardware Reality: Main Memory vs. Mass Storage (Sections 1.2 & 1.3)** + * **Main Memory (RAM):** + * Define memory organization: Cells (typically 8 bits/1 byte) and Addresses. + * Explain the ordering of bits: Most Significant Bit (High-order) vs. Least Significant Bit (Low-order). + * Discuss RAM volatility and the distinction between DRAM and SDRAM. + * **Measurement:** Clarify the "Power of 2" (1024) vs. "Power of 10" (1000) terminology for KB, MB, GB. + * **Mass Storage:** + * **Magnetic Systems:** Explain disks, tracks, sectors, cylinders, and zoned-bit recording. Define performance metrics: Seek time, Rotation delay (latency), Access time, Transfer rate. + * **Optical Systems:** Contrast CD/DVD spiral tracks with magnetic concentric tracks. Explain the transition from pits/lands to laser reflection. + * **Flash Drives:** Explain the shift to non-volatile silicon dioxide chambers (no moving parts) and the concept of wear (flash memory degradation). + * **Buffering:** Explain the mismatch between logical records (user view) and physical records (disk view), and the role of buffers in bridging this gap. + +5. **Data Representation: Text and Multimedia (Section 1.4)** + * **Text Encoding:** + * **ASCII:** 7-bit standard + 0 padding. + * **Unicode:** 16-bit standard to support international languages (65,536 patterns). + * **Images:** + * **Bit Maps:** Pixel representation, RGB encoding (3 bytes/pixel), and Luminance/Chrominance encoding. + * **Vector/Geometric:** Representing images as geometric structures (scalable) vs. fixed pixels (aliasing/grainy). + * **Audio:** + * **Sampling:** Explain the digitization of a continuous wave via sampling rates (e.g., 44,100 samples/sec). + * **MIDI:** Contrast sampled sound with MIDI (encoding the *instruction* to play a note, not the sound itself). + +6. **The Binary System (Section 1.5)** + * **Binary Notation:** Explain the positional quantity system (powers of 2: ...8, 4, 2, 1). + * **Algorithm:** Present the division-by-two algorithm for converting positive integers to binary strings. + * **Binary Addition:** Demonstrate binary addition rules ($1+1=10$, carrying the 1). + * **Fractions:** Explain the radix point for fractional values (powers of $2^{-1}, 2^{-2}$, etc.). + +7. **Numeric Storage: Integers (Section 1.6)** + * **Two's Complement Notation:** + * Define the sign bit (0=positive, 1=negative). + * **The Algorithm:** Explain the "copy bits right-to-left until first 1, then complement the rest" method for negation. + * **Addition/Subtraction:** Show that subtraction is simply adding a negated value. + * **Overflow:** Define overflow in fixed-width storage (e.g., adding two positives yields a negative). + * **Excess Notation:** Define Excess systems (e.g., Excess 8) where the zero value is shifted. + +8. **Numeric Storage: Fractions & Floating Point (Section 1.7)** + * **Floating-Point Components:** Define the three fields: Sign bit, Exponent field (often Excess notation), and Mantissa field. + * **Normalization:** Explain the rule of starting the mantissa with the leftmost 1. + * **Truncation Errors:** + * Illustrate the inability to represent certain values (e.g., $2 \frac{5}{8}$ in a specific small-bit system) due to mantissa size limits. + * Discuss the order of addition problem (adding small numbers to large numbers) leading to precision loss. + +9. **Data Compression (Section 1.8)** + * **Lossless vs. Lossy:** Define the distinction. + * **Run-Length Encoding:** Explanation of compressing repetitive sequences. + * **Frequency-Dependent (Huffman):** Using short codes for frequent items (e.g., 'e', 't') and long codes for rare items ('z', 'x'). + * **Dictionary Encoding (LZW):** Explain the adaptive dictionary concept using the "xyx xyx" example. + * **Media Specifics:** + * **Images:** GIF (Palette limitations), JPEG (Baseline standard, exploiting eye sensitivity to brightness vs. color). + * **Audio/Video:** MPEG/MP3 (Temporal and Frequency masking). + +10. **Data Integrity: Communication Errors (Section 1.9)** + * **Parity Bits:** + * **Odd vs. Even Parity:** How adding one bit allows detection of single-bit errors. + * **Limitations:** Inability to detect even numbers of errors. + * **Error-Correcting Codes:** + * **Hamming Distance:** Define as the number of differing bits between two patterns. + * **Correction Logic:** Explain how a sufficient Hamming distance allows a receiver to determine the intended pattern despite errors. + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer science course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/Computer_science_lectures/Lecture1/generation_task/judge_prompt.json b/education/Computer_science_lectures/Lecture1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d51aace2f56d168388a25d6bea1a79753430d2bb --- /dev/null +++ b/education/Computer_science_lectures/Lecture1/generation_task/judge_prompt.json @@ -0,0 +1,26 @@ +{ + "material_dependent_checklist_1": [ + "\n**Core Concepts: Bits and Logic**\n\n**Foundational Definitions**\n* Does the material define a \"bit\" as a symbol whose meaning depends entirely on the application at hand?\n* Are the four basic Boolean operations explicitly defined: AND, OR, XOR, and NOT?\n Note: Check for the presence of truth tables or logic definitions.\n", + "\n**Hardware Abstraction**\n* Is the \"Flip-Flop\" circuit introduced as the fundamental unit for storing a single bit?\n* Does the content explain the abstraction hierarchy: from Gates to Flip-Flops to VLSI (Very Large-Scale Integration) chips?\n If no, specify if the link between logic gates and storage hardware is missing.\n", + "\n**Notation Systems**\n* Is Hexadecimal Notation introduced as a shorthand for bit patterns?\n* Does the material explain the mapping of 4-bit patterns to single hexadecimal symbols?\n", + "\n**Main Memory and Mass Storage**\n\n**Memory Organization**\n* Does the content define \"Main Memory\" organization, including cells (bytes) and addresses?\n* Is the distinction between the \"High-order end\" (Most Significant Bit) and \"Low-order end\" (Least Significant Bit) clearly illustrated?\n", + "\n**Mass Storage Technologies**\n* Does the material cover the three major classes of mass storage?\n * Magnetic Systems (Disks, Tapes)\n * Optical Systems (CDs, DVDs)\n * Flash Drives (Flash memory, SD cards)\n* Are the physical performance metrics defined: Seek time, Rotation delay (latency), Access time, and Transfer rate?\n", + "\n**File Management**\n* Is the distinction between \"Physical Records\" (device blocks) and \"Logical Records\" (natural data divisions) explained?\n* Does the content define \"Buffers\" and their role in bridging the gap between processor speed and storage transfer rates?\n", + "\n**Data Representation: Text, Images, and Sound**\n\n**Text Encoding Standards**\n* Are ASCII and Unicode explicitly contrasted?\n* Does the material explain that ASCII uses 7 bits (extended to 8) while Unicode uses 16 bits to support international languages?\n", + "\n**Image Representation**\n* Is the difference between \"Bit Maps\" (Pixel-based) and \"Vector/Geometric\" representation (Shape-based) explained?\n* Does the content detail \"RGB encoding\" versus \"Luminance and Chrominance\" encoding?\n", + "\n**Audio Representation**\n* Are the two primary methods of audio storage covered?\n * Sampling (recording amplitude at intervals)\n * MIDI (encoding instructions for instruments)\n If no, specify if the distinction between recording sound vs. recording performance instructions is omitted.\n", + "\n**Numeric Representation**\n\n**Integer Storage Systems**\n* Does the material introduce the Binary System alongside specific storage notations?\n* Are the following notation systems explicitly covered?\n * Two's Complement Notation\n * Excess Notation (e.g., Excess 8)\n If no, specify which integer storage method is missing.\n", + "\n**Fractional Storage**\n* Is \"Floating-Point Notation\" introduced for storing values with fractional parts?\n* Does the content identify the three fields within a floating-point representation: Sign bit, Exponent field, and Mantissa field?\n", + "\n**Data Compression and Integrity**\n\n**Compression Techniques**\n* Is the distinction between \"Lossless\" and \"Lossy\" compression clearly defined?\n* Does the material list specific techniques such as Run-length encoding, Frequency-dependent encoding (Huffman), and Dictionary encoding (LZW)?\n", + "\n**Error Management**\n* Are methods for handling communication errors included?\n* Does the content cover Parity Bits (Odd/Even) for error detection?\n* Is the concept of \"Hamming Distance\" introduced for error correction?\n" + ], + "material_dependent_checklist_2": [ + "\n**Boolean Logic & Hardware**\n* **Gate Logic:** Are the output rules for XOR gates correctly defined (Output is 1 only when inputs are *different*)?\n * *Detail Check:* Ensure XOR is distinguished clearly from OR.\n* **Flip-Flop Behavior:** Is the Flip-Flop described as a device that holds a 0 or 1 and changes only in response to an external pulse?\n * *Detail Check:* Verify the description of how setting one input forces an output state that persists after the input is removed.\n", + "\n**Memory Capacity Terminology**\n* **Power of 2 vs. Power of 10:** Does the content accurately warn about the ambiguity of prefixes like \"Kilo\" and \"Mega\"?\n * *Detail Check:* Verify the statement that in memory contexts, KB = 1024 ($2^{10}$), whereas in communication/speed contexts, it often refers to 1000.\n* **Volatility:** Is Main Memory (RAM) correctly described as volatile (requiring refresh circuits for DRAM), contrasting with the non-volatile nature of Mass Storage?\n", + "\n**Mass Storage Dynamics**\n* **Disk Geometry:** Are magnetic disks correctly described using \"Tracks,\" \"Sectors,\" and \"Cylinders\"?\n * *Detail Check:* Check for the mention of \"Zoned-bit recording\" to explain why outer tracks hold more sectors than inner tracks.\n* **Optical Spirals:** Is the physical track structure of CDs/DVDs accurately described as a single spiral (inside-out) rather than concentric circles?\n", + "\n**Two's Complement & Integer Math**\n* **Negation Algorithm:** Is the algorithm for finding a negative number in Two's Complement accurately described?\n * *Detail Check:* The text specifies \"Copy bits from right to left up to and including the first 1, then complement the remaining bits.\" Ensure this specific method is cited rather than just \"invert and add 1.\"\n* **Overflow logic:** Is \"Overflow\" correctly defined as a calculation result falling outside the range of representable values?\n * *Detail Check:* Ensure it mentions that adding two positive numbers can produce a negative result (sign bit error) in overflow scenarios.\n", + "\n**Floating-Point Mechanics**\n* **Field Interpretation:** In the 8-bit floating-point model used by the text, are the fields defined correctly?\n * *Detail Check:* Sign bit (1 bit), Exponent (3 bits using Excess notation), Mantissa (4 bits).\n* **Normalization Rule:** Is the \"Normalized Form\" rule explained accurately?\n * *Detail Check:* The mantissa must imply a binary point starting with the leftmost 1 (e.g., bit pattern copied starting from the first '1').\n* **Truncation Error:** Is the example of \"Truncation Error\" (Round-off error) mathematically accurate?\n * *Detail Check:* Does it explain why $2 \frac{5}{8}$ cannot be stored accurately in the 8-bit model due to limited mantissa space?\n", + "\n**Compression Algorithms**\n* **LZW Dynamic Dictionary:** Is the LZW algorithm correctly described as \"Adaptive Dictionary Encoding\"?\n * *Detail Check:* Verify the explanation that the dictionary *grows* during the encoding process based on the message content.\n* **JPEG vs. GIF:** Are the mechanisms for image compression accurately distinguished?\n * *Detail Check:* GIF uses a palette (256 colors), while JPEG exploits the human eye's sensitivity to brightness over color (averaging chrominance).\n", + "\n**Error Correction Theory**\n* **Parity Limitations:** Does the text accurately state that simple Parity Bits cannot detect an even number of errors?\n* **Hamming Distance Logic:** Is the relationship between Hamming Distance and error correction capability explained correctly?\n * *Detail Check:* To detect $x$ errors, distance must be $x+1$. To correct $x$ errors, distance must be $2x+1$.\n" + ] +} diff --git a/education/Computer_science_lectures/Lecture1/generation_task/statistics.yaml b/education/Computer_science_lectures/Lecture1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a4fe97de0b3bf21c2bc4ac3412a8b02a1e2056ea --- /dev/null +++ b/education/Computer_science_lectures/Lecture1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/Computer_science_lectures/Lecture1 +category: education +input_metrics: + total_input_tokens: 33111 + generation_prompt_tokens: 2871 + materials_total_tokens: 30240 + material_count: 1 + pdf_total_pages: 54 + file_details: + - name: material.pdf + tokens: 30240 + pages: 54 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 7 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 20 + total_count: 50 diff --git a/education/Computer_science_lectures/Lecture1/material.pdf b/education/Computer_science_lectures/Lecture1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..21435186fe50ea1b4a543e9813dfcf8f281e6bb9 --- /dev/null +++ b/education/Computer_science_lectures/Lecture1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:15ff2f28d74dd588f243f11ad9c372859d936f4cf1703811be7596f41221ed39 +size 900573 diff --git a/education/Computer_science_lectures/Lecture2/generation_task/instructions.md b/education/Computer_science_lectures/Lecture2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..b721004f62036d1f0fac3c08376ffa4a53e821aa --- /dev/null +++ b/education/Computer_science_lectures/Lecture2/generation_task/instructions.md @@ -0,0 +1,151 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** +    * **Chapter Title:** "Chapter 2: Data Manipulation" +    * **Source Text:** Computer Science: An Overview (11th Edition) +    * **Core Topic:** How computers manipulate data and communicate with peripheral devices. +    * **Context:** Moving beyond data storage to explore Computer Architecture and Machine Language. + +2. **Agenda / Outline** +    * **Computer Architecture:** The CPU, Bus, and Stored-Program Concept. +    * **Machine Language:** Instruction repertoires, RISC vs. CISC, and the Illustrative Machine. +    * **Program Execution:** The Machine Cycle (Fetch, Decode, Execute). +    * **Arithmetic/Logic Instructions:** Logic operations (AND, OR, XOR), Masking, and Rotation. +    * **I/O Communication:** Controllers, DMA, and Communication Media. +    * **Advanced Architectures:** Pipelining and Multiprocessor Machines. + +3. **Computer Architecture Basics (Section 2.1)** +    * **CPU Components:** Define the Arithmetic/Logic Unit (ALU), Control Unit, and Register Unit. +    * **Registers:** Distinguish between General-purpose registers (temporary data holding) and Special-purpose registers. +    * **Bus Connection:** Explain how the CPU and Main Memory are connected via a bus for transferring bit patterns. +    * **Stored-Program Concept:** Explain the breakthrough idea that programs, like data, can be encoded and stored in main memory, allowing flexibility without rewiring. + +4. **Machine Language & Instruction Sets (Section 2.2)** +    * **Definition:** Define machine language as the collection of instructions encoded as bit patterns. +    * **Architecture Philosophies:** Compare RISC (Reduced Instruction Set Computer) vs. CISC (Complex Instruction Set Computer), citing examples like ARM (power-efficient) vs. Intel (powerful/complex). +    * **Instruction Categories:** +        * **Data Transfer:** LOAD, STORE, and I/O movements (copying data, not moving it). +        * **Arithmetic/Logic:** Operations within the ALU (ADD, AND, OR, SHIFT). +        * **Control:** Directing execution flow (JUMP/BRANCH). + +5. **The Illustrative Machine Architecture (Section 2.2)** +    * **Specifications:** Introduce the textbook's model machine: 16 general-purpose registers (0-F) and 256 memory cells (00-FF). +    * **Instruction Format:** Explain the 16-bit instruction length consisting of the Op-code (4 bits) and Operand (12 bits). +    * **Decoding Example:** Deconstruct the instruction `35A7` (STORE register 5 to memory cell A7). +    * **Op-Code Functionality:** Briefly list key op-codes (e.g., 1 for LOAD from memory, 3 for STORE, 7 for OR, B for JUMP). + +6. **Program Execution & The Machine Cycle (Section 2.3)** +    * **Special Registers:** Define the roles of the Instruction Register (holds current instruction) and Program Counter (holds address of next instruction). +    * **The Machine Cycle:** Detail the three-step process: +        * **Fetch:** Retrieve instruction from memory, increment Program Counter. +        * **Decode:** Analyze op-code and operand. +        * **Execute:** Perform the action. +    * **Execution Example:** Walk through the execution trace of the addition program (Load, Load, Add, Store, Halt) as shown in the text. + +7. **Arithmetic and Logic Instructions (Section 2.4)** +    * **Logic Operations:** Demonstrate AND, OR, and XOR on bit strings. +    * **Masking:** Explain the concept of using a mask to manipulate specific bits (e.g., AND to zero out bits, OR to set bits to 1). +    * **Shift and Rotate:** Explain Circular Shift (Rotate) vs. Logical Shift, and their use in alignment or arithmetic (multiplication/division by 2). +    * **Arithmetic Nuances:** Differentiate between Two's Complement addition and Floating-Point addition logic. + +8. **Communicating with Other Devices (Section 2.5)** +    * **Controllers:** Explain the role of controllers as intermediaries between the CPU and peripherals. +    * **Memory-Mapped I/O:** Describe how I/O devices appear as memory addresses to the CPU. +    * **Direct Memory Access (DMA):** Explain how controllers access main memory during CPU idle times to improve performance, leading to the "von Neumann bottleneck." +    * **Communication Methods:** Compare Parallel vs. Serial communication (USB, FireWire) and define data transfer rates (bps, Kbps, Mbps, Gbps). + +9. **Other Architectures (Section 2.6)** +    * **Throughput vs. Speed:** Define throughput as the total work accomplished. +    * **Pipelining:** Illustrate the technique of overlapping machine cycle steps (fetching the next instruction while executing the current one). +    * **Multiprocessor Machines:** Introduce MIMD (Multiple-Instruction stream, Multiple-Data stream) and SIMD (Single-Instruction stream, Multiple-Data stream) architectures. +    * **Multi-Core:** Explain the concept of multiple CPUs on a single chip. + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer science course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/Computer_science_lectures/Lecture2/generation_task/judge_prompt.json b/education/Computer_science_lectures/Lecture2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..92aaaf86762024332bc58e9c24b41969e83c0d8d --- /dev/null +++ b/education/Computer_science_lectures/Lecture2/generation_task/judge_prompt.json @@ -0,0 +1,17 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Agenda**\n\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Data Manipulation,\" \"Computer Architecture,\" or \"Machine Language\")?\n* Is the source context provided (e.g., Computer Science: An Overview, Chapter 2)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n\n**Coverage of Key Concepts**\n* Does the material explicitly outline the following foundational areas?\n * Computer Architecture Basics (CPU, Bus, Memory)\n * Machine Language and Instruction Sets\n * Program Execution (The Machine Cycle)\n * Arithmetic/Logic Instructions\n * I/O and Communication\n * Advanced Architectures (Pipelining, Multiprocessors)\n Note: Check for presence. If no, indicate which concept is omitted.\n", + "\n**Computer Architecture Basics**\n\n**CPU Components**\n* Does the content identify the three main parts of the CPU: Arithmetic/Logic Unit (ALU), Control Unit, and Register Unit?\n* Are \"General-Purpose Registers\" distinguished from \"Special-Purpose Registers\" (like the Instruction Register and Program Counter)?\n\n**The Stored-Program Concept**\n* Is the concept of storing programs in main memory alongside data explicitly explained?\n* Does it mention the flexibility this provides (reprogramming by changing memory contents rather than rewiring)?\n If no, specify if the historical context of \"rewiring\" vs. \"stored programs\" is missing.\n", + "\n**Machine Language and Instruction Sets**\n\n**RISC vs. CISC Architectures**\n* Does the content contrast Reduced Instruction Set Computers (RISC) with Complex Instruction Set Computers (CISC)?\n* Are specific examples cited, such as ARM (efficient/mobile) vs. Intel (powerful/desktop)?\n If no, specify if the trade-off between power consumption and processing complexity is omitted.\n\n**Instruction Categories**\n* Are the three categories of instructions clearly listed?\n * Data Transfer (LOAD, STORE, I/O)\n * Arithmetic/Logic (ADD, AND, XOR, ROTATE)\n * Control (JUMP, BRANCH)\n", + "\n**Program Execution**\n\n**The Machine Cycle**\n* Is the three-step machine cycle explicitly defined: Fetch, Decode, and Execute?\n* Does the content explain how the Program Counter and Instruction Register are updated during this cycle?\n If no, specify if the mechanical process of execution is glossed over.\n\n**The Illustrative Machine**\n* Does the material introduce the text's specific illustrative machine architecture (16 registers, 256 memory cells, 16-bit instructions)?\n* Is the instruction format (Op-code vs. Operand) visually or descriptively broken down?\n", + "\n**Arithmetic/Logic Instructions**\n\n**Logic Operations**\n* Are the specific Boolean operations AND, OR, and XOR introduced with bitwise examples?\n* Is the concept of \"Masking\" explained (using AND to zero out bits, OR to set bits)?\n\n**Shift and Rotate**\n* Does the content distinguish between a \"Circular Shift\" (Rotate) and a \"Logical Shift\"?\n* Is the mathematical implication of shifting (multiplication/division by two) mentioned?\n If no, specify if the utility of bit manipulation is missing.\n", + "\n**Communicating with Other Devices**\n\n**Controllers and DMA**\n* Is the role of a \"Controller\" as an intermediary between the CPU and peripheral devices explained?\n* Is Direct Memory Access (DMA) defined as the ability of controllers to access main memory during CPU idle times?\n\n**Communication Media**\n* Does the material compare Parallel vs. Serial communication?\n* Are specific standards like USB, FireWire, and Ethernet mentioned in the context of transfer rates?\n" + ], + "material_dependent_checklist_2": [ + "\n**Architectural Definitions & Mechanics**\n* **Bus Functionality:** Is the \"Bus\" correctly defined as the collection of wires connecting the CPU and main memory for transferring bit patterns?\n * *Detail Check:* Ensure the distinction is made that the CPU reads/writes data by supplying addresses and electronic signals via the bus.\n* **Data Transfer Terminology:** Does the content clarify that \"Moving\" data (LOAD/STORE) is technically \"Copying\" data, as the original remains intact?\n * *Detail Check:* Verify if terms like \"Cloning\" or \"Copying\" are used to describe the transfer process.\n* **Von Neumann Bottleneck:** Is the performance impediment caused by traffic congestion on the central bus (due to CPU and DMA competition) correctly identified as the \"von Neumann bottleneck\"?\n", + "\n**Machine Language Interpretation**\n* **Op-Code vs. Operand:** Is the instruction structure accurately described as 4 bits for Op-code and 12 bits for Operand?\n * *Detail Check:* Ensure the example `35A7` is correctly interpreted: Op-code 3 (STORE), Register 5, Memory Address A7.\n* **Fixed vs. Variable Length:** Is the distinction made that the illustrative machine uses fixed-length (2-byte) instructions (characteristic of RISC), whereas CISC architectures often use variable lengths?\n* **JUMP Logic:** Is the behavior of the Conditional JUMP accurately described? (e.g., The Program Counter is only updated if the condition—such as register equality—is met).\n", + "\n**Logic & Arithmetic Precision**\n* **Masking Accuracy:** Are the masking rules correct?\n * *Detail Check:* ANDing with 0s produces 0s (masking out); ANDing with 1s preserves the original. ORing with 1s produces 1s; ORing with 0s preserves the original.\n* **XOR Properties:** Is XOR correctly identified as a tool for forming the complement of a bit string (XORing with all 1s)?\n* **Arithmetic Variations:** Does the content distinguish between the circuitry required for Two's Complement addition vs. Floating-Point addition?\n", + "\n**I/O & System Performance**\n* **Memory-Mapped I/O:** Is this concept correctly defined as I/O devices appearing to the CPU as specific memory addresses?\n * *Detail Check:* Ensure this is contrasted with systems that use dedicated I/O op-codes.\n* **Handshaking:** Is \"Handshaking\" defined as the two-way dialogue (often using a status word) to coordinate data flow between the computer and slower peripherals?\n* **Measurement Units:** Are data transfer rates used correctly? (e.g., Mbps vs. MBps, noting the difference between bits and bytes).\n * *Detail Check:* Check for accurate citation of speeds, such as USB/FireWire (hundreds of Mbps) vs. traditional voice lines (Kbps).\n", + "\n**Advanced Architecture Concepts**\n* **Pipelining Mechanics:** Is Pipelining accurately described as overlapping the steps of the machine cycle (fetching the next instruction while executing the current one)?\n * *Detail Check:* Verify the mention that Pipelining increases \"Throughput\" without necessarily increasing individual instruction execution speed.\n* **Multiprocessor Classifications:** Are MIMD (Multiple-Instruction, Multiple-Data) and SIMD (Single-Instruction, Multiple-Data) architectures correctly defined?\n * *Detail Check:* Ensure SIMD is associated with applying the same task to a large block of data.\n" + ] +} diff --git a/education/Computer_science_lectures/Lecture2/generation_task/statistics.yaml b/education/Computer_science_lectures/Lecture2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d36b9671a21850d76c7e2cde3a64caa4563f527b --- /dev/null +++ b/education/Computer_science_lectures/Lecture2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/Computer_science_lectures/Lecture2 +category: education +input_metrics: + total_input_tokens: 22767 + generation_prompt_tokens: 2607 + materials_total_tokens: 20160 + material_count: 1 + pdf_total_pages: 36 + file_details: + - name: material.pdf + tokens: 20160 + pages: 36 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 6 + Content Correctness: 5 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 11 + total_count: 41 diff --git a/education/Computer_science_lectures/Lecture2/material.pdf b/education/Computer_science_lectures/Lecture2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..06d6fd550f01cfe4c290336fdecb7a1fbe6934f5 --- /dev/null +++ b/education/Computer_science_lectures/Lecture2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:59f5b5041a317c91e939a600879042886654d3e9c37e737d40fa7a3031ce070f +size 732329 diff --git a/education/Computer_science_lectures/Lecture3/generation_task/instructions.md b/education/Computer_science_lectures/Lecture3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..48304b572ef31ce13d858f4a11542950663bfdf8 --- /dev/null +++ b/education/Computer_science_lectures/Lecture3/generation_task/instructions.md @@ -0,0 +1,166 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. +### **1.1 Title & Agenda** + +**Completeness of the Title and Identification** +* Does the document/slide clearly identify the core topic (e.g., "Capital Availability," "Ecosystems," or "Detroit Small Business Development")? +* Is the source or institutional context provided (e.g., MIT 9.13, Federal Reserve Bank of Chicago, or SSIR)? +  Note: Check only for presence. If missing, specify which identifiers are absent. + +**Coverage of Key Frameworks** +* Does the material explicitly outline the following three foundational frameworks? +  * Capital Market Imperfections +  * The Ecosystem Approach +  * The Capital Absorption Framework +  * Case Study: Detroit and Practical Implications +  Note: Check for presence. If no, indicate which framework is omitted. + + +### **1.2 Capital Market Theory and Imperfections** + +**Theoretical vs. Practical Market Conditions** +* Does the content contrast "perfect" competitive markets with the reality of supply gaps? +* Is the political and policy case for "Development Finance" explained as a tool to correct these imperfections? +  If no, specify if the rationale for government intervention is missing. + +**Drivers of Market Gaps** +* Are specific drivers of capital gaps addressed, such as: +  * Information and transaction costs? +  * The shift from depository holdings to global securitization? +  * The difference between "Public" and "Private" capital markets? + + +### **1.3 The Ecosystem Framework** + +**Defining the Social Entrepreneurship Ecosystem** +* Is the concept of an "ecosystem" introduced as a way to understand the broad environment beyond a single organization? +* Does it identify key components: Environmental players (opponents, allies), Environmental conditions (laws, policies), and the entrepreneur's role in "shaping" them? +  If no, specify if the analysis remains limited to internal organizational management. + +**Case Study: Institutional Change** +* Is there a mention of successful ecosystem shaping, such as ChildLine India or Self-Help’s work in the secondary mortgage market? +  If no, specify if practical examples of ecosystem cultivation are missing. + + +### **1.4 Systemic Barriers: Race, Class, and Gender** + +**Institutionalized Disparities** +* Does the content address the role of race, class, and gender in creating unequal access to capital? +* Are historical factors like "red-lining," FHA mortgage policies, and residential segregation explicitly mentioned? +  If no, specify if the discussion of capital availability ignores systemic discrimination. + +**Persistent Inequalities** +* Is the "paradox" addressed—that disparities in lending and capital pricing remain significant even 30 years after major legal reforms? + + +### **1.5 Case Study: Small Business & Capital in Detroit** + +**Local Economic Context** +* Is the specific context of Detroit covered, including challenges like population decline, high unemployment, and the lack of traditional banking infrastructure in LMI tracts? +  If no, specify if the case study lacks local socio-economic data. + +**Deployment Strategies and Tools** +* Does the material list specific tools for business development, such as: +  * SBA 7(a) and 504 loan programs? +  * SSBCI (State Small Business Credit Initiative) and collateral support? +  * The role of CDFIs and the "NEI Subway Map" of resources? +  If no, specify if the practical "toolkit" for urban revitalization is omitted. + + +### **1.6 Strategic Frameworks for Action** + +**The "Dual Practice" Approach** +* Is the "Dual Practice" framework explained (simultaneously perfecting conventional markets while creating alternative financial institutions like revolving loan funds)? +  If no, specify if the strategy for reform is missing. + +**Systemic Coordination and "Capital Absorption"** +* Does the content emphasize the need for a "system" rather than a "deal-by-deal" approach? +* Is there a focus on the three functions of capital absorption: Strategic priorities, Pipeline development, and Enabling environments? +  If no, specify if the summary fails to provide a path for systemic implementation. + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer science course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/Computer_science_lectures/Lecture3/generation_task/judge_prompt.json b/education/Computer_science_lectures/Lecture3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ee55b4ea59c758a83d1cb1c17d6ad2cf31a6948b --- /dev/null +++ b/education/Computer_science_lectures/Lecture3/generation_task/judge_prompt.json @@ -0,0 +1,17 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Scope**\n\n**Completeness of Title and Definition**\n* Does the content clearly identify the subject as \"Chapter 3: Operating Systems\"?\n* Is the fundamental definition of an Operating System provided: \"Software that transforms computer hardware into a useful tool\" and \"controls the overall operation of a computer\"?\n Note: Check only for presence. If missing, specify if the core definition is absent.\n\n**Scope of OS Functions**\n* Does the material explicitly outline the OS's dual role?\n * Coordinating internal activities (Memory, CPU).\n * Overseeing communication with the outside world (I/O, Users).\n", + "\n**History and Evolution of Operating Systems**\n\n**Batch vs. Interactive Processing**\n* Does the content describe **Batch Processing** (FIFO job queues, lack of user interaction) and the role of the **Job Control Language (JCL)**?\n* Is the transition to **Interactive Processing** (remote terminals, real-time deadlines) clearly explained?\n If no, specify if the distinction between \"job queues\" and \"dialogue with the user\" is missing.\n\n**Time-Sharing and Multitasking**\n* Is the distinction between **Time-sharing** (multiple users on one machine) and **Multitasking** (one user executing multiple tasks) explicitly defined?\n* Are **Embedded Systems** mentioned as a distinct category (e.g., VxWORKS, Windows CE), focusing on power conservation and real-time constraints?\n", + "\n**Operating System Architecture**\n\n**Software Classification**\n* Does the content visually or descriptively distinguish between:\n * **Application Software** (Spreadsheets, Games).\n * **System Software** (The OS and infrastructure).\n * **Utility Software** (Disk formatting, compression, network handling)?\n If no, specify if the \"gray area\" regarding utilities (like browsers or media players) is omitted.\n\n**The Shell and User Interface**\n* Is the **User Interface** described as the intermediary shell?\n* Does it distinguish between text-based shells (e.g., Unix Bourne, C shell) and **GUIs** (Window Managers, WIMP interaction)?\n\n**The Kernel Components**\n* Are the specific internal components of the **Kernel** listed?\n * **File Manager:** Handling directory paths and access.\n * **Device Drivers:** Communicating with controllers/peripherals.\n * **Memory Manager:** Coordinating main memory usage.\n * **Scheduler & Dispatcher:** Managing process execution.\n", + "\n**Booting and System Startup**\n\n**The Boot Process Sequence**\n* Is the specific sequence of **Bootstrapping** covered?\n * CPU reset to a fixed Program Counter address.\n * Execution of the **Boot Loader** from **ROM** (non-volatile).\n * Transfer of the OS from mass storage to volatile **Main Memory**.\n * Transfer of control (Jump) to the OS.\n If no, specify if the distinction between Volatile Memory and ROM/Firmware is missing.\n", + "\n**Process Coordination (The Machine's Activities)**\n\n**Program vs. Process**\n* Is the concept of a **Process** defined as the *dynamic execution* of a program, distinct from the *static* program itself?\n* Is the **Process State** described as a \"snapshot\" of the machine (Program Counter, registers, memory) at a specific time?\n\n**Scheduler and Dispatcher Mechanics**\n* Does the content explain the role of the **Scheduler** (maintaining the Process Table, introducing new processes)?\n* Does it explain the role of the **Dispatcher** (allocating time slices, switching CPU attention)?\n If no, specify if the Process Table's function is omitted.\n\n**Multiprogramming and Context Switching**\n* Are the mechanics of **Time Slices** and **Interrupts** explained?\n* Is the term **Process Switch** (or Context Switch) used to describe saving the current state and reloading a new one?\n", + "\n**Handling Competition (Concurrency)**\n\n**Resource Allocation and Semaphores**\n* Is the problem of \"Non-shareable Resources\" (e.g., printers) introduced?\n* Does the content explain the \"Flag\" problem (race condition) and the solution using **Semaphores**?\n* Is the **Test-and-Set** instruction described as the hardware mechanism to ensure mutual exclusion in a **Critical Region**?\n Note: Check for the specific \"Railroad Intersection\" analogy if visuals are used.\n\n**Deadlock**\n* Is **Deadlock** defined as two or more processes blocking each other?\n* Are the **three specific conditions** for deadlock listed exactly as:\n 1. Competition for non-shareable resources.\n 2. Partial allocation (requesting resources in stages).\n 3. No forcible retrieval (resources cannot be preempted).\n If no, specify if specific conditions are missing or incorrect.\n\n**Spooling**\n* Is **Spooling** presented as a solution to Deadlock by converting non-shareable resources into shareable ones (via mass storage)?\n", + "\n**Security**\n\n**External and Internal Attacks**\n* Does the content cover **Auditing Software** and **Sniffing Software**?\n* Is the use of **Privilege Levels** (Privileged Mode vs. Nonprivileged Mode) explained?\n* Are **Privileged Instructions** defined as instructions that can only be executed in Privileged Mode (e.g., changing memory limits, disabling interrupts)?\n If no, specify if the hardware support for security (CPU modes) is omitted.\n" + ], + "material_dependent_checklist_2": [ + "\n**Terminology & Definitions**\n* **Virtual Memory Accuracy:** Is **Virtual Memory** correctly described as the \"fictional\" large memory space created by **Paging** (swapping pages between RAM and Disk)?\n * *Detail Check:* Ensure it is not described merely as \"cloud storage\" but as a memory management technique.\n* **Directory Paths:** Are directory paths explained using hierarchical notation (e.g., `animals/prehistoric/dinosaurs`)?\n * *Detail Check:* Ensure the distinction between Root, Directory, and Subdirectory is maintained.\n", + "\n**Process Management Mechanics**\n* **Interrupt Handling:** Does the content accurately describe that when an interrupt occurs, the CPU completes its current machine cycle *before* saving position and transferring to the interrupt handler?\n* **Process Table Data:** Does the description of the **Process Table** include: Memory area assigned, Priority, and Status (Ready vs. Waiting)?\n * *Detail Check:* Verify the distinction between a process that is \"Ready\" (waiting for CPU) and \"Waiting\" (waiting for I/O).\n", + "\n**Concurrency Logic**\n* **Semaphore Race Condition:** Does the explanation of the Semaphore problem correctly identify the vulnerability: Being interrupted *after* checking a clear flag but *before* setting it?\n* **Deadlock Avoidance vs. Detection:** Does the content distinguish between:\n * **Deadlock Detection:** Allowing it to happen and killing processes.\n * **Deadlock Avoidance:** Attacking one of the three conditions (e.g., Spooling or requesting all resources at once).\n", + "\n**Security & CPU Modes**\n* **Memory Protection:** Is the mechanism for memory protection described as using **Limit Registers**?\n * *Detail Check:* The CPU compares references to Upper/Lower limits and generates an interrupt if out of bounds.\n* **Privilege Transition:** Does the content explain that the CPU switches to **Nonprivileged Mode** when a user process starts a time slice, and traps back to **Privileged Mode** via Interrupt/System Call?\n" + ] +} diff --git a/education/Computer_science_lectures/Lecture3/generation_task/statistics.yaml b/education/Computer_science_lectures/Lecture3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c26ef9ec9dca784dc18990a52c7b033638f04868 --- /dev/null +++ b/education/Computer_science_lectures/Lecture3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/Computer_science_lectures/Lecture3 +category: education +input_metrics: + total_input_tokens: 19110 + generation_prompt_tokens: 2310 + materials_total_tokens: 16800 + material_count: 1 + pdf_total_pages: 30 + file_details: + - name: material.pdf + tokens: 16800 + pages: 30 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 7 + Content Correctness: 4 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 11 + total_count: 41 diff --git a/education/Computer_science_lectures/Lecture3/material.pdf b/education/Computer_science_lectures/Lecture3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0e38e95f9789edbb9541cbecce5875ae92842945 --- /dev/null +++ b/education/Computer_science_lectures/Lecture3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0ad32a4653d12724c052526a56f4f076993e59d3bb7eb2b3a9b3d90abe7e54ae +size 949795 diff --git a/education/Computer_science_lectures/Lecture4/generation_task/instructions.md b/education/Computer_science_lectures/Lecture4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d08aabf7e0a2d18d3a34fe68c03a2697e6b07be4 --- /dev/null +++ b/education/Computer_science_lectures/Lecture4/generation_task/instructions.md @@ -0,0 +1,149 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** +    * **Chapter Title:** "Chapter 4: Networking and the Internet" +    * **Source Context:** Computer Science: An Overview (11th Edition) +    * **Core Theme:** Linking computers to share information and resources. + +2. **Agenda / Outline** +    * **Network Fundamentals:** Classifications, Topologies, and Protocols. +    * **Connectivity:** Combining networks and interprocess communication. +    * **Distributed Systems:** From Clusters to the Cloud. +    * **The Internet:** Architecture, Addressing, and Applications. + +3. **Network Classifications & Types** +    * **Scope-Based Classification:** Define LAN (single building), MAN (local community), and WAN (neighboring cities/worldwide). +    * **Access-Based Classification:** Contrast Open Networks (public domain designs like the Internet) vs. Closed/Proprietary Networks (controlled by specific entities). +    * **Ownership Implications:** Discuss how open standards (TCP/IP) encourage widespread adoption compared to license-restricted proprietary systems (e.g., Novell Inc.). + +4. **Network Topologies** +    * **Bus Topology:** Explain the Ethernet standard where machines connect to a common communication line. +    * **Star Topology:** Explain the central focal point configuration (Access Point/Hub). +    * **Logical vs. Physical:** Clarify that physical arrangement can deceive; a hub-based network looks like a star but operates physically like a bus by relaying signals to all connections. + +5. **Protocol Logic: Managing Transmission** +    * **The Collision Problem:** Why rules are needed to prevent simultaneous transmissions. +    * **CSMA/CD (Ethernet):** Detail the "Listen, Transmit, Detect Collision, Wait, Retry" algorithm used in bus networks. +    * **CSMA/CA (WiFi):** Explain why detection fails in wireless (Hidden Terminal Problem) and how the "Avoidance" policy works (waiting for silence + random delays + acknowledgments). +    * **The Hidden Terminal Problem:** Visually and logically explain the scenario where Machine A and C communicate with B but cannot hear each other. + +6. **Combining Networks: The Hardware Hierarchy** +    * **Repeater:** Passing signals without interpretation. +    * **Bridge:** Connecting two buses and filtering traffic based on destination address. +    * **Switch:** A multi-port bridge connecting multiple buses (spokes on a wheel). +    * **Router:** The specialized computer used to link incompatible networks (forming an internet) and forward messages based on internet-wide addresses. + +7. **Interprocess Communication Models** +    * **Client/Server Model:** Define the roles (Requestor vs. Provider) and examples (Print servers, File servers). +    * **Peer-to-Peer (P2P) Model:** Explain the transient, equal-status communication used in Instant Messaging and file swarms. +    * **Legal/Control Issues:** Discuss why P2P is harder to police for copyright infringement compared to centralized servers. + +8. **Distributed Systems** +    * **Cluster Computing:** Independent computers working closely (High-availability and Load-balancing). +    * **Grid Computing:** Loosely coupled systems for specialized large tasks (e.g., BOINC). +    * **Cloud Computing:** Huge pools of shared resources allocated on demand (e.g., Amazon EC2), and the shift from ownership to renting virtual resources. + +9. **Internet Architecture** +    * **The ISP Hierarchy:** Visualize the structure of Tier-1 (Backbone), Tier-2 (Regional), and Access ISPs (Intranets providing user access). +    * **End Systems:** Define hosts (computers, phones, appliances) and their connection methods (Hot spots, DSL, Cable, Modems). +    * **Transmission Technologies:** Explain the role of modems, dial-up limitations, and broadband evolution. + +10. **Internet Addressing** +    * **IP Addresses:** Explain the bit-pattern identifiers (32-bit to 128-bit transition) and Dotted Decimal Notation (e.g., 192.207.177.133). +    * **Domain Name System (DNS):** Explain mnemonic names, Top-Level Domains (TLDs like .com, .edu), and the hierarchy of subdomains. +    * **Name Servers:** Describe the directory lookup process converting Domain Names to IP addresses. + +11. **Internet Applications** +    * **Electronic Mail:** Detail the specific protocols: SMTP (sending), POP3 (downloading to local), and IMAP (manipulating on server). +    * **File Transfer (FTP):** Client/server file access, including password protection and "Anonymous" FTP sites. +    * **Remote Access:** Contrast Telnet (unencrypted, vulnerable) with SSH (encrypted, authenticated). +    * **VoIP:** The four forms: Soft phones (Skype), Analog adapters, Embedded VoIP phones, and Smartphones. + +--- +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer science course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/Computer_science_lectures/Lecture4/generation_task/judge_prompt.json b/education/Computer_science_lectures/Lecture4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..264de847c0d413cc68129c4b85eebc6b8a2cfaa3 --- /dev/null +++ b/education/Computer_science_lectures/Lecture4/generation_task/judge_prompt.json @@ -0,0 +1,17 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Agenda**\n\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic as \"Networking and the Internet\" (Chapter 4)?\n* Is the source context provided (Computer Science: An Overview, 11th Edition)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n\n**Coverage of Key Concepts**\n* Does the material explicitly outline the following four foundational areas?\n * Network Fundamentals (Classifications, Topologies, Protocols)\n * Interprocess Communication & Distributed Systems\n * The Internet Architecture & Addressing\n * Internet Applications (Email, VoIP, etc.)\n Note: Check for presence. If no, indicate which section is omitted.\n", + "\n**Network Classifications & Topologies**\n\n**Scope and Access Classifications**\n* Does the content distinguish between LAN, MAN, and WAN based on geographical scope?\n* Is the distinction between \"Open Networks\" (Public Domain) and \"Closed/Proprietary Networks\" explained?\n If no, specify if the impact of licensing fees on proprietary systems is missing.\n\n**Topology Structures**\n* Are the specific topologies of \"Bus\" and \"Star\" defined?\n* Does the content explain the physical vs. logical distinction (e.g., how a hub-based network looks like a star but operates like a bus)?\n", + "\n**Protocol Logic: CSMA/CD vs. CSMA/CA**\n\n**Ethernet Protocol (CSMA/CD)**\n* Is Carrier Sense, Multiple Access with Collision Detection (CSMA/CD) explained as the standard for bus networks?\n* Does it describe the recovery process (waiting a random amount of time after a clash)?\n\n**Wireless Protocol (CSMA/CA)**\n* Is the \"Hidden Terminal Problem\" introduced to explain why collision detection fails in wireless networks?\n* Is CSMA/CA (Collision Avoidance) described, including the strategy of waiting for a silent channel and acknowledgment packets?\n If no, specify if the distinction between \"detecting\" and \"avoiding\" collisions is lost.\n", + "\n**Connecting Networks & Hardware**\n\n**Hardware Hierarchy**\n* Does the content differentiate between the functions of Repeaters, Bridges, Switches, and Routers?\n* Is the specific role of a \"Router\" defined as connecting networks to form an internet (network of networks)?\n\n**Addressing Layers**\n* Is the distinction made between local network addresses and internet-wide addresses?\n* Is the concept of a \"Gateway\" explained in the context of residential WiFi (AP + Router combo)?\n", + "\n**Interprocess Communication & Distributed Systems**\n\n**Communication Models**\n* Are the Client/Server and Peer-to-Peer (P2P) models explicitly contrasted?\n* Is the \"Swarm\" concept mentioned regarding P2P file distribution?\n If no, specify if the legal/copyright implications of P2P are omitted.\n\n**Distributed Computing Categories**\n* Does the material list the specific types of distributed systems:\n * Cluster Computing (High availability/Load balancing)\n * Grid Computing (Loosely coupled, voluntary)\n * Cloud Computing (Shared pools of resources, e.g., Amazon EC2)\n", + "\n**Internet Architecture & Applications**\n\n**ISP Hierarchy**\n* Is the Internet structure categorized into Tier-1 (Backbone), Tier-2 (Regional), and Access ISPs?\n* Are \"End Systems\" (or hosts) defined?\n\n**Application Protocols**\n* Does the content cover the specific protocols for Email (SMTP, POP3, IMAP) and File Transfer (FTP)?\n* Is the evolution of VoIP described (Soft phones, Analog adapters, Embedded phones)?\n" + ], + "material_dependent_checklist_2": [ + "\n**Topology & Protocol Mechanics**\n* **Bus vs. Star Logic:** Is the explanation accurate that in a Bus topology, machines communicate directly, whereas in a Star, they communicate via a central intermediary (AP)?\n * *Detail Check:* Ensure the \"Ethernet\" standard is correctly associated with Bus topology and CSMA/CD.\n* **Collision Handling:** Does the content accurately describe the CSMA/CD algorithm? (Listen -> Transmit -> Stop if Clash -> Wait Random Time -> Retry).\n * *Detail Check:* Verify that the text notes CSMA/CD is incompatible with wireless due to signal blockage or distance (Hidden Terminal).\n* **CSMA/CA Acknowledgment:** Is the \"Handshake\" logic correct? (Machine sends request -> AP acknowledges -> Machine transmits).\n * *Detail Check:* Ensure the rationale is clear: collision avoidance does not eliminate collisions completely, but minimizes them.\n", + "\n**Hardware Definitions**\n* **Bridge vs. Switch:** Is a Bridge correctly defined as connecting two buses, while a Switch connects multiple buses (like spokes on a wheel)?\n * *Detail Check:* Verify that both devices filter traffic based on destination addresses, unlike a Repeater which simply passes signals.\n* **Router Functionality:** Is the Router accurately described as a device that forwards messages between incompatible networks using an internet-wide addressing system?\n * *Detail Check:* Ensure the \"Forwarding Table\" concept is mentioned.\n", + "\n**Internet Architecture & Addressing**\n* **IP Address Format:** Is the transition from 32-bit to 128-bit (IPv6) addresses mentioned?\n * *Detail Check:* Verify the \"Dotted Decimal Notation\" example (e.g., 5.2 represents the bit pattern 0000010100000010).\n* **DNS Hierarchy:** Is the Domain Name System correctly explained as a directory service translating mnemonic names to IP addresses?\n * *Detail Check:* Check for the correct definition of TLDs (Top-Level Domains like .com, .edu) and the structure of subdomains (e.g., r2d2.compsc.nowhereu.edu).\n", + "\n**Interprocess Communication Models**\n* **P2P vs. Client/Server:** Is the fundamental difference correctly identified: Servers must execute continuously, while Peers execute temporarily?\n * *Detail Check:* Ensure the text notes that \"Peer-to-Peer\" refers to a process communication model, not a physical network type.\n* **Distributed System Examples:** Are the examples accurate? (e.g., BOINC/SETI@home for Grid computing; Amazon Elastic Compute Cloud for Cloud computing).\n", + "\n**Internet Applications & Security**\n* **Email Protocols:** Are the roles of SMTP (sending), POP3 (downloading to local), and IMAP (manipulating on server) clearly distinguished?\n * *Detail Check:* Verify the structure of an email address (Account Name @ Destination Domain).\n* **Remote Access Security:** Is the security flaw of Telnet (unencrypted passwords) contrasted with the benefits of Secure Shell (SSH)?\n * *Detail Check:* Ensure SSH is noted for providing encryption and authentication.\n* **VoIP Variations:** Are the different forms of VoIP correctly listed, including \"Soft phones\" (Skype) and \"Analog Telephone Adapters\"?\n * *Detail Check:* Check for the mention of proprietary issues with systems like Skype (users trusting the software integrity).\n" + ] +} diff --git a/education/Computer_science_lectures/Lecture4/generation_task/statistics.yaml b/education/Computer_science_lectures/Lecture4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a317859805ebab8155c0b8cdc769db6ade0a19ca --- /dev/null +++ b/education/Computer_science_lectures/Lecture4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/Computer_science_lectures/Lecture4 +category: education +input_metrics: + total_input_tokens: 12586 + generation_prompt_tokens: 2506 + materials_total_tokens: 10080 + material_count: 1 + pdf_total_pages: 18 + file_details: + - name: material.pdf + tokens: 10080 + pages: 18 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 6 + Content Correctness: 5 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 11 + total_count: 41 diff --git a/education/Computer_science_lectures/Lecture4/material.pdf b/education/Computer_science_lectures/Lecture4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8e031c8309d084c9f8a86d90c6c3618f5da5f4e1 --- /dev/null +++ b/education/Computer_science_lectures/Lecture4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c01a890cd786812395439cedad05bfb68d390c26544cf797fb666c62d581da98 +size 868406 diff --git a/education/Computer_science_lectures/Lecture5/generation_task/instructions.md b/education/Computer_science_lectures/Lecture5/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8e36b4a13791929a8dc53db49264dd3d32d39c96 --- /dev/null +++ b/education/Computer_science_lectures/Lecture5/generation_task/instructions.md @@ -0,0 +1,149 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Course Title:** "Computer Science Overview: Networking and Algorithms" + * **background material:** Chapter 4 (Networking and the Internet) & Chapter 5 (Algorithms) + * **Context:** Based on "Computer Science: An Overview" (11th Edition) + * **Core Sentiment:** From the physical wiring of the Internet to the abstract logic of algorithmic efficiency. + +2. **Agenda / Outline** + * **Course Theme:** Connectivity and Computation. + * **Part I: The Internet Hierarchy:** Layers, Protocols, and the Web. + * **Part II: Security:** Malware, Protection, and Encryption. + * **Part III: The Nature of Algorithms:** Definitions, Discovery, and Representation. + * **Part IV: Algorithmic Structures:** Iteration, Recursion, and Efficiency. + +3. **Theoretical Foundations: The Layered Approach** + * **The Concept:** Explain the abstraction of software layers where each level uses the one below it. + * **The Hierarchy:** Detail the four-layer Internet software model: Application, Transport, Network, and Link. + * **Analogy:** Use the "Package-shipping example" (User -> Shipping Company -> Airline) to explain message encapsulation and transport. + +4. **Great Reality #1: The Web is Not the Internet** + * **Distinction:** Clarify the difference between the Internet (infrastructure) and the World Wide Web (application). + * **Web Implementation:** Define Client/Server roles, the Browser, and the Web Server. + * **Protocols & Addresses:** Explain URL structure, HTTP, and the role of DNS. + * **Markup Languages:** Compare HTML (formatting) vs. XML (semantics/data representation). Show the "Music/Staff" XML example to illustrate semantic tagging. + +5. **Great Reality #2: Security is a Constant Battle** + * **Forms of Attack:** Define Malware (Viruses, Worms, Trojan Horses, Spyware) and methods like Phishing and Denial of Service (DoS). + * **Protection Mechanisms:** Explain Firewalls, Proxy Servers, and Antivirus software. + * **Encryption:** Detail Public-key encryption. Use the "Alice, Bob, and Carol" scenario to explain public vs. private keys. + * **Legal Frameworks:** Discuss the Computer Fraud and Abuse Act and the impact of the Patriot Act on privacy vs. security. + +6. **Great Reality #3: Algorithms Must Be Formalized** + * **Formal Definition:** An algorithm is an "ordered set of unambiguous, executable steps that defines a terminating process." + * **Abstraction:** Contrast the Algorithm (abstract) vs. the Program (representation) vs. the Process (execution). + * **Primitives:** Explain the necessity of building blocks (syntax and semantics) to remove ambiguity. Use the Origami (folding bird) example to illustrate varying levels of detail. + +7. **Great Reality #4: Discovery is Non-Linear (Polya’s Phases)** + * **The 4 Phases:** 1. Understand the problem, 2. Devise a plan, 3. Carry out the plan, 4. Evaluate. + * **The Reality:** Explain that these phases are often not sequential; understanding often comes *during* the attempt to solve. + * **Strategies:** Discuss "Getting a foot in the door," working backward, and stepwise refinement (top-down vs. bottom-up). + * **Visual Example:** Use the "Ages of the Children" or "River/Hat" problem to demonstrate changing perspectives. + +8. **Great Reality #5: Iteration vs. Recursion** + * **Loop Control:** Define the three components: Initialize, Test, Modify. + * **Structure Types:** Compare Pretest loops (`while`) vs. Posttest loops (`repeat/until`) using flowcharts. + * **Insertion Sort:** Walk through the iterative process of the Insertion Sort algorithm. + * **Binary Search:** Walk through the recursive logic of the Binary Search algorithm using the "dictionary search" analogy. + +9. **Great Reality #6: Efficiency Determines Feasibility** + * **The Registrar Problem:** Contrast Sequential Search vs. Binary Search on a database of 30,000 students (2.5 minutes vs. 0.15 seconds). + * **Big-Theta Notation:** Introduce $\Theta(n^2)$, $\Theta(n)$, and $\Theta(\lg n)$. + * **Visual Analysis:** Present graphs showing the performance curves of Linear vs. Logarithmic vs. Quadratic growth. + * **Verification:** Discuss the "Gold Chain" problem to illustrate the difference between a solution that *seems* correct and one that *is* correct (Software Verification). + +10. **Social Issues & Ethics** + * **Privacy:** Cookies, data mining, and government monitoring. + * **Ownership:** Copyrights on algorithms and software piracy. + * **Liability:** Responsibility for software errors in critical systems (e.g., AT&T 1990 switch failure). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer science course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/Computer_science_lectures/Lecture5/generation_task/judge_prompt.json b/education/Computer_science_lectures/Lecture5/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d2fbf65288cd847652787125f26011d1934257f2 --- /dev/null +++ b/education/Computer_science_lectures/Lecture5/generation_task/judge_prompt.json @@ -0,0 +1,18 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Agenda**\n\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topics (e.g., \"Networking and the Internet\" and \"Algorithms\")?\n* Is the source context provided (e.g., Computer Science: An Overview, 11th Edition)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n\n**Coverage of Key Themes**\n* Does the material explicitly outline the following foundational themes?\n * The Internet Software Hierarchy (4-layer model)\n * Network Security and Encryption\n * The Formal Definition of an Algorithm\n * Efficiency and Complexity Analysis (Big-Theta)\n", + "\n**Networking Fundamentals and Architecture**\n\n**Network Classifications and Topologies**\n* Does the content distinguish between PANs, LANs, MANs, and WANs?\n* Are the Bus and Star topologies explained, including specific issues like the \"hidden terminal problem\" in wireless networks?\n\n**Internet Infrastructure**\n* Is the hierarchy of ISPs (Tier-1, Tier-2, Access ISPs) explained?\n* Does the content define the roles of End Systems, Gateways, and the client/server vs. P2P models?\n If no, specify if the structural composition of the Internet is omitted.\n", + "\n**Internet Protocols and The Web**\n\n**The TCP/IP Protocol Suite**\n* Are the four layers of the Internet software hierarchy explicitly listed: Application, Transport, Network, and Link?\n* Does it explain the specific roles of the Transport Layer (TCP vs. UDP) and the Network Layer (IP addressing, hopping)?\n\n**The World Wide Web vs. The Internet**\n* Is the distinction between the Internet (infrastructure) and the Web (application) clearly made?\n* Does the material cover HTTP, URL structure, and the role of DNS?\n* Are Markup Languages (HTML vs. XML) discussed, specifically the shift towards semantic tags?\n", + "\n**Cybersecurity and Protection**\n\n**Forms of Attack**\n* Does the content categorize malware types: Viruses, Worms, Trojan Horses, and Spyware?\n* Are attack methods like Phishing, Spoofing, and Denial of Service (DoS) attacks explained?\n\n**Protection and Encryption**\n* Does the material list defense mechanisms: Firewalls, Spam Filters, Proxy Servers, and Antivirus software?\n* Is Public-Key Encryption explained, specifically the use of Public vs. Private keys for confidentiality and authentication (Digital Signatures)?\n", + "\n**Algorithm Fundamentals**\n\n**Formal Definition and Representation**\n* Is the formal definition of an algorithm provided (Ordered, Unambiguous, Executable, Terminating)?\n* Does the content discuss the distinction between an Algorithm, a Program, and a Process?\n* Are \"Primitives\" and \"Pseudocode\" introduced as tools for representation?\n\n**Discovery and Problem Solving**\n* Are Polya's phases of problem-solving listed?\n* Does the text cover methodologies like \"Stepwise Refinement\" (Top-down vs. Bottom-up)?\n", + "\n**Algorithmic Structures and Efficiency**\n\n**Control Structures**\n* Are Iterative Structures (Loops) and Recursive Structures defined?\n* Does the material cover specific algorithms: Sequential Search, Binary Search, and Insertion Sort?\n\n**Efficiency and Correctness**\n* Is \"Algorithm Efficiency\" introduced using Big-Theta notation?\n* Does the content address Software Verification, including Preconditions, Postconditions, and Loop Invariants?\n" + ], + "material_dependent_checklist_2": [ + "\n**Network Layering & Addressing**\n* **Four-Layer Model:** Are the layers correctly identified as **Application**, **Transport**, **Network**, and **Link**?\n * *Detail Check:* Ensure the \"Network\" layer is correctly attributed to the task of forwarding packets (routing), while the \"Link\" layer handles actual transmission between nodes.\n* **IP Versioning:** Is the transition from **IPv4 (32-bit)** to **IPv6 (128-bit)** accurately described regarding address space exhaustion?\n * *Detail Check:* Verify that the text does not incorrectly state that IPv4 is already fully extinct, but rather that the transition is underway.\n", + "\n**Transport Protocols (TCP vs. UDP)**\n* **Reliability Distinction:** Is **TCP** correctly defined as a \"connection-oriented\" and \"reliable\" protocol (using acknowledgments)?\n* **Efficiency Distinction:** Is **UDP** correctly defined as a \"connectionless\" and \"unreliable\" protocol used for speed (e.g., VoIP, DNS)?\n * *Detail Check:* Ensure the analogy of \"shipping a package\" vs. \"sending individual letters\" is applied correctly to these concepts.\n", + "\n**Web Technologies (HTML & XML)**\n* **Syntactic vs. Semantic:** Is **HTML** described as focusing on appearance/formatting, while **XML** is focused on the semantics/meaning of data?\n * *Detail Check:* Check for the \"Sheet Music\" example used to illustrate how XML tags define structure (e.g., , ) rather than just visual placement.\n* **URL Components:** Is the URL structure accurately broken down into Protocol, Host Mnemonic Name, Directory Path, and Document Name?\n", + "\n**Encryption & Security Mechanisms**\n* **Public-Key Logic:** Is the RSA algorithm or Public-Key concept explained such that the **Public Key** encrypts messages and the **Private Key** decrypts them (for confidentiality)?\n * *Detail Check:* Verify the \"Alice, Bob, and Carol\" scenario is used accurately to describe how intermediaries cannot read the message even if they have the public key.\n* **Malware Definitions:** Are **Worms** correctly distinguished from **Viruses** (Worms are autonomous; Viruses infect host programs)?\n * *Detail Check:* Ensure \"Trojan Horse\" is defined as a program entering disguised as desirable software.\n", + "\n**Algorithmic Logic & Structures**\n* **Loop Control Components:** Are the three essential components of a loop correctly identified: **Initialize**, **Test**, and **Modify**?\n * *Detail Check:* Check the distinction between a **Pretest loop** (while) and a **Posttest loop** (repeat/until) regarding when the body is executed.\n* **Recursion Mechanics:** Is Recursion explained as a process of \"multiple activations\" of a procedure, using a \"base case\" (termination condition) to stop?\n * *Detail Check:* Ensure the Binary Search algorithm is correctly associated with a recursive (divide and conquer) approach in the examples.\n", + "\n**Efficiency Analysis (Big-Theta)**\n* **Complexity Classifications:** Are the algorithms correctly classified by their worst-case time complexity?\n * *Detail Check:* **Sequential Search** = $\\Theta(n)$ (Linear).\n * *Detail Check:* **Binary Search** = $\\Theta(\\lg n)$ (Logarithmic).\n * *Detail Check:* **Insertion Sort** = $\\Theta(n^2)$ (Quadratic/Parabolic).\n* **Software Verification:** Is the \"Gold Chain\" problem used to illustrate the difference between a solution that *seems* correct and one that *is* correct?\n * *Detail Check:* Verify the solution involves cutting exactly one link (the third one) to create segments of 1, 2, and 4.\n" + ] +} diff --git a/education/Computer_science_lectures/Lecture5/generation_task/statistics.yaml b/education/Computer_science_lectures/Lecture5/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b03cc31ed9d7fd4262598dce6f2b5a910324bbfa --- /dev/null +++ b/education/Computer_science_lectures/Lecture5/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/Computer_science_lectures/Lecture5 +category: education +input_metrics: + total_input_tokens: 48450 + generation_prompt_tokens: 2530 + materials_total_tokens: 45920 + material_count: 1 + pdf_total_pages: 82 + file_details: + - name: material.pdf + tokens: 45920 + pages: 82 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 6 + Content Correctness: 6 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 12 + total_count: 42 diff --git a/education/Computer_science_lectures/Lecture5/material.pdf b/education/Computer_science_lectures/Lecture5/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d60ae6bf822f40ff7252a7ceff4d12173b81cc2b --- /dev/null +++ b/education/Computer_science_lectures/Lecture5/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d5d0d3f1e1bbe05f3cf990424cc02ebabf89ab6821515bf8b729ffd94438bbf5 +size 1952369 diff --git a/education/Computer_science_lectures/Lecture6/generation_task/instructions.md b/education/Computer_science_lectures/Lecture6/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..652dbb4e7f7256711f07a095570f94becec7d1f9 --- /dev/null +++ b/education/Computer_science_lectures/Lecture6/generation_task/instructions.md @@ -0,0 +1,170 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. +1.**Title Slide** + * **Book Title:** "Computer Science: An Overview (11th Edition)" + * **Chapter:** Chapter 7: Software Engineering + * **Context:** The discipline of developing large, complex software systems. + * **Core Sentiment:** Moving from writing small programs to engineering robust systems. + +2.**Agenda / Outline** + * **The Discipline:** How software engineering differs from traditional engineering. + * **The Life Cycle:** The fundamental stages of development and maintenance. + * **Methodologies:** From Waterfall to Agile and Open Source. + * **Modularity:** The principles of Coupling, Cohesion, and Information Hiding. + * **Tools:** UML, Dataflow Diagrams, and Design Patterns. + * **QA & Society:** Testing, Documentation, Human-Machine Interface, and Intellectual Property. + +3.**The Software Engineering Discipline** + * **The Challenge:** Comparison to large physical constructions (bridges, cathedrals) regarding cost estimation and complexity management. + * **Key Differences:** Lack of "off-the-shelf" generic components compared to mechanical engineering; the struggle to find quantitative metrics (software complexity is evasive). + * **Quality Measurement:** Contrast with mechanical devices (mean time between failures/wear); software does not "wear out," making quality assessment difficult. + * **Practitioners vs. Theoreticians:** The dual approach to advancing the field. + +4.**The Software Life Cycle** + * **The Cycle:** Define the continuous loop of Development, Use, and Maintenance. + * **Maintenance Phase:** Emphasize that maintenance is correcting/updating, not repairing wear; it is often the most costly phase. + * **Traditional Development Stages:** + * **Requirements Analysis:** Stakeholder negotiation, SRS document (contractual nature). + * **Design:** Deciding "how" vs. "what"; structural plans. + * **Implementation:** Analyst vs. Programmer roles; writing code. + * **Testing:** Validation of each step, not just the final code. + +5.**Software Engineering Methodologies** + * **Waterfall Model:** Strict sequential flow (Requirements -> Design -> Implementation -> Testing). + * **Incremental & Iterative:** Developing in steps (increments) or refining versions (iterations). Example: The Rational Unified Process (RUP). + * **Prototyping:** Evolutionary (evolving into final product) vs. Throwaway (Rapid Prototyping for clarification). + * **Open Source Development:** The Linux example; decentralized evolution, source code availability, and rapid modification cycles. + * **Agile Methods:** Extreme Programming (XP); emphasis on flexibility, communal workspaces, and daily cycles over rigid planning. + +6.**Modularity: The Core Design Principle** + * **Imperative vs. OO:** Structure Charts (Procedures) vs. Object Diagrams (Objects/Classes). + * **Coupling (Minimize):** + * **Control Coupling:** Passing execution control (e.g., procedure calls). + * **Data Coupling:** Sharing data (Parameters vs. Global Data). Arguments against Global Data. + * **Cohesion (Maximize):** + * **Logical Cohesion:** Grouping by similar nature (weak). + * **Functional Cohesion:** Grouping by single specific activity (strong). + * **OO Cohesion:** Objects are logically cohesive; methods should be functionally cohesive. + * **Information Hiding:** Restricting access to internal module details (the "Black Box" concept). + +7.**Tools of the Trade: Modeling & UML** + * **Old School Tools:** Dataflow Diagrams (flow of information) and Data Dictionaries (central repository of data definitions). + * **Unified Modeling Language (UML):** + * **Use Case Diagrams:** System interaction from the user/actor perspective. + * **Class Diagrams:** Static structure, associations, cardinalities (1-to-1, 1-to-many), and Generalization (Inheritance). + * **Sequence Diagrams:** Dynamic interaction and communication between objects over time. + * **Design Patterns:** Predeveloped solutions to recurring problems (e.g., Adapter pattern, Decorator pattern). + +8.**Quality Assurance & Testing** + * **Scope:** Extends beyond debugging to process improvement (ISO 9000, CMM). + * **Pareto Principle:** The observation that a small number of modules contain the majority of errors. + * **Testing Methodologies:** + * **Glass-box Testing:** Basis path testing (ensuring every instruction is executed). + * **Black-box Testing:** Boundary value analysis (testing data ranges and edges) without knowing internal structure. + * **Beta Testing:** Releasing preliminary versions to users for real-world feedback. + +9.**Documentation & Human-Machine Interface** + * **Documentation Types:** + * **User:** How to use features. + * **System:** Source code, design docs (for maintenance). + * **Technical:** Installation and servicing (for administrators). + * **HMI Design:** + * **Ergonomics:** Physical interaction. + * **Cognetics:** Mental interaction (handling human attention limits, GOMS model). + * **Human Limits:** The "7 +/- 2" rule (Miller) regarding short-term memory capacity. + +10.**Software Ownership & Liability** + * **Intellectual Property:** + * **Copyright:** Protects expression (code), not function. + * **Patents:** Protects the invention/process (expensive, time-consuming). + * **Software Licenses:** Legal agreements defining usage rights and liabilities. + * **Liability:** The issue of disclaimers vs. negligence; the requirement for a "level of care" compatible with the application's criticality (e.g., nuclear reactor vs. word processor). + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer science course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/Computer_science_lectures/Lecture6/generation_task/judge_prompt.json b/education/Computer_science_lectures/Lecture6/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..0afda8a2ff8912e31fa0f5e6cbd769a1ce4ec4dc --- /dev/null +++ b/education/Computer_science_lectures/Lecture6/generation_task/judge_prompt.json @@ -0,0 +1,17 @@ +{ + "material_dependent_checklist_1": [ + "\n**Title & Agenda**\n\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Software Engineering Principles,\" \"System Development,\" or \"Chapter 7 Overview\")?\n* Is the source context provided (e.g., Computer Science: An Overview, 11th Edition)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Pillars**\n* Does the material explicitly outline the following fundamental pillars of the chapter?\n * The Software Engineering Discipline (vs. Traditional Engineering)\n * The Software Life Cycle (Development, Use, Maintenance)\n * Modularity (Coupling, Cohesion, Information Hiding)\n * Tools of the Trade (UML, Design Patterns)\n * Quality Assurance & Social/Legal Issues\n Note: Check for presence. If no, indicate which pillar is omitted.\n", + "\n**The Engineering Discipline & Life Cycle**\n\n**Engineering Comparisons**\n* Does the content contrast Software Engineering with traditional fields (e.g., building a bridge or cathedral)?\n* Are the specific challenges of software engineering highlighted, such as:\n * Lack of generic pre-fabricated components (building from scratch)?\n * Lack of quantitative metrics (difficulty in measuring \"complexity\" or \"wear\")?\n\n**The Life Cycle Phases**\n* Is the \"Maintenance\" phase correctly defined as correction and updating, rather than repair of physical wear?\n* Are the four traditional development stages clearly listed?\n * Requirements Analysis (What the system will do)\n * Design (How the system will do it)\n * Implementation (Writing programs/data files)\n * Testing (Validation/Debugging)\n", + "\n**Methodologies and Models**\n\n**Traditional vs. Modern Approaches**\n* Does the content explain the \"Waterfall Model\" and its rigidity?\n* Are \"Incremental\" and \"Iterative\" models distinguished (adding features vs. refining versions)?\n* Is the Rational Unified Process (RUP) mentioned as a modern iterative example?\n\n**Prototyping and Open Source**\n* Is \"Evolutionary Prototyping\" distinguished from \"Throwaway/Rapid Prototyping\"?\n* Is \"Open Source Development\" explained using the Linux/Linus Torvalds example (availability of source code, rapid evolution)?\n* Is \"Extreme Programming (XP)\" introduced as an Agile method with communal workspaces and daily cycles?\n", + "\n**Modularity and Structure**\n\n**Design Paradigms**\n* Does the material contrast Modular Implementation in the Imperative Paradigm (Structure Charts/Procedures) vs. the Object-Oriented Paradigm (Class Diagrams/Objects)?\n* Is the \"Tennis Game\" example used to illustrate the breakdown of modules (ControlGame, Serve, Return vs. Player, Judge, Score)?\n\n**Coupling and Cohesion**\n* Are \"Control Coupling\" (passing execution) and \"Data Coupling\" (sharing data) defined?\n* Is the goal of \"Minimizing Coupling\" and \"Maximizing Cohesion\" explicitly stated?\n* Is \"Information Hiding\" defined as restricting access to internal module details (the \"Black Box\" concept)?\n", + "\n**Tools: UML and Design Patterns**\n\n**Modeling Languages**\n* Does the content cover the Unified Modeling Language (UML) and its specific diagrams?\n * Use Case Diagrams (User/Actor interactions)\n * Class Diagrams (Static structure, Associations, Generalizations)\n * Sequence Diagrams (Dynamic interactions, timelines)\n If no, specify if visuals or definitions are missing.\n\n**Design Patterns**\n* Is the concept of \"Design Patterns\" introduced as pre-developed models for recurring problems?\n* Are specific patterns like \"Adapter\" (wrapping modules) or \"Decorator\" (handling activity combinations) mentioned?\n", + "\n**Quality Assurance, Documentation, and HMI**\n\n**Beyond Debugging**\n* Does the section on QA extend beyond simple testing to include process improvement (ISO 9000, CMM)?\n* Are \"Glass-box testing\" (using internal knowledge) and \"Black-box testing\" (user perspective) distinguished?\n\n**Human-Machine Interface (HMI)**\n* Are the fields of \"Ergonomics\" (physical) and \"Cognetics\" (mental) introduced?\n* Is the \"GOMS\" model (Goals, Operators, Methods, Selection rules) explained as a metric for interface efficiency?\n" + ], + "material_dependent_checklist_2": [ + "\n**Definitions & Theoretical Concepts**\n* **Relationship Multiplicities:** Are the UML association multiplicities correctly identified: **One-to-One**, **One-to-Many**, and **Many-to-Many**?\n * *Detail Check:* Verify the use of the asterisk (*) to denote an arbitrary nonnegative number in Class Diagrams.\n* **Cohesion Types:** Does the content accurately distinguish between **Logical Cohesion** (weak, grouping by similar nature) and **Functional Cohesion** (strong, focused on a single activity)?\n * *Detail Check:* Ensure the text explains that objects are often logically cohesive, while methods should be functionally cohesive.\n* **Prototype Distinction:** Is the difference between **Evolutionary Prototyping** (evolves into final product) and **Throwaway Prototyping** (used for clarification then discarded) accurately maintained?\n", + "\n**Specific Examples & Case Studies**\n* **Tennis Game Simulation:** Is the Tennis Game used effectively to demonstrate the difference between procedural design (activities) and object-oriented design (entities)?\n * *Detail Check:* Check for the specific modules/objects: `ControlGame`, `Serve`, `Return` (Imperative) vs. `Player`, `Judge`, `Score` (OO).\n* **Hospital/Medical Records:** Is the Hospital Records System used to illustrate **Use Case Diagrams** (Physicians, Nurses, Actors) and **Class Diagrams** (Generalization of MedicalRecord)?\n * *Detail Check:* Verify the generalization hierarchy: MedicalRecord -> SurgicalRecord / OfficeVisitRecord.\n* **Liability Cases:** Are the specific real-world tragedies/lawsuits mentioned accurately?\n * *Detail Check:* Look for the **Therac-25** radiation overdose (design flaws) and **NPT Inc. vs. RIM/BlackBerry** (patent infringement).\n", + "\n**Testing & Metrics Accuracy**\n* **Pareto Principle:** Is the Pareto Principle correctly applied to software testing (errors are clumped in a small number of modules)?\n * *Detail Check:* Ensure it is not confused with general economic wealth distribution, though the origin (Vilfredo Pareto) should be noted.\n* **Testing Methods:** Are **Basis Path Testing** (executing every instruction at least once) and **Boundary Value Analysis** (testing edge cases of equivalence classes) correctly categorized under Glass-box and Black-box testing respectively?\n* **Miller's Law:** Is the human memory limit citation accurate?\n * *Detail Check:* Reference to George A. Miller (1956) and the \"seven details\" limit (7 +/- 2) regarding short-term memory capacity.\n", + "\n**Documentation & Legal Frameworks**\n* **Documentation Categories:** Are the three types of documentation accurately defined?\n * *Detail Check:* **User Documentation** (Instructional), **System Documentation** (Source code/Design for maintenance), and **Technical Documentation** (Installation/Servicing).\n* **IP Distinctions:** Is the distinction between **Copyright** (protects expression/code) and **Patent** (protects invention/process) clear?\n * *Detail Check:* Verify the explanation that copyright does not prevent independent development of similar functionality, whereas patents do.\n* **Disclaimer Limitations:** Does the content note that legal disclaimers in software licenses are often not recognized by courts if **negligence** can be proven?\n" + ] +} diff --git a/education/Computer_science_lectures/Lecture6/generation_task/statistics.yaml b/education/Computer_science_lectures/Lecture6/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cccfbb8234a203e1807f11a436d32822ea3a2b82 --- /dev/null +++ b/education/Computer_science_lectures/Lecture6/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/Computer_science_lectures/Lecture6 +category: education +input_metrics: + total_input_tokens: 26199 + generation_prompt_tokens: 2679 + materials_total_tokens: 23520 + material_count: 1 + pdf_total_pages: 42 + file_details: + - name: material.pdf + tokens: 23520 + pages: 42 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 7 + Content Correctness: 4 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 11 + total_count: 41 diff --git a/education/Computer_science_lectures/Lecture6/material.pdf b/education/Computer_science_lectures/Lecture6/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..600484298ac7fada5393f65c55b1ce9bc9caeaee --- /dev/null +++ b/education/Computer_science_lectures/Lecture6/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:253159c48239aefe1640ce8d512bc0cabe2d48494487e31a249015ef92ff1db9 +size 950038 diff --git a/education/Computer_science_lectures/Lecture7/generation_task/instructions.md b/education/Computer_science_lectures/Lecture7/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d38494f3009c6ebb087a83e6df062697901f9f59 --- /dev/null +++ b/education/Computer_science_lectures/Lecture7/generation_task/instructions.md @@ -0,0 +1,152 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Topic:** "Advanced Data Abstractions & Database Systems" + * **background material:** *Computer Science: An Overview* (11th Edition), Chapters 8 & 9. + * **Context:** Moving from Primitive Types to Complex Information Management. + * **Core Sentiment:** Converting raw data into abstract tools and useful information. + +2. **Agenda / Outline** + * **Part I: Data Abstractions:** User-Defined Types, ADTs, Classes, and Machine-Level Pointers. + * **Part II: Database Fundamentals:** Flat Files vs. Databases, Schemas, and the DBMS Role. + * **Part III: The Relational Model:** Relations, Operations (Select/Project/Join), and SQL. + * **Part IV: Advanced Database Concepts:** Object-Oriented Databases, Integrity, and Transaction Management. + * **Part V: Underlying Structures:** Traditional File Structures (Sequential and Indexed). + +3. **Theoretical Foundations: From Primitives to Abstractions** + * **User-Defined Types:** Explain the need to create "home-made" types (e.g., `EmployeeType`) as templates using primitive building blocks. + * **Abstract Data Types (ADTs):** Define ADTs as complete data types including both a storage system and predefined operations (e.g., Stack with `push` and `pop`). + * **Classes vs. ADTs:** Contrast traditional ADTs with Object-Oriented Classes. Highlight that Classes allow for inheritance and constructors. + * **Visual Example:** Reconstruct the `StackOfIntegers` class definition (Java/C# style) showing the encapsulation of `StackEntries` and `StackPointer`. + +4. **Hardware Reality: Pointers in Machine Language** + * **The Abstraction Gap:** Explain how high-level pointers map to machine-level addressing. + * **Instruction Set Expansion:** Introduce the theoretical Op-codes `D` (Load via pointer) and `E` (Store via pointer) to handle dynamic structures. + * **Addressing Modes:** Explicitly define and compare **Immediate**, **Direct**, and **Indirect** addressing. + * **Visual Illustration:** Diagram the "Load register from memory cell pointed to by register" concept (e.g., Register S holds address AA, Memory AA holds Data). + +5. **Database Reality #1: The Database vs. The Flat File** + * **Multidimensionality:** Contrast One-dimensional "Flat Files" with Multidimensional Databases that allow access from multiple perspectives. + * **The Integration Problem:** Illustrate the flaw of separate files (Payroll, Personnel) leading to redundancy and synchronization errors. + * **Layered Architecture:** Diagram the separation of the **User**, **Application Software**, **DBMS**, and **Actual Database**. + * **Data Independence:** Define this crucial concept—the ability to change the database organization without altering application software. + +6. **Database Reality #2: Schemas and Access Control** + * **Schema vs. Subschema:** Define the global Schema (entire database structure) versus the Subschema (user-specific view). + * **Security Application:** Explain how subschemas prevent unauthorized access (e.g., Registrar sees student advisors but not faculty payroll history). + * **DBMS Role:** Explain that the DBMS enforces these restrictions, acting as the gatekeeper between the application and the data. + +7. **Database Reality #3: The Relational Model** + * **Definitions:** Define **Relation** (Table), **Tuple** (Row), and **Attribute** (Column). + * **Design Issues:** Discuss the problem of Redundancy. Show how combining Employee, Job, and Dept into one table causes duplication and deletion anomalies. + * **Decomposition:** Explain decomposing one large relation into smaller, linked relations (e.g., EMPLOYEE, JOB, ASSIGNMENT). + * **Lossless Decomposition:** Warning that bad decomposition leads to information loss (unable to reconstruct original relationships). + +8. **Database Reality #4: Relational Operations & SQL** + * **The Three Primitives:** Define **SELECT** (extract rows), **PROJECT** (extract columns), and **JOIN** (combine relations). + * **The JOIN Operation:** Explain concatenating tuples based on matching attributes (e.g., `where A.W = B.X`). + * **SQL Mapping:** Map the primitives to SQL syntax: + * `select` clause $\rightarrow$ PROJECT operation. + * `where` clause $\rightarrow$ SELECT operation. + * `from` clause $\rightarrow$ Identifies relations to JOIN. + * **SQL Examples:** Include specific examples from the text (e.g., finding an employee's department). + +9. **Database Reality #5: Integrity & Concurrency** + * **The Transaction:** Define a transaction as a sequence of steps treated as a single unit. + * **The Log & Commit Point:** Explain the use of a nonvolatile Log. A transaction is "Committed" only when all steps are recorded. + * **Rollback:** Explain using the Log to undo incomplete transactions during malfunctions. + * **Concurrency Issues:** Define the **Incorrect Summary Problem** and **Lost Update Problem**. + * **Locking Protocol:** Contrast **Shared Locks** (read access) vs. **Exclusive Locks** (write access). Explain the **Wound-Wait** protocol to prevent Deadlock. + +10. **Social Issues & Traditional Structures** + * **File Structures:** Detail **Sequential Files** (and the Merge algorithm) and **Indexed Files** (using an index for random access). + * **Legal/Ethical Questions:** Address ownership of data structures (copyright vs. patent), liability for incorrect data, and the persistence of "deleted" data in pointer-based systems. + +--- +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer science course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/Computer_science_lectures/Lecture7/generation_task/judge_prompt.json b/education/Computer_science_lectures/Lecture7/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..747f4948f0b8b8a7bf8f5c7446a1e0786405fd80 --- /dev/null +++ b/education/Computer_science_lectures/Lecture7/generation_task/judge_prompt.json @@ -0,0 +1,39 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Topic Scope**\nDoes the document clearly identify the progression from Data Abstractions to Database Systems?\n", + "\nIs the source context established as *Computer Science: An Overview* (11th Edition), specifically Chapters 8 and 9?\n  Note: Check only for presence. If missing, specify which chapter context is absent.\n", + "\n**Coverage of Key Abstraction Levels**\nDoes the material explicitly outline the hierarchy of data organization?\n  * Primitive Types to User-Defined Types\n  * Abstract Data Types (ADTs) to Classes\n  * Flat Files to Relational Databases\n  * Application Layers (User -> Application -> DBMS -> Database)\n  Note: Check for presence. If no, indicate which level of the hierarchy is omitted.\n", + "\n**User-Defined Types vs. ADTs**\nDoes the content distinguish between a simple User-Defined Type (template for storage) and an Abstract Data Type (storage + operations)?\n", + "\nIs the distinction between the \"type\" (the template) and the \"instance\" (the actual object) clearly explained?\n  If no, specify if the \"cookie-cutter vs. cookie\" analogy or similar explanation is missing.\n", + "\n**Machine-Level Implementation**\nAre pointers discussed in the context of machine language implementation?\n", + "\nDoes the material explain **Indirect Addressing** as the mechanism for handling pointers at the CPU level?\n  If no, specify if the theoretical Op-codes (D for Load Indirect, E for Store Indirect) are omitted.\n", + "\n**The Flat File vs. Database Problem**\nDoes the content contrast one-dimensional \"Flat Files\" with multidimensional Databases?\n", + "\nAre the specific problems of file-oriented systems listed: Data Redundancy and Data Inconsistency?\n  If no, specify if the example of separate \"Payroll\" and \"Personnel\" files causing synchronization errors is missing.\n", + "\n**Layered Architecture & Independence**\nIs the concept of **Data Independence** defined—the ability to change the database structure without altering application software?\n", + "\nDoes the diagram or text clearly separate the Application Software from the Database Management System (DBMS)?\n", + "\n**Schemas and Access Control**\nIs the difference between the **Schema** (global view) and **Subschema** (user view) explained?\n", + "\nIs the security function of Subschemas addressed (e.g., restricting access to sensitive fields like faculty salaries)?\n", + "\n**Structural Definitions**\nAre the core terms defined: **Relation** (Table), **Tuple** (Row), and **Attribute** (Column)?\n", + "\nIs the concept of decomposition explained as a method to remove redundancy?\n  If no, specify if the transition from one large \"Employee-Job\" table to linked \"Employee,\" \"Job,\" and \"Assignment\" tables is missing.\n", + "\n**Relational Operations & SQL**\nDoes the material cover the three primitive operations: **SELECT** (rows), **PROJECT** (columns), and **JOIN** (combining relations)?\n", + "\nIs the mapping to SQL syntax explicit?\n  * `SELECT` clause -> Project operation\n  * `WHERE` clause -> Select operation\n  * `FROM` clause -> Join targets\n", + "\n**Transaction Management**\nIs a **Transaction** defined as a sequence of operations treated as a single unit?\n", + "\nAre the concepts of the **Log**, **Commit Point**, and **Rollback** included as recovery mechanisms?\n", + "\n**Concurrency Control**\nAre the \"Incorrect Summary Problem\" and \"Lost Update Problem\" identified as risks of uncontrolled access?\n", + "\nIs the **Locking Protocol** explained, specifically the difference between Shared Locks (Read) and Exclusive Locks (Write)?\n  If no, specify if the \"Wound-Wait\" protocol for deadlock prevention is omitted.\n", + "\n**Object-Oriented Databases**\nDoes the content explain the advantage of OODBs in handling complex data types (audio/video) compared to Relational systems?\n", + "\nIs the concept of **Persistence** (objects surviving program termination) explicitly defined?\n" + ], + "material_dependent_checklist_2": [ + "\n**Syntax Accuracy:** Does the code example for the `StackOfIntegers` class matches the structure in Figure 8.27 (Java/C# style)?\n  * *Detail Check:* Verify that it includes `StackEntries` (array) and `StackPointer` (int) as private variables.\n", + "\n**ADT vs. Class Distinction:** Is the distinction accurately made that a Class adds **Inheritance** and **Constructors** to the traditional concept of an ADT?\n  * *Detail Check:* Ensure the text notes that Classes can contain methods/procedures, whereas simple User-Defined Types (like C structs) traditionally only hold data.\n", + "\n**Instruction Logic:** Is the logic for Indirect Addressing (Op-code D) correctly described?\n  * *Detail Check:* Verify the description: \"Load register R with contents of the memory cell pointed to by the address in register S.\"\n", + "\n**Memory Addressing:** Are the three addressing modes correctly identified and distinguished: **Immediate**, **Direct**, and **Indirect**?\n", + "\n**Decomposition Logic:** Is the example of decomposing the Employee database accurate?\n  * *Detail Check:* Verify the specific design flaw being fixed: If an employee is the only one with a specific job, deleting the employee should not delete the job description.\n", + "\n**Lossless Decomposition:** Does the content warn about \"Lossy\" decomposition?\n  * *Detail Check:* Verify the explanation that splitting tables incorrectly can prevent the reconstruction of original relationships (e.g., knowing a Job Title exists but not which specific Department implies it).\n", + "\n**Query Structure:** Is the SQL example for a JOIN operation syntactically correct according to the text?\n  * *Detail Check:* Check the specific query format: `select EmplId, Dept from ASSIGNMENT, JOB where ASSIGNMENT.JobId = JOB.JobId`.\n", + "\n**Clause Mapping:** Is the counter-intuitive naming of SQL clauses accurately explained?\n  * *Detail Check:* Ensure the slide notes that the SQL `select` clause actually performs the relational `PROJECT` operation, while the SQL `where` clause performs the relational `SELECT` operation.\n", + "\n**Sequential File Logic:** Is the **Merge Algorithm** for sequential files correctly described?\n  * *Detail Check:* Verify the logic: \"Compare current records from both input files, write the smaller key to output, and advance that file's pointer.\"\n", + "\n**Indexed File Structure:** Is the definition of an Index accurate?\n  * *Detail Check:* Ensure it is defined as a separate file containing keys and direct links (pointers) to the physical location of the corresponding records.\n" + ] +} diff --git a/education/Computer_science_lectures/Lecture7/generation_task/statistics.yaml b/education/Computer_science_lectures/Lecture7/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..02b1e9b1b79d8a289a21457144c828c39b88bfab --- /dev/null +++ b/education/Computer_science_lectures/Lecture7/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/Computer_science_lectures/Lecture7 +category: education +input_metrics: + total_input_tokens: 26188 + generation_prompt_tokens: 2668 + materials_total_tokens: 23520 + material_count: 1 + pdf_total_pages: 42 + file_details: + - name: material.pdf + tokens: 23520 + pages: 42 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 23 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 33 + total_count: 63 diff --git a/education/Computer_science_lectures/Lecture7/material.pdf b/education/Computer_science_lectures/Lecture7/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..de13c53325932a74ac9cab65b8b45a9eb84c4547 --- /dev/null +++ b/education/Computer_science_lectures/Lecture7/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:950a4273e201071d7b1c23ce34c5b20dcd00f0074659bc90d77abb495fb85cfd +size 848785 diff --git a/education/Computer_science_lectures/Lecture8/generation_task/instructions.md b/education/Computer_science_lectures/Lecture8/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ed4b8f221c7a906be7f8ecdb444b0a3805e493e4 --- /dev/null +++ b/education/Computer_science_lectures/Lecture8/generation_task/instructions.md @@ -0,0 +1,167 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. +1. **Title Slide** + * **Chapter Title:** "Chapter 10: Computer Graphics" + * **background material:** "Computer Science: An Overview (11th Edition)" + * **Core Concept:** The interaction of modeling, rendering, and animation to create virtual visual experiences. + +2. **Agenda / Outline** + * **Scope:** Distinguishing Image Processing, 2D Graphics, and 3D Graphics. + * **The 3D Paradigm:** The roadmap from Modeling to Rendering to Displaying. + * **Modeling:** Constructing virtual objects (Meshes, Fractals, Scene Graphs). + * **The Rendering Pipeline:** The standard approach for real-time graphics (Clipping, Scan Conversion, Shading). + * **Global Lighting:** Advanced techniques (Ray Tracing and Radiosity) for photorealism. + * **Animation:** Bringing static models to life (Kinematics, Dynamics, and Capture). + +3. **The Scope of Computer Graphics (Section 10.1)** + * **2D Graphics vs. Image Processing:** + * *2D Graphics:* synthesizing images from shapes (e.g., drawing circles/text). + * *Image Processing:* analyzing existing pixels to find patterns or enhance images (e.g., removing "red eye"). + * **The 3D Graphics Goal:** Explain the analogy of "photographing" a virtual world using data and algorithms rather than physical reality. + * **Applications:** Video games (interactive), motion pictures (non-interactive), and medical/scientific visualization. + +4. **Overview of the 3D Graphics Process (Section 10.2)** + * **The Three Stages:** Modeling (building the set), Rendering (taking the photo), and Displaying. + * **The Camera Analogy:** Define key geometric terms: *Projection Plane*, *Center of Projection* (View Point), and *Projectors*. + * **Perspective vs. Parallel Projection:** Explain why perspective projection mimics the human eye (convergence) while parallel projection preserves true profiles (engineering). + * **Image Window vs. Frame Buffer:** The distinction between the geometric boundary of the view and the memory storage (bit map) of the final image. + +5. **Modeling: Constructing the Virtual World (Section 10.3)** + * **Shape Representation:** + * *Polygonal Mesh:* Approximating curved surfaces with small flat planar patches (usually triangles). + * *Bezier Curves:* Using control points to define curved lines and surfaces mathematically. + * **Procedural Models & Fractals:** Using algorithms to generate complex structures (mountains, plants) via recursive definition and self-similarity. + * **Particle Systems:** Simulating fluid or gaseous objects (fire, smoke, water) using collections of moving points. + * **Surface Characteristics:** Beyond shape—Texture Mapping (applying images like wallpaper) and material properties. + * **The Scene Graph:** The data structure linking objects, lights, and the camera, determining their relative locations and orientations. + +6. **Rendering Part I: Light-Surface Interaction (Section 10.4)** + * **Reflection Types:** + * *Specular Light:* Coherent reflection (highlights) off smooth surfaces; preserves source color. + * *Diffuse Light:* Scattered reflection off rough surfaces; reveals object color. + * *Ambient Light:* "Stray" light constant across the scene. + * **Refraction:** The bending of light passing through transparent objects based on refractive indices. + +7. **Rendering Part II: The Rendering Pipeline (Section 10.4)** + * **The Pipeline Concept:** The standard hardware-accelerated sequence for real-time graphics. + * **Clipping:** Using the *View Volume* to discard objects outside the camera's field of view. + * **Scan Conversion (Rasterization):** Associating points on 3D planar patches with 2D pixel positions in the image window. + * **Hidden-Surface Removal:** + * *Painter's Algorithm:* Sorting by distance (flawed for intertwined objects). + * *Z-Buffer (Depth Buffer):* The pixel-level solution storing distance data to determine foreground objects. + * **Shading Techniques:** + * *Flat Shading:* Faceted look. + * *Gouraud Shading:* Interpolating vertex color. + * *Phong Shading:* Interpolating surface normals (better for specular highlights). + * *Bump Mapping:* Perturbing normals to simulate texture depth without changing geometry. + +8. **Global Lighting: Beyond the Pipeline (Section 10.5)** + * **Local vs. Global Lighting:** Contrast the Pipeline (objects rendered in isolation) with Global methods (inter-object reflection/shadows). + * **Ray Tracing:** + * *Method:* Tracing rays backward from the camera to the light source. + * *Strengths:* Perfect specular reflections, refractions, and shadows. + * *Weakness:* Computationally expensive; struggles with diffuse inter-reflection. + * **Radiosity:** + * *Method:* Modeling energy transfer between surfaces based on *form factors*. + * *Strengths:* Excellent diffuse light modeling (color bleeding), camera independent. + * *Weakness:* No specular highlights, high computational cost. + +9. **Animation (Section 10.6)** + * **The Basics:** Frames per second (24 for film, 60 for video), the Storyboard, and Key Frames. + * **Motion Techniques:** + * *Morphing:* Mathematically distorting one image into another using control points. + * *Kinematics:* Moving objects based on joint/appendage relationships (e.g., skeletal models, Avars). + * *Dynamics:* Moving objects based on physics (mass, gravity, collision). + * **Motion Capture:** Recording real-world movement to drive virtual characters. + +10. **Summary & Social Issues** + * **Future Trends:** The blurring line between real and virtual actors; real-time photorealism. + * **Ethical Considerations:** The impact of "fake" photos, deepfakes, and violence in realistic video games. + +--- +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer science course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/Computer_science_lectures/Lecture8/generation_task/judge_prompt.json b/education/Computer_science_lectures/Lecture8/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..724712eecd3d7210280641873d5cd3e6ffba2183 --- /dev/null +++ b/education/Computer_science_lectures/Lecture8/generation_task/judge_prompt.json @@ -0,0 +1,37 @@ +{ + "material_dependent_checklist_1": [ + "\n**Distinction Between Fields**\nDoes the content clearly distinguish between **2D Graphics** (converting shapes to pixels), **Image Processing** (analyzing pixels to identify patterns), and **3D Graphics** (converting 3D shapes into images)?\n", + "\nIs 3D graphics defined specifically as the process of \"photographing\" a virtual world using data and algorithms?\n  Note: Check if the analogy to traditional photography (virtual camera, lights, sets) is established.\n", + "\n**Application Context**\nAre the primary applications identified beyond just entertainment?\n", + "\nDoes it mention the non-real-time context (motion pictures) versus real-time context (interactive video games)?\n", + "\n**The Three-Step Process**\nDoes the material explicitly outline the three sequential steps: **Modeling**, **Rendering**, and **Displaying**?\n  If no, specify which stage is omitted.\n", + "\n**Projection Concepts**\nIs the geometry of projection explained, including the **Center of Projection** (View Point), **Projectors**, and the **Projection Plane**?\n", + "\nDoes it contrast **Perspective Projection** (converging lines, human eye simulation) with **Parallel Projection** (true profile, engineering use)?\n", + "\n**Image Window vs. Frame Buffer**\nIs the distinction made between the **Image Window** (the geometric boundary on the projection plane) and the **Frame Buffer** (memory storage for the bitmap)?\n", + "\n**Shape Representation**\nDoes the content explain the use of **Polygonal Meshes** and **Planar Patches** (specifically triangles) to approximate shapes?\n", + "\nIs there mention of **Bezier Curves** and Surfaces for defining shapes via control points?\n", + "\n**Procedural Modeling**\nAre **Procedural Models** defined as program units that apply algorithms to generate structures?\n", + "\nDoes it include specific techniques like **Fractals** (for mountains/terrain) and **Particle Systems** (for smoke, fire, fluids)?\n", + "\n**Scene Graphs**\nIs the **Scene Graph** described as the data structure linking objects, lights, and cameras?\n  Note: Check if it explains that moving an object is merely updating values in this graph.\n", + "\n**Pipeline Stages**\nAre the standard pipeline stages listed in order: **Clipping**, **Scan Conversion** (Rasterization), **Hidden-Surface Removal**, and **Shading**?\n  If no, indicate if the hardware implementation aspect (Graphics Card/GPU) is missing.\n", + "\n**Light-Surface Interaction**\nDoes the material cover the three types of light reflection: **Specular** (highlights), **Diffuse** (scattered), and **Ambient** (stray/uniform)?\n", + "\nIs **Refraction** and the refractive index addressed regarding transparent objects?\n", + "\n**Beyond the Pipeline**\nDoes the content introduce **Global Lighting Models** as alternatives to the local pipeline model?\n", + "\nAre **Ray Tracing** and **Radiosity** explicitly named and compared?\n", + "\n**Animation Mechanics**\nAre the core animation concepts covered: **Kinematics** (movement of parts/joints) versus **Dynamics** (physics/force-based movement)?\n", + "\nIs **Motion Capture** defined as a method of recording real-world positions?\n" + ], + "material_dependent_checklist_2": [ + "\n**Mesh Construction:** Is the reasoning for using triangles in polygonal meshes accurate (i.e., three vertices uniquely define a flat surface)?\n", + "\n**Fractal Definition:** Is the definition of a **Fractal** technically accurate (an object whose Hausdorff dimension is greater than its topological dimension/self-similarity)?\n  * *Detail Check:* Ensure the example of the von Koch snowflake or mountain generation is consistent with recursive refinement.\n", + "\n**Texture Mapping:** Is **Texture Mapping** correctly defined as applying a predefined image (like wallpaper) to a surface, distinct from modifying the geometry?\n", + "\n**Scan Conversion Logic:** Is **Scan Conversion** accurately described as extending projectors through pixel positions to find intersection points on patches?\n", + "\n**Hidden-Surface Removal:**\n  * *Painter's Algorithm:* Is the failure case of the Painter's Algorithm (intertwined objects) noted?\n  * *Z-Buffer:* Is the **Z-buffer** (Depth buffer) logic correctly explained as storing the distance to the closest object seen so far for each pixel?\n", + "\n**Shading Techniques:**\n  * *Flat Shading:* Is the result described as faceted?\n  * *Gouraud vs. Phong:* Is the distinction accurate? (Gouraud interpolates color/intensity; Phong interpolates surface normals/orientation).\n  * *Bump Mapping:* Is this correctly identified as perturbing surface normals to simulate texture depth without changing the mesh?\n", + "\n**Ray Tracing Logic:** Does the content clarify that Ray Tracing typically follows rays **backward** from the eye/camera to the light source?\n  * *Detail Check:* Verify the mention that standard Ray Tracing handles specular reflections well but is computationally expensive.\n", + "\n**Radiosity Mechanics:** Is **Radiosity** described as computing energy transfer between surface patches using **Form Factors**?\n  * *Detail Check:* Ensure it notes that Radiosity is ideal for diffuse light (color bleeding) and is view-independent.\n", + "\n**Frame Rates:** Are standard frame rates cited correctly (24 fps for film, 60 fps for video)?\n", + "\n**Morphing Process:** Is **Morphing** explained as establishing a correspondence between control points in key frames and mathematically distorting one to the other?\n", + "\n**Kinematics vs. Dynamics:**\n  * *Kinematics:* Is this linked to \"avars\" (articulation variables) and string-puppet style manipulation?\n  * *Dynamics:* Is this linked to applying laws of physics (gravity, mass) to particle systems or objects?\n" + ] +} diff --git a/education/Computer_science_lectures/Lecture8/generation_task/statistics.yaml b/education/Computer_science_lectures/Lecture8/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4afec6b4f6a05aa4d7b004dc097cbf3077b7fb76 --- /dev/null +++ b/education/Computer_science_lectures/Lecture8/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/Computer_science_lectures/Lecture8 +category: education +input_metrics: + total_input_tokens: 22926 + generation_prompt_tokens: 2766 + materials_total_tokens: 20160 + material_count: 1 + pdf_total_pages: 36 + file_details: + - name: material.pdf + tokens: 20160 + pages: 36 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 20 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 31 + total_count: 61 diff --git a/education/Computer_science_lectures/Lecture8/material.pdf b/education/Computer_science_lectures/Lecture8/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e4ec3491c47e34534ce5c6085ac1a5d8cb9d53a5 --- /dev/null +++ b/education/Computer_science_lectures/Lecture8/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:414c5a2ce0b19994645b0a72202a2e331d4ebd4dbe50e2021015734faf115ba4 +size 1103999 diff --git a/education/Computer_science_lectures/Lecture9/generation_task/instructions.md b/education/Computer_science_lectures/Lecture9/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..f52629d21be3f406abf8839cd2550382236e87a1 --- /dev/null +++ b/education/Computer_science_lectures/Lecture9/generation_task/instructions.md @@ -0,0 +1,149 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. The slides must faithfully present and explain the content of the provided university-level textbook chapters. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. +1. **Title Slide** + * **Chapter Title:** "Chapter 11: Artificial Intelligence" + * **background material:** "Computer Science: An Overview (11th Edition)" + * **Context:** Exploring the capabilities and challenges of building autonomous agents. + * **Core Sentiment:** Today's science fiction might be tomorrow's reality. + +2. **Agenda / Outline** + * **The Definition:** AI as the field of building autonomous agents that perceive and reason. + * **The Core Pillars:** Perception, Reasoning, Knowledge/Learning, and Neural Networks. + * **Physical Application:** Robotics and the shift from planning to reactive systems. + * **Impact:** Considering the social and ethical consequences of AI. + +3. **Foundations: Intelligence and Machines** + * **The Intelligent Agent:** Define an agent in terms of sensors (input) and actuators (output/action). + * **Levels of Response:** Contrast Reflex actions vs. Knowledge-based actions vs. Goal-directed behavior. + * **Research Methodologies:** Distinguish between the **Engineering Track** (Performance-oriented) and the **Theoretical Track** (Simulation-oriented). + * **The Turing Test:** Explain the interrogator setup and the criteria for machine intelligence. + +4. **Perception: Understanding Images and Language** + * **Image Processing vs. Analysis:** Define the distinction. Detail the steps of edge enhancement, region finding, and smoothing. + * **Language Processing:** Breakdown the three levels of analysis: + * **Syntactic:** Parsing and grammatical roles. + * **Semantic:** Identifying meaning and agent roles. + * **Contextual:** Resolving ambiguity based on the environment (e.g., "The bat fell"). + * **Information Structures:** Illustrate **Semantic Nets** and **Frames** as methods for information extraction. + +5. **Reasoning: Production Systems and Search** + * **Production Systems:** Define the three components: States, Productions (rules), and Control System. + * **The Problem Space:** Use the **Eight-Puzzle** as the primary example to illustrate state graphs. + * **Search Methodologies:** + * **Search Trees:** Explain the generation of trees from state graphs. + * **Strategies:** Contrast Breadth-first search vs. Depth-first search. + * **Heuristics:** Define heuristics as a "projected cost" measure. Explain the **Best-fit Algorithm** and how it differs from brute force. Briefly mention the $A^{*}$ algorithm. + +6. **Advanced Areas: Knowledge, Learning, and Evolution** + * **Handling Knowledge:** Contrast **Procedural Knowledge** (how) vs. **Declarative Knowledge** (what). + * **Meta-Reasoning:** Explain the **Closed-World Assumption** and its potential pitfalls (contradictions). + * **Learning Types:** Define the three levels: + * **Imitation:** Recording steps. + * **Supervised Training:** Generalizing from training sets. + * **Reinforcement:** Trial and error with rules. + * **Genetic Algorithms:** Explain the evolutionary approach (initial pool, survival of the fittest, crossover, mutation) using the generation of trial solutions. + +7. **Artificial Neural Networks** + * **Biological Inspiration:** Map biological features (Dendrites, Axon, Synapse) to artificial counterparts (Inputs, Output, Weights). + * **The Neuron Logic:** Provide the mathematical model: $\sum(input \times weight)$ compared against a **Threshold Value** to determine output (0 or 1). + * **Network Topology:** Explain input layers, hidden layers, and output layers. + * **Training:** Explain that networks are *trained* (adjusting weights) rather than *programmed*. + * **Associative Memory:** Describe how networks can retrieve information based on partial input (stable configurations). + +8. **Robotics** + * **The Component Shift:** From simple manipulators (arms) to mobile, autonomous robots. + * **Behavioral Paradigms:** Contrast **Plan-based** approaches (detailed world models) vs. **Reactive** approaches (simple rules, e.g., Roomba). + * **Evolutionary Robotics:** Applying evolutionary theories to evolve both control systems and physical body structures. + +9. **Consequences and Ethics** + * **Weak vs. Strong AI:** Define the debate between simulating intelligence (Weak) vs. possessing consciousness (Strong). + * **Social Impact:** Discuss the "Frame Problem," the displacement of human labor, and the potential for machine error in critical systems (credit ratings, medical advice). + * **Ethical Questions:** Challenge the audience with the dilemma of moral responsibility when machines make decisions. + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Mathematical definitions, rules, invariants, or algebraic properties must be explicitly explained. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a computer science course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/Computer_science_lectures/Lecture9/generation_task/judge_prompt.json b/education/Computer_science_lectures/Lecture9/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..8fcac2b941e88d3badab61835d5864948c62d2f8 --- /dev/null +++ b/education/Computer_science_lectures/Lecture9/generation_task/judge_prompt.json @@ -0,0 +1,39 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of Title and Context**\nDoes the presentation clearly identify the subject as \"Artificial Intelligence\" (Chapter 11)?\n", + "\nIs the core definition of AI provided: the field of computer science dedicated to building autonomous agents that can perceive and reason?\n  Note: Check if the introductory sentiment regarding \"today's science fiction is tomorrow's reality\" is included.\n", + "\n**The Intelligent Agent Framework**\nDoes the content explicitly define an \"Agent\" and its interaction with the environment?\n", + "\nAre the specific components of an agent listed: **Sensors** (input) and **Actuators** (output/action)?\n  If no, specify if the input/output loop description is missing.\n", + "\n**Image Understanding Pipeline**\nDoes the material distinguish between **Image Processing** (identifying characteristics) and **Image Analysis** (understanding meaning)?\n", + "\nAre the specific processing steps included: Edge Enhancement, Region Finding, and Smoothing?\n", + "\n**Levels of Language Analysis**\nAre the three required levels of natural language processing defined?\n  * **Syntactic Analysis:** Parsing and grammatical roles (Subject, Verb).\n  * **Semantic Analysis:** Identifying the meaning and roles (Agent, Action, Object).\n  * **Contextual Analysis:** Resolving ambiguity based on environment/context.\n  If no, indicate which level of analysis is omitted.\n", + "\n**Production System Components**\nDoes the content list the three main components of a Production System?\n  * Collection of States (Start, Goal).\n  * Collection of Productions (Rules/Moves).\n  * Control System (Logic for decision making).\n  Note: Check if the \"Eight-Puzzle\" is used as the primary illustrative example.\n", + "\n**Search Methodologies**\nIs the concept of a **State Graph** and its conversion into a **Search Tree** explained?\n", + "\nAre the search strategies contrasted: **Breadth-First** vs. **Depth-First**?\n", + "\nIs **Heuristic Search** defined as a method to estimate \"distance\" or cost to the goal?\n", + "\n**Types of Learning**\nDoes the material cover the three classifications of learning?\n  * **Learning by Imitation:** Recording and replaying steps.\n  * **Supervised Training:** Generalizing from a training set (inputs and expected outputs).\n  * **Learning by Reinforcement:** Trial and error based on success/failure feedback.\n", + "\n**Evolutionary Systems**\nIs the concept of **Genetic Algorithms** introduced?\n", + "\nDoes it mention the evolutionary cycle: Initial pool, survival of the fittest, reproduction (crossover), and mutation?\n", + "\n**Biological to Digital Mapping**\nDoes the content draw the parallel between biological neurons (Dendrites, Axon, Synapse) and artificial neurons (Inputs, Output, Weights)?\n", + "\nIs the \"Threshold Value\" concept included as the determinant for the neuron's output?\n", + "\n**Robotic Paradigms**\nIs the distinction made between **Plan-Based** robots (storing detailed world models) and **Reactive** robots (simple rule-based responses)?\n  If no, specify if the example of the \"Roomba\" or \"Mars Rover\" is missing.\n", + "\n**Consequences and Social Issues**\nDoes the section cover the debate between **Weak AI** (simulation) vs. **Strong AI** (consciousness)?\n", + "\nAre ethical issues raised, such as the \"Frame Problem,\" displacement of labor, or legal responsibility for machine errors?\n" + ], + "material_dependent_checklist_2": [ + "\n**Track Distinction:** Does the content accurately distinguish between the **Engineering Track** (Performance-oriented) and the **Theoretical Track** (Simulation-oriented)?\n  * *Detail Check:* Verify if Natural Language Processing is linked to Engineering and Linguistics is linked to Theory.\n", + "\n**Turing Test Definition:** Is the Turing Test correctly described as an interrogator communicating with a human and a machine to distinguish them?\n  * *Detail Check:* Ensure the result is defined by the interrogator's inability to distinguish the machine from the human.\n", + "\n**Semantic Analysis Nuance:** Does the content accurately explain that semantic analysis identifies the *agent* of an action, which may not always be the grammatical *subject*?\n", + "\n**Information Structures:** Are **Semantic Nets** and **Frames** correctly defined as methods for representing extracted real-world knowledge?\n  * *Detail Check:* Confirm the description of a Semantic Net as a large linked data structure using pointers.\n", + "\n**Heuristic Definition:** Is a heuristic accurately defined as a quantitative value estimating the cost/distance to a goal, rather than a guaranteed solution?\n  * *Detail Check:* Check for the specific heuristic example used for the Eight-Puzzle (e.g., \"tiles out of place\" or \"distance from destination\").\n", + "\n**Algorithm Specifics:** Are the **Best-Fit Algorithm** and **A* Algorithm** distinguished correctly?\n  * *Detail Check:* Ensure A* is noted for accounting for *accumulated cost* plus the heuristic estimate.\n", + "\n**Terminology Consistency:** Are the terms \"Chromosome\" (trial solution) and \"Gene\" (component of the solution) used correctly in the context of genetic algorithms?\n", + "\n**Process Accuracy:** Is the generation of new solutions described accurately as a combination of parents (crossover) with occasional random changes (mutation)?\n", + "\n**Processing Logic:** Is the processing logic within a neuron accurately described?\n  * *Detail Check:* Verify the formula: Effective Input = Sum of (Input Value × Weight). Output is 1 if Effective Input > Threshold, else 0.\n", + "\n**Training vs. Programming:** Does the content emphasize that Neural Networks are *trained* by adjusting weights, not explicitly *programmed*?\n  * *Detail Check:* Look for the specific mention of ALVINN (Autonomous Land Vehicle) as an example of a trained network.\n", + "\n**Reactive Systems:** Is the **Reactive** approach correctly described as applying simple rules to immediate stimuli without complex planning?\n  * *Detail Check:* Ensure the comparison to human driving habits (reacting to obstacles vs. planning the whole route detailedly) is accurate.\n", + "\n**Evolutionary Robotics:** Is this defined as applying evolutionary theories to develop both control systems and physical body structures?\n", + "\n**The Frame Problem:** Is the **Frame Problem** accurately defined as the difficulty of maintaining a current model of a changing environment and accounting for indirect consequences?\n", + "\n**Weak vs. Strong AI:** Is **Strong AI** correctly identified as the hypothesis that machines can possess consciousness, while **Weak AI** claims they can only simulate intelligent behavior?\n  * *Detail Check:* Verify the mention of the \"Chinese Room\" or similar arguments regarding the difference between syntax and semantics/consciousness.\n" + ] +} diff --git a/education/Computer_science_lectures/Lecture9/generation_task/statistics.yaml b/education/Computer_science_lectures/Lecture9/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6e4da6d4a46e257ef6d269ff0f3e9b93016a564a --- /dev/null +++ b/education/Computer_science_lectures/Lecture9/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/Computer_science_lectures/Lecture9 +category: education +input_metrics: + total_input_tokens: 29323 + generation_prompt_tokens: 2443 + materials_total_tokens: 26880 + material_count: 1 + pdf_total_pages: 48 + file_details: + - name: material.pdf + tokens: 26880 + pages: 48 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 19 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 33 + total_count: 63 diff --git a/education/Computer_science_lectures/Lecture9/material.pdf b/education/Computer_science_lectures/Lecture9/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..25dbc732f173e3a5181d5511503cc2136bd7cf12 --- /dev/null +++ b/education/Computer_science_lectures/Lecture9/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:673cc2b006a7218c969352d487e37a83990c0846af8ec604fe3c046ee09d554a +size 1097995 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec10/generation_task/instructions.md b/education/MIT-Financing_Economic_Development/437F16_Lec10/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..16d4a60e06dea6cfcbc0be84014a32a534278e75 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec10/generation_task/instructions.md @@ -0,0 +1,144 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Lecture Title:** "Innovative Infrastructure Finance: From TIF Debt to Clean Energy Bonds" + * **Course Context:** MIT 11.437/11.438 (Financing Economic Development) + * **Key Themes:** Debt Structuring, Credit Enhancement, and Energy Asset Classes. + +2. **Agenda / Outline** + * **TIF Debt Financing:** Principles and the Orlando Case Study. + * **Debt Service Coverage (DSC):** Managing cash flow risks. + * **The Clean Energy Bond Opportunity:** Scaling via state and local authorities. + * **Qualified Energy Conservation Bonds (QECBs):** Mechanics and subsidies. + * **Barriers to Issuance:** Sequestration, complexity, and market uncertainty. + * **Property Assessed Clean Energy (PACE):** The Sonoma County Model. + * **Credit Enhancement Strategies:** Strengthening the appeal for investors. + * **Case Studies in Energy Finance:** Successes in Connecticut and Hawaii. + * **Summary:** Building a sustainable asset class for the "Next Economy." + +3. **Mechanics of TIF Debt Financing (Lecture 10)** + * **The Logic of Increment:** Explain how future tax revenue increases are captured to pay for current infrastructure debt. + * **Capitalized Interest Reserves:** Explain the principle of borrowing extra funds to cover interest payments during the construction phase before the "increment" is fully realized. + * **The Orlando CRA Case:** Discuss how borrowing limits are determined by projected TIF revenue and the required 1.40 Debt Service Coverage (DSC) ratio. + +4. **Risk Assessment in Public Debt (Lecture 10)** + * **The DSC Principle:** Explain why a 1.40 DSC ratio is a safety buffer (the "cushion") against revenue shortfalls or economic downturns. + * **Investor Credit Issues:** Identify risks such as "revenue volatility" and "political risk" that may affect a bond's credit rating. + * **Strengthening the Credit:** Detail tools like "Letter of Credit" (LOC) or "Guarantees" to reduce interest rates and increase borrowing capacity. + +5. **Clean Energy as an Asset Class (Brookings Report)** + * **The Scaling Challenge:** Explain why clean energy needs to move from "bespoke" bank loans to "standardized" bond market products to reach the billions needed. + * **Bond Market Potential:** Highlight that state and local infrastructure agencies (which built the nation's roads) are the logical vehicles for clean energy scale-up. + * **Creating Liquidity:** Explain the logic of "pooling" small projects into large bond offerings to attract institutional investors (pension funds, etc.). + +6. **Qualified Energy Conservation Bonds: Process & Mechanics (EPC Memo)** + * **QECB Definition:** Define QECBs as a type of "tax credit bond" where the federal government provides a subsidy to the issuer. + * **Direct Pay vs. Tax Credit:** Explain the "Hiring Incentives to Restore Employment (HIRE) Act" shift, allowing issuers to receive a direct cash subsidy from the Treasury to lower their net interest cost. + * **Eligible Purposes:** List the diverse uses, including "energy efficiency in public buildings," "renewable energy production," and "green community programs." + +7. **Implementation Barriers for QECBs (EPC Memo)** + * **The Sequestration Impact:** Explain the logic of how federal budget cuts (sequestration) reduced the subsidy payments, creating financial uncertainty for issuers. + * **Administrative Complexity:** Discuss the "bureaucratic friction" caused by complex IRS regulations and the need for legal/financial expertise that many small localities lack. + * **Volume Cap Logic:** Explain the system of "allocating" bonding authority to states based on population and the challenges of "re-allocating" unused capacity. + +8. **Property Assessed Clean Energy (PACE) & Energy Banks (Lecture 10)** + * **The Assessment Logic:** Explain PACE as a loan where repayment is tied to a "property tax assessment" rather than the individual, making it an "obligation of the property." + * **The Sonoma County Model:** Detail the use of a 7% interest rate and 10-20 year terms to fund energy efficiency and water conservation. + * **State Green Banks:** Briefly describe the role of institutions like the Connecticut Green Bank in leveraging public funds to attract private investment (The "Multiplier Effect"). + +9. **Conclusion: The Future of Clean Energy Finance** + * **From Subsidy to Market:** Transitioning from reliance on federal grants to stable, long-term bond financing. + * **Standardization is Key:** The necessity of creating a "uniform asset class" with transparent data to lower the cost of capital. + * **Systemic Integration:** Sustainable development requires aligning financial innovation (bonds/PACE) with local economic development goals. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec10/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..125f61b8715d4b708695377577e3b1042a3fdf6c --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec10/generation_task/judge_prompt.json @@ -0,0 +1,36 @@ +{ + "material_dependent_checklist_1": [ + "\nDebt Service & Revenue Alignment\n* Does the evaluation calculate the **Debt Service Coverage Ratio (DSCR)** based on projected energy savings or tax increments?\n* Are the specific repayment terms (e.g., 10, 15, or 20-year maturity) aligned with the useful life of the energy assets?\n* Is there a \"Capitalized Interest Reserve\" or \"Debt Service Reserve Fund\" (DSRF) included to cover early-period revenue shortfalls?\n", + "\nBond Type & Issuance Model\n* Does the content identify the specific bond instrument being used (e.g., General Obligation, Revenue Bonds, or Private Activity Bonds)?\n* Is there a clear distinction between \"Tax-Exempt\" and \"Taxable\" bond structures relative to federal subsidy eligibility?\n", + "\nFederal Compliance & Allocations\n* Is the project’s eligibility verified under the **Qualified Energy Conservation Bond (QECB)** federal guidelines?\n* Does the checklist confirm the status of the \"Volume Cap\" allocation from the state or local government?\n* Are the \"Qualified Conservation Purposes\" (e.g., mass commuting, building retrofits, green community programs) explicitly documented?\n", + "\nSubsidy & Interest Rate Calculations\n* Does the financial model account for the federal interest rate subsidy (direct-pay vs. tax credit)?\n* Are the impacts of \"Sequestration\" on federal subsidy payments factored into the cash flow sensitivity analysis?\n", + "\nAssessment & Lien Mechanics\n* For **PACE (Property Assessed Clean Energy)** programs, is the loan structured as a voluntary property tax assessment?\n* Is the \"Lien Seniority\" clearly defined relative to existing mortgages (Senior vs. Subordinate position)?\n* Does the maximum loan amount comply with property value limits (e.g., not exceeding 10% of property value)?\n", + "\nProgram Scalability & Administration\n* Is there a centralized administrative body (e.g., a \"Green Bank\" or County Board) to manage collections and disbursements?\n* Does the content address the \"Consumer Protection\" standards for residential PACE (R-PACE) or commercial PACE (C-PACE)?\n", + "\nRisk Identification\n* Are specific investor risks identified, such as \"Construction Risk,\" \"Operational Performance Risk,\" or \"Revenue Volatility\"?\n* Is there a plan for \"Concentration Risk\" (e.g., over-reliance on a few large property owners)?\n", + "\nCredit Strengthening Tools\n* Are credit enhancement tools utilized, such as:\n * **Loan Loss Reserves (LLR)?**\n * **Subordinated Debt (B-Pieces)?**\n * **Third-party Guarantees or Insurance?**\n* Does the program aggregate small projects into \"Bond Pools\" to achieve investment-grade ratings and scale?\n", + "\nEnergy Savings Verification\n* Is there a requirement for an energy audit or \"Measurement and Verification\" (M&V) protocol to guarantee savings?\n* Are the projected energy savings ($) sufficient to cover the annual debt service payments with an adequate cushion?\n", + "\nImpact Quantifications\n* Does the report quantify environmental benefits, such as:\n * Greenhouse Gas (GHG) emission reductions?\n * Renewable energy generation capacity (kW/MW)?\n * Water conservation metrics?\n", + "\nInstitutional Framework\n* Does the project leverage state-level bonding authorities (e.g., CT Green Bank or similar infrastructure agencies)?\n* Is there evidence of inter-agency cooperation (e.g., Water Boards, Utilities, and Finance Departments)?\n", + "\nMarket Readiness & Investor Appeal\n* Does the proposal create a \"Standardized Asset Class\" that can be easily traded or securitized in the capital markets?\n* Is the marketing strategy for the bonds coordinated with state bankers' associations or institutional investors?\n" + ], + "material_dependent_checklist_2": [ + "\nBond Capacity & Term:\nDoes the content accurately calculate borrowing capacity based on Tax Increment Financing (TIF) revenue and a 10-year bond term?\n * *Detail Check:* Verify if the cost of the **Capitalized Interest Reserve** and the **1.40 Debt Service Coverage (DSC)** requirement are factored into the total principal amount.\n", + "\nCredit Enhancement Strategies:\nAre methods to strengthen the credit identified, such as a backup pledge of non-ad valorem revenues or a \"Guaranteed Maximum Price\" contract for construction?\n", + "\nRisk Identification:\nDoes the checklist include risks such as \"Back-loaded Debt Service,\" tax base volatility, and the \"Revenue Shortfall\" in early years of the district?\n", + "\nAsset Class Definition:\nIs the goal of establishing clean energy as a \"New Asset Class\" for capital markets explicitly stated?\n", + "\nInstitutional Framework:\nDoes the material mention the role of state and local infrastructure finance agencies (over 50,000 such agencies in the US) in pivoting toward clean energy?\n * *Detail Check:* Verify the inclusion of the \"Aggregation\" strategy—pooling small projects (e.g., residential solar) to reach the scale necessary for Wall Street bond issuance.\n", + "\nPolicy Shift:\nIs the decline in federal subsidies (Washington's \"dwindling\" support) correctly identified as the catalyst for the bond market approach?\n", + "\nStatutory Mechanics:\nIs the QECB definition accurate (federally subsidized taxable bonds) and is the current national allocation limit ($3.2 billion) cited?\n * *Detail Check:* Does it explain the **\"Direct Pay\"** vs. **\"Tax Credit\"** options and how the 2010 HIRES Act changed the mechanics to allow for cash interest subsidies?\n", + "\nEligible Project Categories:\nAre the five main usage categories covered: Capital expenditures for energy reduction in public buildings, Green communities, Rural development, Renewable energy research, and Mass commuting?\n", + "\nAllocation & Re-allocation:\nDoes the content explain how allocations are made to states based on population and how \"Large Local Jurisdictions\" (population >100,000) have their own sub-allocations?\n", + "\nRepayment Mechanism:\nIs PACE correctly defined as a loan repaid via a **Special Assessment** on the property tax bill?\n", + "\nSeniority of Lien:\nDoes the material address the \"First Lien\" status and the resulting controversy with FHFA/Freddie Mac regarding residential senior priority?\n", + "\nSonoma County Model:\nIs the Sonoma County Energy Independence Program used as a case study, detailing its $75M+ funding and its use of county investment funds to capitalize the program?\n", + "\nLeveraging Ratios:\nDoes the checklist include the \"Green Bank\" concept of using limited public funds to attract 3x to 10x as much private capital?\n", + "\nConnecticut Green Bank Case:\nAre specific products mentioned, such as **C-PACE** (Commercial PACE) and how it utilizes a \"Solar Lease\" or \"Energy Purchase Agreement\" (EPA)?\n", + "\nCapital Stack Positioning:\nIs the role of \"Credit Enhancements\" (Loss Reserves, Subordinated Debt) accurately described as the mechanism to lower private lender risk?\n", + "\nThe Sequestration Impact:\nDoes the content accurately reflect how federal budget sequestration (e.g., in 2013) reduced the interest subsidy for QECB issuers, creating financial uncertainty?\n", + "\nTechnical Complexity:\nIs the barrier of \"Programmatic Complexity\" (e.g., IRS Notice 2012-44 requirements) identified as a reason for low QECB utilization?\n", + "\nStandardization Needs:\nDoes the material argue for standardized underwriting and documents to move from \"bespoke\" one-off deals to \"tradable\" securitized assets?\n" + ] +} diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec10/generation_task/statistics.yaml 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b/education/MIT-Financing_Economic_Development/437F16_Lec11/generation_task/instructions.md @@ -0,0 +1,146 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Lecture Title:** "Specialized Development Finance: Leveraging Tax Credits and PACE for Social & Environmental Impact" + * **Course Context:** MIT 11.437/11.438 (Financing Economic Development) + * **Key Themes:** LIHTC, NMTC, Historic Credits, and Commercial PACE Mechanics. + +2. **Agenda / Outline** + * **Tax Credit Fundamentals:** Basis, Yield, and Investor Logic. + * **Low-Income Housing Tax Credit (LIHTC):** The 9% and 4% mechanics. + * **New Markets Tax Credit (NMTC):** Catalyzing investment in low-income areas. + * **Historic Investment Tax Credits:** Preserving the past via financial incentives. + * **Commercial PACE Financing:** Overcoming the energy efficiency barrier. + * **PACE Mechanics:** The logic of property-linked assessments. + * **The Senior Lien Logic:** Why PACE security appeals to capital markets. + * **Case Studies:** The Argonaut Building and Detroit M-1 Rail Line. + * **Conclusion:** The role of intermediaries in specialized finance. + +3. **Tax Credit Basics (Lec 11/11a)** + * **Definition:** Explain that tax credits provide a dollar-for-dollar offset to a taxpayer's liability, unlike deductions which only reduce taxable income. + * **Core Variables:** Define and explain the logic behind: + * **Basis:** The underlying investment amount eligible for the credit. + * **Percentage:** The rate at which the credit is earned. + * **Period:** The multi-year timeframe (e.g., 7 or 10 years) for credit delivery. + * **Yield:** The price investors pay (e.g., $0.70 - $0.90 per $1 of credit) based on the time value of money and risk. + +4. **Low-Income Housing Tax Credit (LIHTC) (Lec 11a)** + * **The 9% vs. 4% Logic:** Explain the difference between "new construction" (9%) and "rehabilitation/bond-financed" (4%) projects. + * **Depreciable Investment:** Discuss why the "basis" is tied to the depreciable cost of the housing units. + * **Compliance:** Mention the 10-year credit period and the long-term affordability requirements that ensure social impact. + +5. **New Markets Tax Credit (NMTC) (Lec 11/11a)** + * **Structure:** Detail the 39% credit over 7 years (5% for the first 3 years, 6% for the next 4). + * **The Role of CDEs:** Explain the necessity of "Community Development Entities" as intermediaries that channel capital to qualified businesses in low-income areas. + * **Leverage Model:** Describe how "Leverage Entities" combine senior debt and tax credit equity to maximize the project's capital stack. + +6. **Historic Investment Tax Credits (Lec 11a)** + * **Preservation Standards:** Explain that the credit (20% of basis) is contingent on following the Secretary of the Interior’s Standards for Rehabilitation. + * **Investment Logic:** Why these credits are essential for bridging the "gap" between the high cost of restoration and the limited market value of older properties. + +7. **Property Assessed Clean Energy (PACE) Fundamentals (Setting the PACE)** + * **The Market Barrier:** Explain the "split incentive" and "high upfront cost" problems that prevent energy efficiency retrofits in commercial buildings. + * **The Assessment Logic:** Define PACE as a voluntary property tax assessment. Explain that the debt is tied to the *property*, not the owner, and transfers upon sale. + * **Long-Term Financing:** Discuss how PACE allows for 20-year repayment terms, making projects "cash-flow positive" from Day 1. + +8. **Security and the Senior Lien Position (Setting the PACE)** + * **Senior Lien Status:** Explain the crucial legal principle that PACE assessments typically have a senior lien position, similar to property taxes. + * **Investor Appeal:** Discuss why this security makes PACE projects attractive to private capital providers and allows for non-recourse financing. + * **Lender Consent:** Mention the importance of securing consent from existing mortgage holders to maintain the senior status. + +9. **Case Study: The Argonaut Building and M-1 Rail (Lec 11)** + * **Argonaut Building:** Detail the complex capital stack—$145.3M total project including NMTC ($14.4M in equity), State HTC, Bank Loans, and Foundation Loans. + * **Detroit M-1 Rail:** Explain how NMTCs ($16M in credits) were used to finance public infrastructure, demonstrating the flexibility of tax credits beyond housing. + * **Summary:** Highlight that successful community development requires "stacking" multiple specialized financing sources to reach financial viability. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec11/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec11/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2bf752d58f403731079a24a20dd46bcdf3f3f3e5 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec11/generation_task/judge_prompt.json @@ -0,0 +1,36 @@ +{ + "material_dependent_checklist_1": [ + "\nCalculation of Credit Value\n* Does the evaluation identify the correct **Tax Credit Basis** (e.g., depreciable investment for LIHTC or rehabilitation costs for Historic credits)?\n* Is the **Tax Credit Percentage** (e.g., 4%, 9%, 20%, or 39%) applied correctly according to the specific federal or state program?\n* Is the **Tax Credit Period** (e.g., 4, 7, or 10 years) clearly defined for the timing of credit realization?\n", + "\nInvestor Pricing & Yield\n* Does the financial model include the **Tax Credit Yield** (the price per $1 of credit an investor is willing to pay)?\n* Does the analysis account for current market pricing trends (e.g., fluctuations in NMTC or LIHTC pricing over time)?\n* Is the total equity contribution from the tax credit investor reconciled against the project's funding gap?\n", + "\nQualified Entities & Locations\n* Is the project located in a **Qualified Low-Income Community** as defined by census tract data?\n* Does the structure involve a **Community Development Entity (CDE)** with a valid NMTC allocation?\n* Is the investment structured as a **Qualified Low-Income Community Investment (QLICI)**?\n", + "\nLeverage Structure & Compliance\n* Does the project utilize a **Leverage Structure** (combining debt and equity into an investment fund) to maximize the credit basis?\n* Is the **7-year compliance period** addressed, including the prohibition on principal repayment to ensure no \"recapture\" of credits?\n* Are \"Community Benefits\" (e.g., job creation, services to low-income persons) documented as required by the CDE?\n", + "\nLow-Income Housing Tax Credit (LIHTC)\n* Does the project meet the \"Minimum Set-Aside\" requirements (e.g., 20/50 or 40/60 test) for low-income units?\n* Is there a distinction made between the **9% competitive credit** and the **4% credit** (associated with tax-exempt bonds)?\n* Is the 15-year compliance period and 30-year extended use agreement factored into the long-term operational plan?\n", + "\nHistoric Rehabilitation Tax Credits (HTC)\n* Is the property certified as a **\"Certified Historic Structure\"** by the National Park Service?\n* Does the rehabilitation plan meet the **Secretary of the Interior’s Standards for Rehabilitation**?\n* Is the credit distributed over the required 5-year period (as per post-2017 tax law changes, if applicable)?\n", + "\nAssessment & Lien Primacy\n* Is the PACE financing structured as a **Voluntary Land Requirement (Assessment)** rather than a traditional loan?\n* Does the program confirm **Lien Primacy** (PACE assessment being senior to the mortgage), and has lender consent been obtained?\n* Is the repayment term aligned with the **Useful Life** of the energy-efficient or renewable energy improvements?\n", + "\nFinancial Savings & Underwriting\n* Does the project demonstrate that the **Energy Savings** are sufficient to offset the increased tax assessment (positive cash flow)?\n* Are the eligibility criteria met regarding property type (Commercial, Industrial, or Multi-family)?\n* Is the total PACE assessment within the allowed percentage of the property’s appraised value?\n", + "\nRoles & Responsibilities\n* Are the roles of all key parties defined: Developer/Owner, Tax Credit Investor, Syndicator, and Senior Lenders?\n* Does the document specify the **CDE (for NMTC)** or the **State Housing Agency (for LIHTC)** involved in the allocation?\n* Are the legal and accounting fees associated with tax credit \"Twin-ing\" or complex structuring accounted for in the \"Soft Costs\"?\n", + "\nRecapture Risk & Guarantees\n* Are there provisions or guarantees in place to protect the investor from **Tax Credit Recapture** due to non-compliance?\n* Does the structure include an **\"Operating Deficit Reserve\"** to ensure project stability during the credit period?\n", + "\nCapital Stack Optimization\n* Does the proposal demonstrate how tax credits \"lever\" other sources of capital (e.g., foundation loans, conventional debt, owner equity)?\n* Are multiple credits combined (e.g., NMTC + HTC) to fill the financing gap in distressed urban areas (like the Detroit Argonaut Building case)?\n", + "\nCommunity & Economic Benefits\n* Does the report quantify the **\"Additionality\"**—proving the project would not be feasible \"but for\" the tax credit or PACE financing?\n* Are broader economic impacts, such as blight elimination or transit-oriented development, explicitly linked to the project goals?\n" + ], + "material_dependent_checklist_2": [ + "\nDefinition of Value:\nDoes the material accurately define a tax credit as a dollar-for-dollar offset to tax liability?\n", + "\nCalculation Components:\nAre the four pillars of tax credit math—Basis, Percentage, Period, and Yield—clearly explained?\n", + "\nYield Fluctuations:\nDoes the content reflect that the \"Yield\" (price per $1 of credit) is negotiated and varies based on market conditions (e.g., historical swings between $0.65 and $0.90)?\n", + "\nThe 9% vs. 4% Rules:\nIs the distinction between the \"9% credit\" (for new construction without other federal subsidies) and the \"4% credit\" (for federally subsidized or acquisition projects) maintained?\n", + "\nCompliance Period:\nIs the 10-year credit period correctly identified?\n", + "\nBasis Accuracy:\nIs the basis correctly identified as the depreciable investment in new low-income housing?\n", + "\nQualified Entities:\nDoes the content emphasize the mandatory role of the Community Development Entity (CDE) as the intermediary?\n", + "\n-Year Schedule:\nIs the 39% total credit accurately distributed: 5% in years 1-3, and 6% in years 4-7?\n", + "\nThe Leverage Model:\nIs the complexity of the NMTC \"Leverage Entity\" structure explained, specifically how it combines debt and equity into the CDE?\n", + "\nRehabilitation Standards:\nIs the requirement to meet the Secretary of the Interior’s Standards for Rehabilitation mentioned?\n", + "\nCredit Value & Timing:\nIs the credit accurately defined as 20% of the basis, typically received over a specific multi-year period?\n", + "\nDetroit Case Studies:\nAre the Argonaut Building and the M-1 Light Rail line used to illustrate the layering of HTC with NMTC and foundation loans?\n", + "\nAssessment Structure:\nIs PACE correctly identified as a property-based assessment rather than a personal loan?\n", + "\nLien Seniority & Consent:\nIs the \"First Lien\" status of PACE highlighted, alongside the necessity of \"Lender Consent\" from existing mortgage holders?\n", + "\nTransferability:\nDoes the content explain that the PACE obligation \"runs with the land\" and transfers to the next owner upon sale?\n", + "\nSolving Split Incentives:\nDoes the checklist verify the explanation of how PACE allows landlords to pass energy savings/costs to tenants via NNN leases?\n", + "\nCapital Stack Integration:\nIs the \"Dual Practice\" of tax credits shown—where public subsidies attract private equity to fill the \"equity gap\" in distressed markets?\n", + "\nStandardization Needs:\nDoes the material address the need for standardized underwriting to move PACE from a niche product to a tradable asset class?\n" + ] +} diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec11/generation_task/statistics.yaml b/education/MIT-Financing_Economic_Development/437F16_Lec11/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ed44980f48ef2ff3dc0a13bf8007efb5ae0df9ec --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec11/generation_task/statistics.yaml @@ -0,0 +1,28 @@ +case_path: education/MIT-Financing_Economic_Development/437F16_Lec11 +category: education +input_metrics: + total_input_tokens: 21572 + generation_prompt_tokens: 2532 + materials_total_tokens: 19040 + material_count: 2 + pdf_total_pages: 34 + file_details: + - name: material_1.pdf + tokens: 5600 + pages: 10 + - name: material_2.pdf + tokens: 13440 + pages: 24 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 18 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 30 + total_count: 60 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec11/material_1.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec11/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d66a6d6bbf0e33a5df24310bb3f2e111a30c2819 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec11/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d38c2566d344ee42669bb2edde8c82fe5a89c0a5be45dc4d04db6d48e233d835 +size 484215 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec11/material_2.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec11/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0f17bb68eca767e2ac2be53ea9f2c66a7415cc97 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec11/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a1a52197b09965bdd69b2d8100c0ecb7fe88681fe58a55f4c815185234f0db6d +size 910975 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec13/generation_task/instructions.md b/education/MIT-Financing_Economic_Development/437F16_Lec13/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..fb97956c8ce0053905a63ab46aac88a9435e7d2c --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec13/generation_task/instructions.md @@ -0,0 +1,143 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Lecture Title:** "Beyond Traditional Banking: Regulation, Crowdfunding, and the CDFI Ecosystem" + * **Course Context:** MIT 11.437/11.438 (Financing Economic Development) + * **Key Themes:** SEC Oversight, the JOBS Act, CDFI Fund Programs, and RLF Trade-offs. + +2. **Agenda / Outline** + * **Non-Bank Financial Regulation:** SEC and the logic of disclosure. + * **The JOBS Act & Crowdfunding:** Modernizing access to capital. + * **What is a CDFI?:** Mission, certification, and the logic of "One Community at a Time." + * **The CDFI Fund Portfolio:** Program achievements (BEA, Native Initiatives, Bond Guarantees). + * **Revolving Loan Funds (RLF):** Mechanics and strategic challenges. + * **Financial vs. Development Trade-offs:** Managing risk vs. mission. + * **Capitalization and Scale:** Ensuring long-term fund sustainability. + * **Compliance and Reporting:** Maintaining the integrity of the CDFI brand. + * **Summary:** Integrating policy and practice for systemic community wealth. + +3. **Non-Bank Financial Regulation (Lec 13)** + * **The SEC Mandate:** Explain the logic of "disclosure-based" regulation—protecting investors by mandating transparency in business operations and finances. + * **Regulatory Tools:** Define the roles of Sarbanes-Oxley (financial reporting), the CFTC (options/futures), and "Blue Sky" laws (state-level securities oversight). + * **Consumer Protection:** Discuss the role of the Consumer Finance Protection Bureau (CFPB) in ensuring fair play in consumer markets. + +4. **The JOBS Act & Crowdfunding (Lec 13)** + * **Rationale for Change:** Explain how the JOBS Act aimed to reduce "regulatory friction" for smaller companies and emerging growth firms. + * **Public Solicitation:** Detail the shift allowing public advertising for securities, previously restricted to private placements. + * **Accredited vs. Non-Accredited:** Explain the logic of wealth/income thresholds used to define "accredited investors" and how crowdfunding opens doors (with limits) to the general public. + +5. **The CDFI Fund: Vision and Mission (CDFI 2013 Report)** + * **Mission-Driven Finance:** Define a CDFI as a specialized financial institution that has community development as its primary mission. + * **The Gap Filler:** Explain the logic of the CDFI Fund as a vehicle to provide capital, tax credits, and technical assistance where conventional markets fail. + * **Certification as a Brand:** Discuss why CDFI certification is essential for building trust with intergovernmental and private-sector partners. + +6. **Key CDFI Fund Programs & Impact (CDFI 2013 Report)** + * **CDFI Program:** The core mechanism for providing financial and technical assistance awards. + * **Bank Enterprise Award (BEA):** Explain the logic of "incentivizing" conventional banks to invest in distressed communities. + * **CDFI Bond Guarantee Program:** Describe the logic of providing long-term, fixed-rate capital at scale to allow CDFIs to fund large-scale infrastructure and housing. + +7. **Mechanics of Revolving Loan Funds (RLF) (Lec 13)** + * **The "Revolving" Logic:** Explain the cycle where loan repayments (principal + interest) are channeled back into the fund to provide new loans to the community. + + * **Amortization & Interest:** Detail how these terms affect the "speed" at which capital is recycled and the total assets available over a 10-year period. + +8. **Strategic Trade-offs in RLF Management (Lec 13)** + * **Impact vs. Substitution:** Explain the challenge of maximizing social impact while avoiding "capital substitution" (funding projects that banks would have funded anyway). + * **Risk vs. Loss:** Analyze the scenario-based logic: How does a 4% loss rate vs. a 2% loss rate impact the fund's total cumulative lending capacity? + * **Operating Challenges:** Discuss the need for "professional origination" and technical assistance when dealing with high-risk borrowers who lack traditional collateral. + +9. **Summary: Systemic Integration and Future Priorities** + * **Leveraging Resources:** The necessity of fostering intergovernmental and private-sector partnerships to amplify the impact of public funds. + * **Operational Efficiency:** The logic of streamlining policies to improve administrative efficacy and compliance research. + * **Final Takeaway:** Sustainable economic development requires a balance of rigorous regulation, innovative capital access (crowdfunding), and mission-aligned intermediaries (CDFIs). +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec13/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec13/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f44f63b14e7db41fe6e960d0c9b89b9f64fbe883 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec13/generation_task/judge_prompt.json @@ -0,0 +1,37 @@ +{ + "material_dependent_checklist_1": [ + "\nSEC Registration & Exemptions\n* Does the evaluation specify if the capital raising activity requires **SEC Registration** or falls under specific exemptions?\n* Are **Private Placement Exemptions** (e.g., Regulation D) identified, including limits on \"Accredited Investors\"?\n* If utilizing the **JOBS Act**, are the rules for \"Crowdfunding\" or public solicitation without registration explicitly addressed?\n", + "\nState and Federal Oversight\n* Does the plan account for state-level **\"Blue Sky\" Laws** and insurance industry oversight where applicable?\n* Is there a compliance strategy for the **Consumer Finance Protection Bureau (CFPB)** regulations regarding federal consumer finance laws?\n", + "\nCertification Requirements\n* Does the entity meet the six core requirements for **CDFI Certification** (Legal Entity, Primary Mission, Financing Entity, Target Market, Accountability, Non-Governmental)?\n* Is the \"Target Market\" clearly defined as serving investment-poverty areas or \"Other Targeted Populations\" (OTP)?\n* Does the board or advisory board demonstrate **Accountability** to the defined target market?\n", + "\nProgrammatic Alignment\n* Is the project aligned with specific CDFI Fund programs, such as the **Financial Assistance (FA)** or **Technical Assistance (TA)** programs?\n* Does the proposal leverage the **CDFI Bond Guarantee Program** for long-term, large-scale capital?\n", + "\nLending Strategy & Gap Financing\n* Is the RLF designed to provide **Gap Financing** (complementing rather than substituting conventional bank capital)?\n* Does the \"Lending Policy\" clearly define the target borrowers, loan sizes, interest rates, and collateral requirements?\n* Is there a professional **Underwriting and Approval Process** established to manage high-risk borrowers with limited staff?\n", + "\nCapitalization & Sustainability\n* Are the initial capitalization sources (e.g., EDA, HUD, or philanthropic grants) identified?\n* Does the financial model account for the \"Revolving\" nature—ensuring that repayments are sufficient to fund future loans after accounting for administrative costs and loss rates?\n", + "\nRisk & Loss Reserves\n* Does the RLF or CDFI maintain an adequate **Loan Loss Reserve (LLR)** based on the projected risk profile of the portfolio?\n* Are **Loss Rates** (e.g., 2% vs. 4%) stress-tested to evaluate the long-term impact on the fund’s net assets?\n* Are there \"Technical Assistance\" (TA) provisions to help borrowers mitigate operational risks and ensure repayment?\n", + "\nPortfolio Diversification\n* Does the investment strategy avoid \"Concentration Risk\" within a single industry or geographic micro-pocket?\n* Is the **Debt Service Coverage Ratio (DSCR)** of the borrowers a core requirement for loan approval?\n", + "\nBalancing Objectives\n* Does the plan address the trade-off between **Financial Sustainability** (high interest/low loss) and **Development Impact** (low interest/high risk)?\n* Is the **Multiplier Effect** of the RLF (cumulative loans made over 10-20 years) quantified?\n* Does the strategy define how to maximize impact with limited capital while avoiding \"Capital Substitution\"?\n", + "\nImpact Metrics\n* Are specific community impact goals defined (e.g., jobs created/retained, services provided to underserved populations)?\n* Does the entity track **Leverage Ratios** (how much private capital is attracted for every dollar of CDFI/RLF investment)?\n", + "\nInter-Agency & Private Collaboration\n* Does the entity coordinate with state and local economic development agencies or \"Small Business Development Centers\" (SBDCs)?\n* Is there a formal mechanism for building relationships with **Bank Partners** (e.g., for Bank Enterprise Award / BEA program eligibility)?\n", + "\nResource Leveraging\n* Does the proposal utilize \"Capacity Building Initiatives\" to strengthen internal operations and administrative efficiency?\n* Are the roles of specialized legal and accounting experts with CDFI/Tax Credit expertise clearly defined?\n" + ], + "material_dependent_checklist_2": [ + "\nSEC Oversight Scope:\nDoes the material accurately define the SEC’s role in overseeing public debt/equity markets, including registration, disclosure (Sarbanes-Oxley), and reporting for publicly traded companies?\n", + "\nPrivate Placement Exemptions:\nAre the exemptions for \"accredited investors\" and the limitations on marketing/offering size correctly detailed?\n", + "\nJOBS Act & Crowdfunding:\nDoes the content explain the new rules allowing public solicitation without registration for accredited investors and the Section A+ \"mini-registration\" for offerings up to $50M?\n", + "\nIntrastate Exemptions:\nAre state-level \"Blue Sky\" laws and the 100% in-state residency requirement for intrastate exemptions mentioned?\n", + "\nThe \"Revolving\" Definition:\nIs the RLF correctly defined as a pool of capital where principal and interest payments from old loans are used to fund new loans?\n", + "\nGap Financing Role:\nIs the RLF's strategic purpose—filling the \"capital gap\" between project costs and what a senior bank lender will provide—clearly articulated?\n", + "\nAdministrative Fees:\nDoes the content mention that RLFs often charge 1%–2% up-front fees to cover the high transaction and technical assistance costs associated with high-risk borrowers?\n", + "\nLending Scenario Analysis:\nAre the trade-offs between financial sustainability and development impact accurately reflected using the provided scenarios?\n * *Detail Check:* Does it show how a **3-year amortization** maximizes cumulative loans ($6.4M) vs. how a **4% loss rate** significantly erodes assets ($1.54M)?\n", + "\nAmortization vs. Interest Rates:\nIs the finding that \"shortening the amortization period\" has a greater impact on capital recycling than \"increasing the interest rate\" included?\n", + "\nCapital Substitution Risk:\nDoes the checklist ensure a discussion on avoiding \"capital substitution\" (displacing private bank lending)?\n", + "\nCDFI Certification Requirements:\nAre the seven requirements for CDFI certification listed: Legal entity, Primary mission of community development, Financing entity, Target market service, Technical assistance provision, Accountability to the target market, and Non-governmental status?\n", + "\nCore Program (Financial Assistance):\nIs the CDFI Program's \"Financial Assistance\" (FA) correctly identified as requiring a 1:1 match of non-federal funds?\n", + "\nBank Enterprise Award (BEA):\nIs the BEA program correctly described as providing cash awards to FDIC-insured banks for increasing their investments in CDFIs or distressed communities?\n", + "\nCDFI Bond Guarantee Program:\nIs this program accurately described as providing a 100% federal guarantee for bonds used to finance large-scale community development projects?\n", + "\nNative Initiatives:\nDoes the content mention specialized technical and financial assistance for Native American, Alaska Native, and Native Hawaiian communities?\n", + "\nHealthy Food Financing Initiative (HFFI):\nIs the role of CDFIs in expanding access to healthy food in \"food deserts\" through HFFI-funded projects included?\n", + "\nFY 2013 Performance Metrics:\nDoes the material cite key data points from the 2013 report, such as the number of jobs created (e.g., 61,000+), the number of businesses financed, or the total NMTC allocation amount?\n", + "\nStrategic Challenges:\nAre the three main challenges for mission-driven lenders identified: \n 1. **Strategy:** Maximizing impact without substitution.\n 2. **Operating:** Underwriting high-risk borrowers with limited staff.\n 3. **Capitalization:** Securing appropriate capital to achieve sustainable scale.\n", + "\nCollaboration & Leverage:\nDoes the checklist verify the inclusion of \"Intergovernmental and Private Sector Partnerships\" as a strategic priority for leveraging federal dollars?\n" + ] +} diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec13/generation_task/statistics.yaml b/education/MIT-Financing_Economic_Development/437F16_Lec13/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f934b143e47c245a679c77d0e7a3dfce5bded0b --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec13/generation_task/statistics.yaml @@ -0,0 +1,28 @@ +case_path: education/MIT-Financing_Economic_Development/437F16_Lec13 +category: education +input_metrics: + total_input_tokens: 23775 + generation_prompt_tokens: 2495 + materials_total_tokens: 21280 + material_count: 2 + pdf_total_pages: 38 + file_details: + - name: material_1.pdf + tokens: 1120 + pages: 2 + - name: material_2.pdf + tokens: 20160 + pages: 36 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 19 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 31 + total_count: 61 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec13/material_1.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec13/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c0e03c26d467e74b96e0be84aa577f5797c6c91e --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec13/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b8a5715ac45b05b18c28c4bca8f504c97ecbfc0fc4150d205444eaece6938a0d +size 170536 diff --git 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Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Lecture Title:** "Venture Capital and Public Policy: Bridging the Capital Gap for Emerging and Small Businesses" + * **Context:** MIT 11.437/11.438 and Treasury's SSBCI Lessons. + * **Key Themes:** VC Investment Phases, SSBCI Program Models, and Neighborhood Lending Disparities. + +2. **Agenda / Outline** + * **Venture Capital Overview:** The logic of equity for high-growth firms. + * **The Three Phases of VC:** Raising, Investing, and Managing/Exiting. + * **Community Development VC (CDVC):** Integrating social impact with equity. + * **The SSBCI Framework:** Federal-state partnerships to leverage private capital. + * **SSBCI Program Models:** CAP, LPP, LGP, and Collateral Support. + * **The 10:1 Leverage Logic:** How public funds catalyze private lending. + * **SBA Lending Gaps:** A case study of Detroit and Michigan neighborhoods. + * **Clean Tech & Emerging Sectors:** Venture capital in sustainable innovation. + * **Summary:** Orchestrating a diverse capital ecosystem. + +3. **Fundamentals of Venture Capital (Lecture 14)** + * **Equity Logic:** Explain why VC is suited for "high-risk, high-return" firms that lack collateral for traditional debt. + * **Economic Impact:** Detail the role of VCs in financing new technologies and high-growth industries (e.g., the internet boom). + * **The Institutional Shift:** Explain the logic of how pension funds and endowments became the primary capital source for VC funds in the 1990s. + +4. **The VC Lifecycle: Phases and Mechanics (Lecture 14)** + * **Phase 1: Raising Capital:** Explain the 10-12 year fund life and why "long-term" capital is a prerequisite. + * **Phase 2: Investing:** Detail the "funnel" logic—screening hundreds of plans for a few select investments. Explain the role of the "Term Sheet." + * **Phase 3: Managing & Exiting:** Describe the logic of "value-add" management (board seats, networking) and the necessity of exits (IPO or M&A) to provide returns to limited partners. + + +5. **SSBCI: Filling the Small Business Lending Gap (CREC Report)** + * **Policy Rationale:** Explain that SSBCI was created to address the severe contraction in small business lending following the 2008 financial crisis. + * **The Leverage Principle:** Detail the "Reasonable Expectation" requirement: $1 of SSBCI funds must catalyze $10 in new private lending. + * **State-Level Flexibility:** Explain the logic of allowing states to design their own programs rather than a "one-size-fits-all" federal model. + +6. **Mechanics of SSBCI Program Models (CREC Report)** + * **Capital Access Programs (CAP):** The "Portfolio Insurance" logic—pooling small premiums to cover losses across many loans. + * **Loan Participation Programs (LPP):** Explain how states buy a portion of a loan or provide a companion loan to reduce the primary lender's exposure. + * **Collateral Support Programs (CSP):** The "Shortfall Logic"—providing a cash deposit to bridge the gap between a borrower's collateral and the lender's requirements. + + +7. **Credit Gaps and Neighborhood Disparities (ProfitWise)** + * **The SBA Study:** Analyze the finding that SBA lending activity is often lower in lower-income and majority-Black neighborhoods. + * **The Information & Risk Barrier:** Explain the "spatial gap" logic—how bank branch locations and neighborhood demographics influence the flow of SBA 7(a) and 504 loans. + * **Policy Implication:** Why understanding neighborhood-level data is essential for CDFIs and state agencies to target their credit enhancements effectively. + +8. **Specialized Equity: CDVC and Clean Tech (Lecture 14)** + * **Community Development VC (CDVC):** Explain the "Double Bottom Line" logic—seeking financial returns alongside job creation for low-income workers. + * **Clean Tech Evolution:** Analyze the shift from the "internet model" to "hardware-heavy" green energy investing and the challenges of high capital costs and longer exit horizons. + +9. **Conclusion: Building a Resilient Capital Ecosystem** + * **Synthesis:** Economic development requires both "high-octane" equity (VC) and "stabilizing" credit enhancements (SSBCI/SBA). + * **The Multiplier Effect:** Public funds should never act in isolation but as a catalyst for private market participation. + * **Future Outlook:** Increasing access to capital in underserved markets remains the final frontier for systemic economic growth. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec14/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec14/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..9b1ef077a533aa33b627d7c5bd6c760d18e3ff90 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec14/generation_task/judge_prompt.json @@ -0,0 +1,35 @@ +{ + "material_dependent_checklist_1": [ + "\nLending and Training Models\n* Does the program define its primary service model: Peer Group Lending, Individual Lending, or Training/Technical Assistance (TA)?\n* Is there a specific focus on \"Historically Underserved Groups\" (low-income, minorities, women)?\n* Are the loan sizes appropriate for micro-business needs (typically ranging from $500 to $35,000)?\n", + "\nOperational Intensity\n* Does the plan account for the \"Staff-Intensive\" nature of microenterprise programs?\n* Are the average operating costs per client/loan calculated to assess administrative efficiency?\n* Is there a \"Guided Choice\" approach for coaching entrepreneurs over a 1-2 year period?\n", + "\nRevenue and Loss Management\n* Does the checklist verify the \"Cost Recovery Rate\" (typically 20-33%) through interest and fees?\n* Is there a defined \"Loan Loss Rate\" (e.g., benchmarked at 4%) and a reserve to cover it?\n* Are the sources of subsidy (federal, foundation, or institutional) identified to bridge the operating gap?\n", + "\nSustainability Metrics\n* Is the \"Self-Sufficiency\" of the fund evaluated—balancing social impact against long-term capital preservation?\n* For lending-focused programs, is the \"Net Asset\" growth or depletion modeled over a 5-10 year horizon?\n", + "\nFund Capitalization & Governance\n* Is the initial seed capital source identified (e.g., endowment, administrative budget, or utility rebates)?\n* Is there a formal \"Administrative Structure\" or committee (including faculty, staff, and students) to oversee project selection?\n* Does the plan specify the \"Minimum and Maximum Project Size\" for energy-efficiency investments?\n", + "\nSelection Criteria\n* Are projects evaluated based on a \"Maximum Payback Period\" (e.g., 5-10 years)?\n* Is there a \"Return on Investment\" (ROI) or \"Internal Rate of Return\" (IRR) threshold for approving green retrofits?\n", + "\nThe \"Revolving\" Cycle\n* Does the mechanism specify that 100% (or a partial percentage) of annual energy savings are tracked and repaid to the fund?\n* Is there a \"Measurement and Verification\" (M&V) protocol to confirm actual utility savings?\n* Are the repayments scheduled to begin immediately following project completion to maintain fund liquidity?\n", + "\nIncentive Structures\n* Does the fund offer \"Split Savings\" (where a portion of savings stays with the host department) to encourage participation?\n* Is there a policy for \"Post-Payback Payments\" where a percentage of savings continues to flow into the fund after the initial loan is retired?\n", + "\nPoverty Alleviation & Assets\n* Does the microenterprise plan track \"Human Development\" metrics alongside financial ones?\n* Are \"Employee Asset-Building\" strategies included, such as specialized credit scoring or market access assistance?\n* Is the impact on \"Local Jobs Created or Retained\" quantified for the target community?\n", + "\nEnvironmental & Institutional Goals\n* Does the GRF align with broader institutional goals, such as a \"Climate Action Plan\" or carbon neutrality target?\n* Are the \"Educational Benefits\" for students (e.g., hands-on project management or sustainability research) documented?\n", + "\nPortfolio Diversification\n* For micro-lenders, is there a strategy to diversify the portfolio across different business sectors (service, retail, manufacturing)?\n* For GRFs, is the investment spread across different technology types (lighting, HVAC, renewable energy) to mitigate performance risk?\n", + "\nScaling and Innovation\n* Does the content address \"Growth-Oriented\" services for maturing firms, such as relationship and capacity building?\n* Is there a plan to leverage \"Secondary Markets\" or external co-investment once the fund achieves a certain scale?\n" + ], + "material_dependent_checklist_2": [ + "\nThree Phases of VC:\nDoes the material accurately cover Fundraising (LPs/GPs), Investment (Due Diligence/Monitoring), and Exit (IPO/M&A)?\n", + "\nInstitutional Capital Sources:\nIs the critical role of Pension Funds and Endowments as \"Limited Partners\" (LPs) identified?\n", + "\nThe Exit Imperative:\nDoes the checklist confirm that VC is only appropriate for firms capable of high-velocity growth and a liquid exit within 10 years?\n", + "\nDouble Bottom Line Goals:\nAre the financial and social (job creation, poverty alleviation) objectives clearly defined?\n", + "\nTechnical Assistance (TA) Integration:\nIs the \"Value-Add\" of CDVC noted, specifically the provision of management expertise and employee wealth-creation programs?\n", + "\nCDVC Case Examples:\nAre the specific operational models of Pacific Community Ventures (PCV) and CEI Ventures accurately summarized?\n", + "\nInvestment Volatility:\nDoes the content reflect the historical investment trends in \"Cleantech\" from 2001 to 2012, including the 15% peak of all VC in 2011?\n", + "\nCommercialization Challenges:\nIs the mismatch between the long timelines of energy technology and the short-term horizons of typical VC funds addressed?\n", + "\nLeverage Expectations:\nDoes the material detail the \"Small Business Jobs Act\" requirement of 10:1 private-to-public leverage?\n", + "\nState-Level Flexibilities:\nAre the differences between Collateral Support (addressing appraisal gaps) and Loan Participation (addressing liquidity gaps) explained?\n", + "\nLender Engagement:\nIs the importance of involving state bankers' associations and keeping program bureaucracy to a minimum highlighted?\n", + "\nSBA Loan Distribution:\nDoes the checklist confirm the data analysis of SBA 7(a) loans in Detroit vs. the rest of Michigan?\n", + "\nMinority Business Barriers:\nAre the specific findings regarding lending in majority-black neighborhoods versus majority-white neighborhoods accurately reported?\n", + "\nBranch Density Effect:\nIs the correlation between physical bank branch presence and the volume of small business lending in distressed communities included?\n", + "\nCapital Absorption Capacity:\nDoes the content link back to whether Detroit has the \"Enabling Environment\" and \"Pipeline\" to absorb the capital provided by SSBCI?\n", + "\nAvoiding Capital Substitution:\nIs the strategic challenge for public and mission-driven funds—avoiding the displacement of private capital—clearly articulated?\n", + "\nEconomic Multipliers:\nAre the metrics for success, such as jobs created per dollar of SSBCI/VC investment, present in the analysis?\n" + ] +} diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec14/generation_task/statistics.yaml 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b/education/MIT-Financing_Economic_Development/437F16_Lec16/generation_task/instructions.md @@ -0,0 +1,143 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Lecture Title:** "Niche Finance Models: From Microenterprise Empowerment to Green Revolving Funds" + * **Context:** MIT 11.437/11.438 and SEI Sustainability Frameworks. + * **Key Themes:** Peer Lending, Small-Dollar Debt, Energy Efficiency Savings, and Fund Sustainability. + +2. **Agenda / Outline** + * **Microenterprise Finance:** Definition, scale, and target demographics. + * **Lending Models:** Peer vs. Individual lending mechanics. + * **Operational Reality:** The challenge of high staff intensity and low cost recovery. + * **The Evolution of Microfinance:** From poverty relief to growth-oriented services. + * **Introduction to Green Revolving Funds (GRF):** Internalizing sustainability. + * **The GRF Mechanics:** The "Savings-to-Fund" loop. + * **Implementation & Management:** Project selection and performance tracking. + * **Case Studies:** Success stories in higher education and community development. + * **Summary:** Balancing social/environmental impact with financial longevity. + +3. **Fundamentals of Microenterprise Finance (Lecture 16)** + * **Target Segment:** Define microenterprises as businesses with 1 to 5 employees. + * **Loan Specs:** Explain the logic of small-dollar loans ($500 to $35,000) for groups typically denied traditional credit (low-income, minorities, women). + * **Integrated Approach:** Highlight that these programs combine training/technical assistance (TA) with lending to mitigate high default risks. + +4. **Lending Models: Peer vs. Individual (Lecture 16)** + * **Peer Group Lending:** Explain the logic of "social collateral"—where members of a group guarantee each other's loans. Note the decline in this model (used by <10% today). + + * **Individual Lending:** Analyze the shift towards customized credit scoring and relationship-based lending that mirrors traditional banking but with higher flexibility. + +5. **The Operational Challenge of Micro-lending (Lecture 16)** + * **Cost Recovery Logic:** Explain why average cost recovery is only 23% (33% for lenders), necessitating continuous foundation or federal support. + * **Staff Intensity:** Detail why small transactions require more staff time per dollar lent compared to traditional commercial loans. + * **Sevron’s View:** Discuss the challenge of scaling programs without losing the focus on the most vulnerable "target" clients. + +6. **Green Revolving Funds (GRF): Conceptual Framework (GRF Guide)** + * **Internal Financing Logic:** Define GRF as an internal capital pool used to fund energy efficiency and sustainability projects that generate cost savings. + * **The Value Proposition:** Explain how GRFs overcome budget silos by allowing departments to "borrow" for upgrades and "repay" the fund through avoided utility costs. + +7. **GRF Mechanics: The Savings Loop (GRF Guide)** + * **Replenishment Cycle:** Detail the process: Fund -> Project -> Energy Savings -> Loan Repayment + % of Savings -> Fund. + + * **Sustainable Growth:** Explain how a well-managed GRF can grow over time, allowing for larger and more complex projects (e.g., HVAC overhauls). + +8. **Management and Tracking of GRF Projects (GRF Guide)** + * **Project Selection Criteria:** Logic of focusing on "high-yield" projects (e.g., LED lighting) to quickly build fund capital in early stages. + * **Measurement & Verification (M&V):** Explain the necessity of rigorous tracking of utility bills to prove "avoided costs" and ensure the fund's integrity. + * **Administrative Efficiency:** Discuss the role of a dedicated coordinator to manage the project pipeline and financial reporting. + +9. **Conclusion: Synergies in Specialized Finance** + * **Human vs. Physical Capital:** Contrast the "human development" focus of microfinance with the "resource efficiency" focus of GRF. + * **The "Revolving" Ideal:** Both models aim for capital recycling, but they require different strategies for handling losses and operating costs. + * **Future Outlook:** The integration of technical assistance and data-driven tracking is key to the survival of mission-aligned financial intermediaries. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec16/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec16/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..bd1118a02cefa91d503958bd33a232d63a104d61 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec16/generation_task/judge_prompt.json @@ -0,0 +1,40 @@ +{ + "material_dependent_checklist_1": [ + "\nCoverage of All Sections in the Agenda\n* Is there an Agenda / Outline slide that explicitly lists the following sections?\n * Core Debate: Modularity vs. General-Purpose\n * Methods for Studying the Human Brain (fMRI, ROI, etc.)\n * Evidence for Specificity (FFA, PPA, EBA)\n * Theoretical Implications and Development\n Note: Check only for presence. If no, indicate missing or replaced sections.\n", + "\nThe Core Debate: Modularity vs. Distributed Processing\n* Does the deck introduce the debate between \"specialized components\" (e.g., Fodor, Chomsky) and \"general-purpose devices\" (e.g., Lashley, McClelland)?\n If no, specify if the debate is omitted or presented without historical context.\n", + "\nFunctional vs. Anatomical Characterization\n* Is the distinction made that the goal is \"functional characterization\" (what it does) rather than just \"anatomical location\" (where it is)?\n If no, specify if the focus is purely on brain anatomy.\n", + "\nLogic of fMRI and BOLD Signal\n* Is the fMRI method introduced, including the basic logic of measuring blood flow (BOLD) as a proxy for neural activity?\n If no, clarify if fMRI is mentioned without explaining the underlying principle.\n", + "\nThe Functional Localizer / ROI Strategy\n* Is the \"Region of Interest\" (ROI) approach explained (i.e., identifying a region in each subject individually using a localizer task)?\n If no, indicate if the method of identifying specific brain regions is missing.\n", + "\nComplementary Methods: Lesions and TMS\n* Is there a mention of lesion studies or TMS to establish the \"necessity\" of a brain region for a specific function?\n If no, specify if the deck relies solely on fMRI \"correlation\" data.\n", + "\nThe Fusiform Face Area (FFA)\n* Is the FFA introduced with clear evidence of its selectivity for faces over other objects (e.g., 2-3x higher response)?\n If no, specify if the FFA is missing or described without contrastive evidence.\n", + "\nThe Parahippocampal Place Area (PPA)\n* Is the PPA explained as being selective for spatial layouts and scenes (indoor/outdoor) rather than individual objects?\n If no, indicate if the distinction between \"places\" and \"objects\" is missing.\n", + "\nThe Extrastriate Body Area (EBA)\n* Is the EBA introduced as a region selective for images of bodies and body parts?\n If no, specify if this functional module is omitted.\n", + "\nSpecificity Beyond Perception (Theory of Mind)\n* Is there coverage of non-perceptual modules, such as the region (TPJ) selective for \"Theory of Mind\" (thinking about others' thoughts)?\n If no, specify if the deck is limited only to visual perception.\n", + "\nOrigins: Nature vs. Nurture\n* Is the question of how these regions arise (genetics vs. experience/plasticity) addressed? \n If no, specify if the developmental aspect is ignored.\n", + "\nCase of the Visual Word Form Area (VWFA)\n* Is the VWFA mentioned as an example of a region specialized for a culturally invented task (reading)?\n If no, indicate if the example of \"learned\" specificity is missing.\n", + "\nPresence of a Dedicated Summary Slide\n* Is there a dedicated slide summarizing the core insights of the lecture?\n If no, specify if the deck ends without a summary.\n", + "\nFocus on Core Insights\n* Does the summary distill the following insights?\n * The brain has a highly structured, modular architecture.\n * Functional specificity provides a window into the \"parts list\" of the human mind.\n * Specialized regions exist for socially and evolutionarily significant information.\n If no, specify if the summary is superficial or misses these central claims.\n" + ], + "material_dependent_checklist_2": [ + "\nTarget Demographics:\nDoes the content identify the primary clients as those historically denied credit: low-income individuals, minorities, and women (e.g., Aspen FIELD data showing 72% women, 81% people of color)?\n", + "\nLoan Characteristics:\nAre the typical loan sizes correctly cited (ranging from $500 to $35,000) for businesses with 1 to 5 employees?\n", + "\nService Models:\nDoes the checklist cover the three primary delivery models: Peer Group Lending, Individual Lending, and Training/Technical Assistance (TA)?\n", + "\nOperational Costs:\nIs the high-touch, staff-intensive nature of these programs reflected (e.g., average operating costs of ~$4,500 per client with a ~23% cost recovery rate)?\n", + "\nFrom Peer to Individual Lending:\nDoes the material note the decline of peer group lending (now <10% of programs) in favor of more customized individual credit models?\n", + "\nGrowth-Oriented Services:\nAre modern \"Guided Choice\" approaches mentioned, such as industry-specific knowledge, relationship building, and access to new markets?\n", + "\nInnovative Models:\nAre specific examples included, such as the Viet-Aid Day Care cooperative or Accion’s customized credit scoring model?\n", + "\nSevron’s Challenges:\nAre the key systemic challenges addressed: the need for better integration with broader economic development and moving beyond \"subsistence\" entrepreneurship?\n", + "\nCore Mechanism:\nIs the GRF accurately defined as an internal capital pool that finances energy efficiency projects and is replenished by the resulting utility savings?\n", + "\nFinancial Advantages:\nDoes the content highlight the high ROI (median 28%), the ability to hedge against rising energy costs, and the creation of a \"perpetual\" funding source?\n", + "\nInstitutional Alignment:\nAre non-financial benefits covered, such as achieving sustainability goals (ACUPCC), improving building comfort, and providing \"living laboratory\" opportunities for students?\n", + "\nAdministrative Structure:\nDoes the checklist verify the presence of a clear governance structure, including a \"Champion,\" a Multi-Stakeholder Committee, and a dedicated Fund Administrator?\n", + "\nProject Selection Criteria:\nAre the metrics for project approval clearly defined (e.g., Maximum Payback Period, Minimum ROI, and Greenhouse Gas savings)?\n", + "\nAccounting Procedures:\nDoes the material explain the \"Savings Measurement & Verification\" (M&V) process and the specific formula for calculating annual \"Charge-backs\" to the fund?\n", + "\nSeed Funding Sources:\nAre the common ways to capitalize a GRF listed: Administrative allocations, Endowment set-asides, Utility rebates, or Student green fees?\n", + "\nThe \"Billion Dollar Challenge\":\nDoes the content mention the national initiative to scale GRFs across higher education and healthcare institutions?\n", + "\nPortfolio Diversification:\nIs the strategy of \"Bundling\" projects (combining short-payback lighting projects with long-payback HVAC upgrades) explained to maximize total impact?\n", + "\nData Tracking:\nDoes the checklist include the need to track specific performance data: Energy units saved (kWh, therms), Dollars saved, and Carbon footprint reduction?\n", + "\nThe \"GRPF\" Tool:\nIs the **Green Revolving Investment Tracking System (GRITS)** or similar web-based tools mentioned for professional reporting to stakeholders?\n", + "\nReinvestment Policy:\nDoes the material clarify the percentage of savings returned to the fund (typically 100% of project cost plus a portion of \"profit\" for fund growth)?\n" + ] +} diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec16/generation_task/statistics.yaml b/education/MIT-Financing_Economic_Development/437F16_Lec16/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bffc924efa60cf166fd386dffa08049fc3fc32c3 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec16/generation_task/statistics.yaml @@ -0,0 +1,28 @@ +case_path: education/MIT-Financing_Economic_Development/437F16_Lec16 +category: education +input_metrics: + total_input_tokens: 25333 + generation_prompt_tokens: 2373 + materials_total_tokens: 22960 + material_count: 2 + pdf_total_pages: 41 + file_details: + - name: material_1.pdf + tokens: 7840 + pages: 14 + - name: material_2.pdf + tokens: 15120 + pages: 27 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 14 + Content Correctness: 20 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 34 + total_count: 64 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec16/material_1.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec16/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9becef8f7a45a9ed79e514c8ce70efa3262e4f81 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec16/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:19fbd454e41ebbd2df5c5617cb8f450c3dba99f17aecc33530f84cea89ee1183 +size 192608 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec16/material_2.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec16/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c6003546cd76cdcfc79f794bec506b89c700510b --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec16/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb1dac5ee857a5d25cdd940f451d1e5c9eb4abdd8f5aa3e75330c38cb5cd9be0 +size 5182446 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec17/generation_task/instructions.md b/education/MIT-Financing_Economic_Development/437F16_Lec17/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..64df84d9eee42a0ff0be29081b4595035db96f00 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec17/generation_task/instructions.md @@ -0,0 +1,149 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + + +1. **Title Slide** + * **Lecture Title:** "From Design to Deployment: Strategic Planning and the Venture Capital Landscape" + * **Context:** MIT 11.437/11.438 and 2016 VC Market Analytics (PwC/MVCA). + * **Key Themes:** Five-Step Planning Framework, Capital Absorption, National vs. Regional VC Trends. + +2. **Agenda / Outline** + * **Program Planning Framework:** The 5-step systematic approach. + * **Defining Goals & Assessing Demand:** Identifying the "Who" and "How Much." + * **Supply-Side & Market Gaps:** Analyzing imperfections and the "Capital Absorption" capacity. + * **Institutional Models:** Choosing the right vehicle for delivery. + * **National VC Trends (2016):** The era of "Megadeals" and resilient ecosystems. + * **Michigan VC Case Study:** Regional growth and diversification strategies. + * **Small Business Gaps:** Insights from New York City and Detroit studies. + * **Diversity in Entrepreneurship:** The critical role of inclusion in VC. + * **Summary:** Using market data to refine economic development design. + +3. **The Five-Step Planning Framework (Lecture 17)** + * **Step 1: Goals & Targets:** Define development outcomes (e.g., job quality, geographic focus). + * **Step 2: Potential Demand:** Estimate the number of firms and their specific financing needs. + * **Step 3: Market Conditions & Gaps:** Identify where traditional banks or investors are failing. + * **Step 4: Implementation Needs:** Evaluate the capacity, staff, and TA required. + * **Step 5: Institutional Model:** Define the product (debt, equity, etc.) and the delivery entity. + +4. **Assessing the "Capital Absorption" Capacity (Lecture 17)** + * **Beyond Supply:** Explain that having capital is not enough; a community needs the "capacity" to use it. + * **The Framework:** Detail how strategic priorities, a project pipeline, and a supportive environment must work together. + + * **Systemic Strengthening:** Discuss how to use analysis to remove functional barriers in a city's investment system. + +5. **National Venture Capital Landscape (PwC MoneyTree Q2 2016)** + * **The Resilient Ecosystem:** Analyze the trend of "Megadeals" ($100M+ investments) driving total dollar volume despite a slight dip in deal count. + * **Sector Focus:** Highlight the continued dominance of Software, Biotechnology, and IT Services. + * **Investment Stages:** Contrast the logic of "Seed/Early Stage" versus "Expansion/Later Stage" funding in a mature market. + + +6. **Regional Deep Dive: Michigan's VC Growth (MVCA 2016 Report)** + * **The "Great Lakes" Context:** Explain the logic of regional diversification—how Michigan attracts capital to its unique clusters (Life Sciences, IT, Mobility). + * **Capital Under Management:** Detail the 54% increase in capital managed by Michigan-based firms over the past five years. + * **The "Multiplier" of Local VC:** Discuss the role of Michigan firms in attracting out-of-state "syndicate" partners to local deals. + +7. **Small Business Gaps: NYC & Detroit Case Studies (Lecture 17)** + * **The Five Gaps (NYC):** Detail the Capital, Asset, Transitional, Information, and Capacity gaps that hinder microenterprises. + * **Detroit Banking Study:** Analyze how bank consolidation and the shift to "out-of-market" ownership led to fewer branches in low-income neighborhoods. + * **Spatial Mismatch:** The logic of how physical branch location affects credit availability. + +8. **Diversity and Inclusion in the VC Landscape (MVCA Report)** + * **The Diversity Gap:** Use the MVCA study data to show the underrepresentation of women and minorities in venture-backed startups. + * **The Economic Case for Inclusion:** Explain the logic that diverse teams access broader markets and bring varied expertise, leading to better financial performance. + * **Actionable Strategies:** Discuss board placement initiatives and mentor networks (e.g., ExeConnect) to bridge this gap. + +9. **Conclusion: Data-Driven Program Design** + * **Synthesis:** Successful programs are not designed in a vacuum; they respond to the specific gaps identified in the "Five-Step Framework." + * **The Feedback Loop:** National (PwC) and Regional (MVCA) data should constantly inform the "Step 3" (Market Assessment) of the planning process. + * **Final Takeaway:** Effective economic development finance requires balancing visionary goals with a rigorous understanding of institutional and market realities. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec17/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec17/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..927e46e0556344eb4812875a8d3c5cb692786e9d --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec17/generation_task/judge_prompt.json @@ -0,0 +1,39 @@ +{ + "material_dependent_checklist_1": [ + "\nMarket Demand & Gap Analysis\n* Is there a systematic assessment of **Potential Demand**, including the size and characteristics of the target market?\n* Are the **Capital Market Gaps** (e.g., specific dollar ranges like $50k–$100k or stage-specific gaps) explicitly identified?\n* Does the plan evaluate \"Demand-side Obstacles,\" such as financial knowledge or collateral constraints?\n", + "\nImplementation & Institutional Choice\n* Have the **Development Goals** (geographic focus, enterprise types) been clearly defined and targeted?\n* Is there a justification for the chosen **Institutional Model** (e.g., CDFI, RLF, or VC fund) relative to the identified gaps?\n* Does the evaluation include a plan for \"Enabling Environments\" to support the program's success?\n", + "\nSystemic Functionality\n* Does the analysis assess the **Capital Absorption Capacity** of the place, focusing on the ability to deploy capital effectively?\n* Are the key functions of the investment ecosystem evaluated:\n * **Strategic Priority Setting?**\n * **Project Pipeline Generation?**\n * **Supportive Policy/Regulatory Environment?**\n", + "\nResource Leveraging\n* Is there a strategy to use analysis to \"Strengthen the System\" rather than just funding individual projects?\n* Does the content address the \"Non-profit Capacity Gap\" in service delivery for micro and small enterprises?\n", + "\nFund Management & Dry Powder\n* Does the report track **Capital Under Management** and the amount of \"Dry Powder\" (available capital) in the region?\n* Is there a distinction between capital managed by **In-State vs. Out-of-State** firms?\n* Are the fundraising trends for regional VC firms benchmarked against historical data (e.g., 5-year growth trends)?\n", + "\nInvestor & Founder Diversity\n* Is the **Diversity of the Entrepreneurial Landscape** assessed, including the participation of women and minority founders?\n* Does the checklist track the diversity of the \"Investment Professionals\" (General Partners/Principals) within the VC firms?\n", + "\nDeal Flow & Stage Distribution\n* Are the **Investment Stages** (Seed, Early, Expansion, Late) clearly categorized and quantified by dollar amount and deal count?\n* Does the analysis identify \"Megadeals\" ($100M+) and their impact on the overall regional or national data?\n* Is the **Deal Count Trend** (e.g., a decline in volume vs. an increase in dollars) analyzed to detect market shifts?\n", + "\nIndustry Sector Concentration\n* Are investments segmented by **Sector** (e.g., Software, Biotechnology, Life Sciences, Consumer Products)?\n* Is there a specific focus on regional strengths (e.g., Michigan’s concentration in Life Sciences vs. Silicon Valley’s Software dominance)?\n", + "\nExit Activity & Returns\n* Does the report track **Exits** (M&A, IPOs, or Buyouts) as a measure of the ecosystem’s health and liquidity?\n* Is the \"Follow-on Investment\" capacity evaluated—ensuring companies can secure subsequent rounds of capital?\n", + "\nOperational Support & Mentorship\n* Are there programs for **Executive Connection** (placing experienced mentors and board members at startups)?\n* Does the fund/organization provide \"Technical Assistance\" or specialized legal/accounting support for early-stage companies?\n", + "\nInstitutional Presence\n* Is the **Bank Branch Density** analyzed relative to neighborhood income levels (LMI vs. non-LMI tracts)?\n* Does the content address the shift from **Local to Out-of-Market Ownership** and its impact on small business lending?\n", + "\nAccess Gaps in Urban Centers\n* Are specific barriers for urban small businesses identified, such as the **Information Gap** (language, resource awareness) or **Asset Gap** (lack of home equity)?\n* Is the growth of small businesses in Detroit/Michigan benchmarked against surrounding suburban counties?\n" + ], + "material_dependent_checklist_2": [ + "\nFive-Step Planning Process:\nDoes the content detail the standard five-step framework: \n 1. Define development goals and targets;\n 2. Assess potential demand;\n 3. Assess capital market conditions and gaps;\n 4. Evaluate implementation needs;\n 5. Choose institutional model and define products/services?\n", + "\nDemand-Side Analysis:\nAre techniques for assessing potential demand included, such as secondary data analysis, surveys, and key informant interviews?\n", + "\nCapital Absorption Capacity:\nDoes the material address the system-level functions: Setting strategic priorities, generating a project pipeline, and creating a supportive enabling environment?\n", + "\nNYC Case Study Gaps:\nAre the five specific gaps identified for NYC small businesses included (Capital, Asset, Transitional, Information, and Non-profit capacity gaps)?\n", + "\nInvestment Volume & Deal Count:\nDoes the checklist confirm the Q2 2016 figures: $15.3 billion invested across 961 deals?\n", + "\nThe \"Megadeal\" Phenomenon:\nIs the rise of \"Megadeals\" ($100M+ investments) noted, including how they drive dollar volume despite a 5% decline in total deal count?\n", + "\nSector Dominance:\nIs the Software sector identified as the leader, receiving $8.7B (over 50% of total quarterly funding)?\n", + "\nLifecycle Stages:\nDoes the content break down investments by stage: Seed (noting its shrinkage), Early, Expansion, and Later stage?\n", + "\nCapital Under Management:\nIs the 2015/2016 Michigan-based VC capital accurately reported (approx. $2.2 billion)?\n", + "\nInvestment Leverage:\nDoes the material note the leverage ratio—that for every $1 of Michigan VC investment, an additional $4.33 of outside capital was attracted?\n", + "\nFirm & Professional Growth:\nIs there an assessment of the number of active VC firms (approx. 35) and the 15% growth in VC professionals in Michigan over the past five years?\n", + "\nSector Focus in MI:\nAre the top Michigan industries identified: Life Sciences/Healthcare, Information Technology, and Advanced Manufacturing?\n", + "\nMarket Resilience:\nDoes the content compare Michigan's ecosystem resilience (growth in professionals) against national trends of consolidation?\n", + "\nTalent Pipeline Initiatives:\nAre Michigan-specific talent programs mentioned, such as \"Hacker Fellows,\" \"Venture Fellows,\" or \"ExeConnect\"?\n", + "\nThe \"Series A\" Gap:\nIs the specific regional challenge for firms in securing follow-on Series A and later-stage funding addressed?\n", + "\nBank Consolidation Impact:\nDoes the checklist include the analysis of Detroit's banking shift from local to out-of-market ownership?\n", + "\nBranch Density Disparities:\nIs the correlation between LMI (Low-to-Moderate Income) neighborhoods and lower bank branch density per capita in Detroit noted?\n", + "\nSmall Business Growth Trends:\nAre the trends for small business growth in Detroit vs. surrounding counties (2000–2010) accurately reflected, noting the decline in branch presence?\n", + "\nProduct-Market Fit:\nDoes the material explain the importance of choosing an institutional model (e.g., CDFI, RLF, or VC) that matches the specific identified capital gap?\n", + "\nTechnical Assistance (TA) Linkage:\nIs the necessity of pairing capital with TA to overcome \"Information\" and \"Capacity\" gaps highlighted?\n", + "\nDual Practice Approach:\nDoes the checklist verify the \"Dual Practice\" framework—improving conventional markets while creating alternative institutions?\n" + ] +} diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec17/generation_task/statistics.yaml b/education/MIT-Financing_Economic_Development/437F16_Lec17/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ad5591ad7440785ef6a818059818f7ab95882ae9 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec17/generation_task/statistics.yaml @@ -0,0 +1,28 @@ +case_path: education/MIT-Financing_Economic_Development/437F16_Lec17 +category: education +input_metrics: + total_input_tokens: 34409 + generation_prompt_tokens: 2489 + materials_total_tokens: 31920 + material_count: 2 + pdf_total_pages: 57 + file_details: + - name: material_1.pdf + tokens: 26880 + pages: 48 + - name: material_2.pdf + tokens: 5040 + pages: 9 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 21 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 33 + total_count: 63 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec17/material_1.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec17/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b1b0a227074e95359e6d01075f027be222931abb --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec17/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b55f95f21f69432cb922137c75dad6e397f0249c44d5851e2174f700e717d09 +size 2665934 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec17/material_2.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec17/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..01d16de57d9b6895ce214fc1fe7ec71271b812c1 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec17/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2d87a9c7db3006c1590b9b73db17393e0a58e4b18df8fe844f0752349d1f1a0 +size 1081361 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec19/generation_task/instructions.md b/education/MIT-Financing_Economic_Development/437F16_Lec19/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d0bde3fb13df83eada713808863bf7c8a29ff2f6 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec19/generation_task/instructions.md @@ -0,0 +1,147 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Lecture Title:** "Balancing the Wheels: Capital Management and the Future of Microenterprise Development" + * **Context:** MIT 11.437/11.438, Servon’s Microenterprise Research, and Michigan REI Studies. + * **Key Themes:** The "Bicycle" Metaphor, Pricing & Loss Management, CDFI Bond Guarantee Program, and Regional Outreach. + +2. **Agenda / Outline** + * **The Core Paradox:** Mission vs. Sustainability (The Bicycle Metaphor). + * **Microenterprise at a Crossroads:** Challenges identified by Lisa Servon. + * **Capital Management Mechanics:** Pricing, losses, and securing new capital. + * **Scaling through Secondary Markets:** The CDFI Bond Guarantee Program. + * **Michigan Case Study:** Assessing coverage, access, and outreach. + * **Legislative and Policy Environment:** Supporting Microenterprise Development Organizations (MDOs). + * **Sustainability Strategies:** Restructuring, Innovation, and Standardization. + * **Summary:** Integrated approaches for long-term impact. + +3. **The "Bicycle" Metaphor for CDFIs (Lecture 19)** + * **The Front Wheel (Mission):** It turns, adapts, and leads the organization. + * **The Back Wheel (Capital Base):** Where sustainability, risk, and transaction costs are seated. + * **Balance:** Explain the logic that an organization cannot move forward if these two wheels are not synchronized. + + +4. **Challenges Facing the Microenterprise Field (Servon Paper)** + * **Current State:** Identify why the field is in a "difficult place" after two decades (lack of standardized data, decreasing funding). + * **The "Scale" Problem:** Discuss why initial goals of scale and financial self-sufficiency remain elusive for many programs. + * **Targeting:** The difficulty in reaching the "poorest of the poor" while maintaining program viability. + +5. **Operational Capital Management (Lecture 19)** + * **Pricing Logic:** Explain the "Floor Rate" formula = Cost of Capital + Expected Loss Rate + Operating Cost %. + * **Loss Management:** Detail how to handle the risk of losses in fixed-rate loans (e.g., loan value declines if interest rates rise). + * **Strategies for Liquidity:** Discuss the logic of selling or securitizing loans to manage interest rate risk and free up capital. + +6. **The CDFI Bond Guarantee Program (Lecture 19)** + * **Overview:** Explain the U.S. Treasury program providing up to $1 billion per year in guaranteed bonds to finance CDFIs. + * **Structure:** Detail the flow of funds—from Treasury to "Qualified Issuers" (like CRF) to "Eligible CDFIs." + + * **Impact:** Highlight recent transactions (e.g., 2016 $265M issuance) and how they allow CDFIs to refinance debt and scale community development. + +7. **Microenterprise Development in Michigan (Glenn & Pierce Report)** + * **The Landscape:** Analyze the 2012 assessment of Michigan's Microenterprise Development Organizations (MDOs). + * **Coverage Gaps:** Identify the "Financing Gaps" where entrepreneurs lack access to loans between $500 and $35,000. + * **Outreach Barriers:** Discuss how a lack of marketing resources prevents MDOs from reaching diverse and underserved populations. + +8. **Strategies for Future Sustainability (Servon & Michigan Report)** + * **Restructuring:** Consolidating small programs to achieve administrative efficiency. + * **Innovation:** Developing growth-oriented services and using technology for credit scoring (e.g., Accion's model). + * **Accreditation:** The logic of using industry standards to build the "brand" of microfinance and attract institutional investors. + +9. **Conclusion: The Integrated Path Forward** + * **Beyond Welfare:** Shifting the narrative from "social welfare" to "economic development tool." + * **Capital Resilience:** Emphasize that securing diverse, long-term capital (like the CDFI Bond) is essential for mission flexibility. + * **Final Thought:** True sustainability requires both rigorous financial management and a deep commitment to the community's entrepreneurial spirit. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec19/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec19/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..bd50299eda62a061b9d8261948e80ec7a53261a0 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec19/generation_task/judge_prompt.json @@ -0,0 +1,36 @@ +{ + "material_dependent_checklist_1": [ + "\nMission vs. Sustainability\n* Does the organization balance its \"Front Wheel\" (Mission-driven lending) with its \"Back Wheel\" (Capital base, risk, and transaction costs)?\n* Is the **Capital Structure** analyzed to determine its impact on the scale and type of financing available?\n* Are **Retained Earnings** and profits being generated at a level sufficient to fund future Technical Assistance (TA)?\n", + "\nPricing and Interest Rate Risk\n* Does the pricing model use **Market-Rate Returns** to preserve capital and avoid \"Capital Substitution\"?\n* If using below-market rates, is the **Floor Rate** calculated as (Cost of Capital + Expected Loss + Operating Costs)?\n* Are there mechanisms to mitigate **Interest Rate Risk**, such as variable rate loans or the securitization of fixed-rate assets?\n", + "\nCDFI Bond Guarantee Program\n* Does the plan leverage the **CDFI Bond Guarantee Program** for long-term (up to 30 years), large-scale capital?\n* Are the requirements for the $10 million minimum loan and the two-year window for bond proceeds deployment addressed?\n* Is there a plan for **Pledged Loan Assets** to serve as recourse for the Treasury-guaranteed bonds?\n", + "\nLiquidity and Securitization\n* Is the role of intermediaries like the **Community Reinvestment Fund (CRF)** considered for purchasing and securitizing loans?\n* Does the entity have \"Preferred Lender\" status (e.g., SBA 7a) to increase secondary market liquidity?\n", + "\nSystemic Barriers to Scale\n* Does the strategy address the lack of **Standardized Data** and accreditation that hinders the field's maturity?\n* Is the program responding to the decline in philanthropic and federal funding through **Institutional Innovation**?\n* Are the \"Crossroads\" challenges—competition from fringe bankers and difficulty reaching target markets—explicitly mapped?\n", + "\nStrategic Realignment\n* Is there a transition plan from \"Social Welfare\" models to \"Economic Development\" models that emphasize scalability?\n* Does the program incorporate **Accreditation and Standardization** to improve its appeal to mainstream investors?\n", + "\nCost-to-Serve Analysis\n* Are **Operating Costs per Client** tracked against the industry benchmark (e.g., ~$4,500/client)?\n* Does the program have a strategy to improve the **Cost Recovery Rate** (averaging 23-33% for lenders)?\n* Is the \"Staff-Intensive\" nature of technical assistance balanced with automated tools like **Customized Credit Scoring** (e.g., Accion model)?\n", + "\nPortfolio Quality\n* Is the **Loan Loss Rate** (benchmarked at ~4%) managed through aggressive delinquency tracking and loss reserves?\n* Are there \"Growth-Oriented\" services to help micro-firms transition to conventional bank financing?\n", + "\nGeographic and Outreach Gaps\n* Does the evaluation use **GIS Mapping** to identify \"Micro-Deserts\" where small business access to credit is low?\n* Is there an assessment of the **Outreach Gap**, specifically regarding language barriers and awareness in minority communities?\n* Are **MDO (Microenterprise Development Organization)** coverage areas aligned with regions of high unemployment or poverty?\n", + "\nLegislative and Policy Support\n* Is the program aligned with state-level **Microenterprise Legislation** or economic development incentives?\n* Does the strategy involve **Community Marketing** and partnerships with local agencies to expand the \"Referral Pipeline\"?\n", + "\nTriple Bottom Line Reporting\n* Are **Social Impact Metrics** (job creation, income growth, asset building) tracked alongside financial performance?\n* Does the program measure the **Multiplier Effect** of micro-investments on the local regional economy?\n* Is \"Human Development\" (e.g., financial literacy, business skill acquisition) valued as a primary output of the program?\n" + ], + "material_dependent_checklist_2": [ + "\nSector Maturity & Crossroads:\nDoes the content reflect that the field is nearly 20 years old with over 550 programs, yet goals of scale and sustainability remain elusive?\n", + "\nKey Systemic Problems:\nAre the primary hurdles identified: lack of standardized data, decreasing funding from key sectors, increased competition, and difficulty in reaching target markets?\n", + "\nStrategic Response Categories:\nDoes the checklist cover the three proposed strategy areas: restructuring (mergers/collaborations), innovation (new products/delivery), and accreditation/standardization?\n", + "\nTarget Market Definition:\nIs the definition of microenterprise consistently applied: businesses with 5 or fewer employees requiring $35,000 or less in credit?\n", + "\nThe \"Bicycle\" Metaphor:\nIs the balance between mission (front wheel) and capital base (back wheel) emphasized as essential for organizational progress (as noted by Martin Eakes)?\n", + "\nPricing Strategies:\nDoes the material distinguish between market-rate pricing (to preserve capital) and below-market \"floor rates\" (cost of capital + expected losses + operating costs)?\n", + "\nRisk & Loss Management:\nAre methods for managing interest rate risk (variable rates, loan sales/securitization) and the use of loan loss reserves addressed?\n", + "\nThe CDFI Bond Guarantee Program:\nAre the specifics included: up to $1 billion/year in Treasury-guaranteed bonds, $100 million minimum per bond, and up to 30-year terms?\n", + "\nImpact of Capital Structure:\nDoes the content explain how capital sources shape the feasible type, level, and scale of financing, as well as the ability to fund technical assistance (TA)?\n", + "\nMichigan Ecosystem Assessment:\nDoes the checklist verify the coverage and access of Microenterprise Development Organizations (MDOs) across Michigan’s various regions?\n", + "\nLegislative Context:\nIs the role of Michigan-specific legislation (e.g., Public Act 423) in supporting or hindering microenterprise growth discussed?\n", + "\nMarketing & Outreach Gaps:\nAre the findings on MDO community marketing included, specifically how programs identify and connect with underserved entrepreneurs in Michigan?\n", + "\nREI Co-Learning Plan:\nAre the goals of the MSU EDA University Center for Regional Economic Innovation (REI) mentioned: engaging innovative mindsets for new economic realities?\n", + "\nSecondary Market Roles:\nIs the role of intermediaries like the Community Reinvestment Fund (CRF) in purchasing and securitizing loans for the development finance sector covered?\n", + "\nTechnical Assistance (TA) Funding:\nDoes the material address the challenge of funding high-touch services (training and coaching) which are critical for micro-borrowers but hard to self-sustain?\n", + "\nMission vs. Finance Trade-offs:\nDoes the checklist ensure a balance between poverty alleviation/human development goals and financial metrics like cost recovery?\n", + "\nSecuritization Trends:\nIs the trend toward moving assets off-balance sheet to raise new capital and manage risk through securitization (e.g., CRF's 50+ transactions) explained?\n", + "\nCollaborative Networks:\nDoes the checklist include the importance of \"ecosystems\"—strategic partnerships between government, non-profits, and the private sector to leverage resources?\n", + "\nStandardization Needs:\nIs the tension between the need for standardized industry data (to attract larger investors) and the need for localized, flexible service delivery addressed?\n" + ] +} diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec19/generation_task/statistics.yaml 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b/education/MIT-Financing_Economic_Development/437F16_Lec2/generation_task/instructions.md @@ -0,0 +1,146 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Lecture Title:** "Capital Availability and System Perspectives: Financing Economic Development" + * **Course Context:** MIT 11.437 / 11.438 (Financing Economic Development) + * **Key Themes:** Market Imperfections, Ecosystems, and Capital Absorption. + +2. **Agenda / Outline** + * **The Theoretical Gap:** Market Imperfections & Capital Supply + * **The Ecosystem Approach:** Shaping the Social Entrepreneurship Environment + * **The Capital Absorption Framework:** Capacity Beyond Supply + * **Strategic Implementation:** The Dual Practice Approach + * **Case Study:** Economic Development and Resource Leveraging in Detroit + * **Policy Tools:** The Role of SSBCI and Federal Support + +3. **Theoretical Foundations: Market Imperfections** + * **Perfect Market Theory:** Explain the requirements for "perfect" competitive markets (e.g., perfect information, no transaction costs). + * **The Reality of Gaps:** Describe how information asymmetry and high transaction costs create capital supply gaps in underserved communities. + * **The Policy Case:** Argue that development finance is not a subsidy but a mechanism to "perfect" markets for better economic productivity and social benefits. + +4. **The Ecosystem Framework (Bloom & Dees)** + * **Beyond the Venture:** Explain why social entrepreneurs must look beyond their own organization to the broader "ecosystem." + * **Key Components:** Detail the three pillars: + * **Environmental Factors:** Economics, politics, and geography. + * **Players:** Supporters, competitors, and complementors. + * **Institutional Norms:** Regulatory, cognitive, and normative barriers. + * **Logic of Change:** Provide examples (e.g., ChildLine India) of how changing institutional behavior is necessary for systemic impact. + +5. **The Capital Absorption Framework** + * **The Supply Fallacy:** Challenge the idea that merely increasing capital "supply" solves development problems. + * **The Three Pillars:** + * **Shared Requirements:** Creating a collective vision and strategic priorities. + * **Pipeline:** Developing a flow of "deal-ready" projects and capable entities. + * **Enabling Environment:** Building the policy platforms and market data needed to facilitate investment. + +6. **The Dual Practice Plus Approach** + * **Market Perfection:** Explain tools for risk-sharing, bank regulation, and reducing information costs to fix conventional markets. + * **Market Creation:** Describe the role of alternative institutions like CDFIs (Community Development Financial Institutions), Revolving Loan Funds, and Venture Capital funds. + * **Functional Barriers:** Address how race, gender, and class act as systemic barriers to equitable capital deployment. + +7. **Case Study: Small Business Development in Detroit** + * **Contextual Barriers:** Discuss the specific challenges in Detroit, such as fragmented leadership and the lack of comparable appraisal values. + * **Informed Discussion:** Based on the Federal Reserve findings, explain why "informed discussion" among stakeholders is a prerequisite for project viability. + * **Resource Alignment:** How identifying "functional zip codes" for investment helps focus limited resources for maximum impact. + +8. **Leveraging Resources: The SSBCI Model** + * **State Small Business Credit Initiative (SSBCI):** Explain the logic of using federal funds to provide credit enhancement. + * **Complementary Lending:** Show how SSBCI acts as a "bridge" or "gap filler" alongside SBA (Small Business Administration) loans. + * **The Multiplier Effect:** Explain the principle of leveraging private capital (e.g., $1 of public funds stimulating $10 of private lending). + +9. **Summary / Strategic Takeaways** + * **Systems Thinking:** Development finance requires moving from individual "deals" to "systemic" interventions. + * **Integration:** Success depends on the alignment of capital supply, project pipelines, and a supportive ecosystem. + * **The Final Goal:** Sustainable economic development is achieved by building the capacity of a place to absorb and deploy capital equitably. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec2/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..94bbb474e133993adb5e94a4027df0df37d32212 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec2/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\nCoverage of Key Frameworks\n* Does the material explicitly outline the following three foundational frameworks?\n * Capital Market Imperfections\n * The Ecosystem Approach\n * The Capital Absorption Framework\n * Case Study: Detroit and Practical Implications\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\nTheoretical vs. Practical Market Conditions\n* Does the content contrast \"perfect\" competitive markets with the reality of supply gaps?\n* Is the political and policy case for \"Development Finance\" explained as a tool to correct these imperfections?\n If no, specify if the rationale for government intervention is missing.\n", + "\nDrivers of Market Gaps\n* Are specific drivers of capital gaps addressed, such as:\n * Information and transaction costs?\n * The shift from depository holdings to global securitization?\n * The difference between \"Public\" and \"Private\" capital markets?\n", + "\nDefining the Social Entrepreneurship Ecosystem\n* Is the concept of an \"ecosystem\" introduced as a way to understand the broad environment beyond a single organization?\n* Does it identify key components: Environmental players (opponents, allies), Environmental conditions (laws, policies), and the entrepreneur's role in \"shaping\" them?\n If no, specify if the analysis remains limited to internal organizational management.\n", + "\nCase Study: Institutional Change\n* Is there a mention of successful ecosystem shaping, such as ChildLine India or Self-Help’s work in the secondary mortgage market?\n If no, specify if practical examples of ecosystem cultivation are missing.\n", + "\nInstitutionalized Disparities\n* Does the content address the role of race, class, and gender in creating unequal access to capital?\n* Are historical factors like \"red-lining,\" FHA mortgage policies, and residential segregation explicitly mentioned?\n If no, specify if the discussion of capital availability ignores systemic discrimination.\n", + "\nPersistent Inequalities\n* Is the \"paradox\" addressed—that disparities in lending and capital pricing remain significant even 30 years after major legal reforms?\n", + "\nLocal Economic Context\n* Is the specific context of Detroit covered, including challenges like population decline, high unemployment, and the lack of traditional banking infrastructure in LMI tracts?\n If no, specify if the case study lacks local socio-economic data.\n", + "\nDeployment Strategies and Tools\n* Does the material list specific tools for business development, such as:\n * SBA 7(a) and 504 loan programs?\n * SSBCI (State Small Business Credit Initiative) and collateral support?\n * The role of CDFIs and the \"NEI Subway Map\" of resources?\n If no, specify if the practical \"toolkit\" for urban revitalization is omitted.\n", + "\nThe \"Dual Practice\" Approach\n* Is the \"Dual Practice\" framework explained (simultaneously perfecting conventional markets while creating alternative financial institutions like revolving loan funds)?\n If no, specify if the strategy for reform is missing.\n", + "\nSystemic Coordination and \"Capital Absorption\"\n* Does the content emphasize the need for a \"system\" rather than a \"deal-by-deal\" approach?\n* Is there a focus on the three functions of capital absorption: Strategic priorities, Pipeline development, and Enabling environments?\n If no, specify if the summary fails to provide a path for systemic implementation.\n" + ], + "material_dependent_checklist_2": [ + "\nThree-Pillar Consistency:\nAre the slides/content structured around the three core frameworks: **Capital Market Imperfections**, **Ecosystem Approach**, and **Capital Absorption**? \n * *Detail Check:* Verify if the transition from theoretical \"perfect markets\" to practical \"market failures\" is clearly articulated.\n", + "\nInstitutional Definition:\nIs \"Capital Market\" correctly defined as a set of institutions that accumulate and channel savings while providing returns? \n * *Detail Check:* Ensure the distinction between \"Public\" vs. \"Private\" capital markets and their respective supply gaps is included.\n", + "\nDual Practice Model:\nDoes the content include the \"Dual Practice Plus\" approach (Perfecting conventional markets + Creating alternative institutions + Addressing systemic barriers)?\n * *Detail Check:* Check for specific examples like Risk Sharing Tools (Perfecting) vs. CDFIs/Micro-enterprise Funds (Alternative).\n", + "\nDemographic Data Accuracy:\nDoes the content accurately cite the role of class, gender, and race in financial exclusion?\n * *Detail Check:* Specifically, verify the statistic that sub-prime loans were **5 times more likely** in black neighborhoods regardless of income levels.\n", + "\nHistorical Context:\nAre historical policy failures mentioned, such as FHA mortgage policies and the history of red-lining? \n * *Detail Check:* Ensure the link between residential segregation and financial asset appreciation (or lack thereof) is maintained.\n", + "\nEcosystem Components:\nAre all elements of the Bloom & Dees ecosystem model present: **Actors**, **Environment**, and **System Dynamics**?\n * *Detail Check:* Ensure the \"Environment\" category includes the sub-factors: Politics, Economics, Institutions, and Culture.\n", + "\nProactive \"Shaping\" vs. Passive \"Understanding\":\nDoes the content emphasize that social entrepreneurs must not only *understand* but also *shape* their environment?\n * *Detail Check:* Identify if the \"strategies for environmental change\" (e.g., changing behavior of police/officials in the ChildLine India case) are explained.\n", + "\nCase Study - Self-Help:\nIs the Self-Help (Martin Eakes) case used to illustrate changing the \"landscape of lending\"?\n * *Detail Check:* Verify the mention of their strategy to create a **secondary market** for nonconforming loans to increase capital flow.\n", + "\nEnvironmental Barriers:\nAre the specific challenges of Detroit accurately listed (Population decline from 1.9M to 700k, high crime, poor education, and low real estate values)?\n * *Detail Check:* Confirm the mention of the \"broken\" real estate appraisal process and how it hinders traditional bank lending.\n", + "\nBanking Infrastructure:\nIs the decline of local banking infrastructure (only one community bank remaining) and the shift toward \"cookie-cutter\" automated underwriting correctly identified?\n * *Detail Check:* Check if the impact of the Dodd-Frank Act on bank examiner risk-aversion is included as a barrier.\n", + "\nSSBCI Technical Details:\nIs the **State Small Business Credit Initiative (SSBCI)** correctly described as a federal-to-state funding mechanism?\n * *Detail Check:* Ensure the three main programs are defined: **Collateral Support**, **Loan Participation**, and **Capital Access Programs (CAP)**.\n", + "\nComplementary Funding Logic:\nDoes the content explain how SSBCI complements SBA programs (e.g., using SSBCI for bridge loans during construction in a 504 transaction)?\n * *Detail Check:* Verify if the text explains that SSBCI is for loans that \"do not justify the cost of an SBA 7(a) guarantee.\"\n", + "\nThree Functions of Absorption:\nAre the three functions from the Wood/Living Cities framework included: **Strategic Priority Setting**, **Pipeline Development**, and **Enabling Environment**?\n * *Detail Check:* Check if \"Pipeline\" is defined as the ability to turn ideas into \"bankable\" deals.\n", + "\nDetroit Application:\nDoes the Detroit analysis conclude by linking back to these functions (e.g., the need for \"quarterback\" organizations to coordinate actors)?\n * *Detail Check:* Ensure the role of organizations like the New Economy Initiative (NEI) is correctly placed within this framework.\n" + ] +} diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec2/generation_task/statistics.yaml b/education/MIT-Financing_Economic_Development/437F16_Lec2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..492af9ed5f9fe6fff95bc40c8d537153ba09973f --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec2/generation_task/statistics.yaml @@ -0,0 +1,33 @@ +case_path: education/MIT-Financing_Economic_Development/437F16_Lec2 +category: education +input_metrics: + total_input_tokens: 32554 + generation_prompt_tokens: 2329 + materials_total_tokens: 30225 + material_count: 4 + pdf_total_pages: 44 + file_details: + - name: material_1.pdf + tokens: 7280 + pages: 13 + - name: material_2.pdf + tokens: 11200 + pages: 20 + - name: material_3.md + tokens: 5585 + - name: material_4.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec2/material_1.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec2/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..cd615d91316ec1f15fcf277bfe761f4cf53e1c92 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec2/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8074bbc9b59db642b85e396f884122d45235c82d4c3beb973280085aa4a39f46 +size 254405 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec2/material_2.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec2/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..cf9f83646cea04c3487a205b7cacb40fef40d85c --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec2/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:66bf06bc3651df5845c8d689a0c3a1bf8e60ed6a78bdc6b060d7fe94c4614575 +size 910626 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec2/material_3.md b/education/MIT-Financing_Economic_Development/437F16_Lec2/material_3.md new file mode 100644 index 0000000000000000000000000000000000000000..ca87374a0b12500be20451e16a35e1edd513a7b2 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec2/material_3.md @@ -0,0 +1,103 @@ +# Cultivate Your Ecosystem + +Social entrepreneurs not only must understand the broad environment in which they work, but also must shape those environments to support their goals, when feasible. Borrowing insights from the field of ecology, the authors offer an ecosystems framework to help social entrepreneurs create long-lasting and significant social change. + +By Paul N. Bloom & J. Gregory Dees Winter 2008 + +Jeroo Billimoria started the childline India Foundation in Mumbai, India, as a toll-free telephone help line connecting street children with a wide range of support services. She quickly became aware of the need to change the behavior of police, railway, and health officials. ChildLine began offering training workshops and helped launch the National Initiative for Child Protection, with government support. Through these efforts, ChildLine has served more than 3 million children in 73 cities across India, and it has changed the way officials and institutions relate to street children. + +The same is true for Martin Eakes at Self-Help. This organization started out by giving reasonably priced home and business loans to low-income North Carolina families. But after seeing the wider problems that low-income families experienced when seeking loans, Self-Help expanded its goals and now aims to change the landscape of low-income lending in the United States. + +What distinguishes social entrepreneurs like Billimoria and Eakes from other service providers is that instead of just trying to alleviate the symptoms of problems, their organizations are trying to solve the underlying problems. To create significant and long-lasting changes, social entrepreneurs must understand and often alter the social system that creates and sustains the problems in the first place. This social system includes all of the actors – the friends, foes, competitors, and even the innocent bystanders – party to the problem, as well as the larger environment – the laws, policies, social norms, demographic trends, and cultural institutions – within which the actors play. + +To understand and change these social systems, social entrepreneurs should borrow insights from ecology and use an ecosystems framework. Long ago, biologists discovered the limits of studying living organisms in isolation. Biologists gain a much deeper understanding only by considering the complicated relationships between organisms and their environments. They look not only at the impact that environmental factors such as soil and water have on organisms, but also at the impact that these organisms have on one another and their environment. + +Human societies are just as complex as ecosystems, with many different types of players and environmental conditions. Management scholars have recognized the parallels between biological and economic systems.1 Recently, researchers in the field of strategic management have focused greater attention on the parallels between biological and organizational systems, even adopting the phrase “ecosystem strategy” to refer to an approach for guiding an organization’s strategic choices.2 Proponents of an ecosystems framework stress the value of understanding the complexity and dynamics of the wide-ranging forces an organization faces. This broader framework has been used to explain the success of companies such as Wal-Mart and Microsoft that have been particularly adept at shaping their environments.3 + +The ecosystems approach departs from the industrial organization economics framework, generally associated with Harvard Business School’s Michael Porter,4 which focuses on gaining competitive advantage and capturing profits while protecting against new entrants and substitute products in a well-defined industry. According to this traditional framework, industries are made up of competitors, suppliers, and customers. Yet this approach to strategy does not pay enough attention to the many other actors and environments in an industry: the organizations making complementary products, the infrastructure on which the organization depends, and the various institutions, people, and interest groups that affect the entire industry. + + +An ecosystems framework, in contrast, incorporates the broader environment within which organizations operate. It captures the elements of Porter’s economic analysis, adds other potentially important actors, and incorporates the nonmarket forces stressed by scholars such as David Baron at the Stanford Graduate School of Business.5 This framework is particularly important for social entrepreneurs, who must leverage complex systems of interacting players in rapidly evolving political, economic, physical, and cultural environments. + +Indeed, as Heather McLeod Grant and Leslie Crutchfield show in the fall 2007 issue of the Stanford Social Innovation Review, high-impact organizations in the social sector “change the world around them.”6 These managers are not trying simply to maximize profits and do not face straightforward competition in well-defined industries with easy-to-identify competitors, suppliers, distributors, and customers. Instead, they are typically in very messy situations and must mobilize a complex array of interdependent ecosystem players to create social change. They must then support these changes with new institutional arrangements and individual behaviors. + +Social entrepreneurs bring about long-lasting change when they create “new equilibriums,” wrote Sally Osberg and Roger Martin in the spring 2007 issue of the Stanford Social Innovation Review.7 An ecosystems approach can help social entrepreneurs establish these deeply rooted, self-sustaining patterns. + +Self-Help’s Ecosystem + +Self-Help is one organization that has made far-reaching changes by tackling a problematic ecosystem. Martin Eakes, a Yale Law School graduate and a native of rural North Carolina, founded Self-Help in 1980 with his wife, Bonnie Wright. The organization originally provided management assistance to worker-owned businesses in the state, but soon shifted its emphasis to helping disadvantaged residents build wealth through home and business ownership. One main vehicle was reasonably priced loans. + +In 1993, Self-Help was making more than $15 million in home mortgage loans each year in North Carolina. But the organization recognized that it could make only as many loans as its on-hand capital and loan officers could support. In contrast, mainstream lenders could make nearly limitless numbers of loans because they could sell their debt to investors in secondary markets, using intermediaries such as Fannie Mae and Freddie Mac. With the new capital from the secondary markets, mainstream lenders were able to make new loans. Unfortunately, Self-Help’s mortgages to low-wealth borrowers were viewed as too risky for most investors, which meant that the nonprofit could not get more capital from secondary markets. + +To sidestep this problem altogether, Self-Help changed the larger financing ecosystem by creating a secondary market for “nonconforming” loans – i.e., home mortgages that are not eligible for sale to either Fannie Mae or Freddie Mac. Self-Help first bought $20 million in loans from Wachovia Bank, taking on the risk of default, packaging them, and reselling them to private investors. Wachovia committed to relend the proceeds to new low-income borrowers. Self-Help made enough profit on this transaction to increase the amount of loans it bought the next time. + +In 1998, Self-Help decided to create a national market for high-quality nonconforming loans. To secure this market, Eakes and his colleagues convinced the Ford Foundation to grant Self-Help $50 million to cover possible defaults. Ford’s grant made it less risky for Fannie Mae to purchase qualified loans originated by Self-Help or sold to Self-Help by other lenders around the country.8 Numerous lenders have participated, including Wachovia, Bank of America, RBC Centura, Sky Financial Group, and CCO Mortgage. These participating lenders have committed to re-lend the proceeds to low-income homebuyers in the future. + +Since its inception, Self-Help has purchased loans from 47 states and the District of Columbia. By the end of 2006, investors had purchased a cumulative total of $4.3 billion worth of nonconforming mortgage loans through this program. Moreover, Self-Help has not had to tap the reserve funds, because defaults on these mortgages have been low. As Eakes says, “If someone has a chance to own a home who has never had a chance to own one before, they will do anything to keep that home.”9 + +As Self-Help was developing this mortgage market, the organization embarked on a second ecosystem change: implementing new laws and regulations against predatory lending. By the late 1990s, predatory lending was clearly undermining many of the gains that poor families had made. A low-wealth family might build up its assets, in the form of home equity, only to see the value of that asset stripped away by aggressive lenders who offered tempting opportunities to pay off bills or reduce monthly payments through refinancing with an adjustable rate loan. These lenders typically offered low initial payments that increased dramatically a few years into the loan. The borrowers often did not understand the costs and risks of these loans and ended up losing their equity and, in many cases, their homes. + +To improve the financial well-being of its clients and other low-income borrowers, Self-Help worked with a coalition of business groups (banks, credit unions, realtors, homebuilders, and others) and activist organizations (AARP, NAACP, the N.C. Council of Churches, and others) to advocate for a predatory lending law. North Carolina passed this law – the first law of its kind in the country – in 1999. + +Although Self-Help changed the state’s financial and legal ecosystem, the organization saw that preying on the poor was unique neither to North Carolina nor to the home mortgage market. And so in 2002, Self-Help created the Center for Responsible Lending (CRL) to eliminate abusive financial practices on a national scale. With the support of CRL, several states have passed new laws to constrain both predatory mortgage lending and payday lending – short-term loans with the equivalent of a 390 percent annual interest rate.10 CRL has gotten the attention and changed the practices of corporate decision makers, as indicated by a headline in The Wall Street Journal in 2005: “When Martin Eakes Speaks, Citigroup Listens.” + +Mapping an Ecosystem + +Eakes and his colleagues at Self-Help created change in the housing and lending markets largely by instinct. To make ecosystem change more systematic, social entrepreneurs should create a map of their ecosystem that identifies all of the players and environmental conditions along with the relationships between them. + +The first step social entrepreneurs must take when creating an ecosystem map is to define their organization’s ultimate intended impact, as well as the series of steps that will lead to that impact – that is, they must define their theory of change. They must ask themselves: “What do we want to accomplish?” “How will achieving this result make society a better place?” “What’s the first step on the path to this change?” “How will taking this step get us closer to our goal?” “Why do we believe that this step will lead to change?”11 + +Next, social entrepreneurs must identify the various parts of their ecosystem, including the players (individuals and organizations) and the environmental conditions (norms, markets, laws) that do or potentially could influence their ability to create and sustain the organization’s intended impact. The distinction between players and environmental conditions is a bit artificial because the two often affect one another, but for mapping purposes it is useful to look at the ecosystem through both of these lenses. + +PLAYERS. Biological ecosystems are made up of complex webs of interrelated organisms, or players, each of which has a role. A flowering plant, for example, relies on certain birds and insects to spread its pollen. The birds and insects, in turn, receive nutrition from the plant. Other birds and insects might feed on the flowering plant, and competing plants might rob the flowering plant of needed sunlight, water, and nutrients. Social ecosystems operate in much the same way. Social entrepreneurs get help from some individuals and organizations, give help to others, fend off threats from others, and compete with still others. Social entrepreneurs must identify all of the relevant players and the roles that they play. To keep the ecosystem- mapping exercise manageable, we recommend dividing the players into six roles: + +RESOURCE PROVIDERS. These players include providers of financial, human, knowledge, networking, and technological resources, and any brokers or intermediaries that channel these resources to those who want them. Inadequacies and inefficiencies in this category can seriously constrain social entrepreneurs’ ability to achieve impact, just as a plant will struggle if it is cut off from adequate sunlight, water, or other nutrients. By creating a secondary market, Self-Help was tapping into a new supply of financial resources for low-income mortgages. +COMPETITORS. This category includes both organizations that compete with the social entrepreneur’s organization for resources and those that compete to serve the same beneficiaries. For instance, Teach for America competes for talent with McKinsey & Co. and Goldman Sachs, even though neither one of these organizations serves the same beneficiaries as Teach for America. And schools of education compete with Teach for America to supply teachers to America’s schools. Competition can be healthy if it helps channel resources to the most effective uses and beneficiaries to the most effective programs. Nevertheless, it can also lead to fragmentation and inefficiency when it is not linked to performance – a common problem in the social sector. +COMPLEMENTARY ORGANIZATIONS AND ALLIES. These players are organizations or individuals that facilitate a social entrepreneur’s ability to create impact. This includes partners who perform critical steps in the social entrepreneur’s theory of change, individuals and organizations supporting the same cause, and people providing important complementary services. Parents, for example, play a central role in the preschool literacy program Raising a Reader, which provides books for parents to read to their children. Although weaknesses in this category are easy to overlook, they can seriously inhibit effectiveness. +BENEFICIARIES AND CUSTOMERS. These players include clients, patients, customers, and others who benefit from social entrepreneurs’ activities. In some cases, the paying customers might not be the ultimate beneficiaries – for instance, when a government agency pays for social services delivered to low-income families. In other cases, the ultimate beneficiaries may not interact with the organization at all. For example, the primary beneficiaries of Mothers Against Drunk Driving (MADD) are everyone who runs the risk of being injured by a drunk driver on the road, including those who have never heard of MADD. +OPPONENTS AND PROBLEM MAKERS. These players contribute to the problems social entrepreneurs are addressing, undermine the ability of the organizations to achieve and sustain their intended impact, or oppose their efforts politically. Some, such as open political adversaries and those most directly responsible for the problems in question, are easy to identify. And so groups seeking to slow global climate change, for example, know they have to counter the efforts by the Global Climate Coalition and the Competitive Enterprise Institute, which have tried to raise doubts about the science of global warming. Others may be harder to identify because they are neutral about the social entrepreneurs’ cause and do damage to the cause indirectly, unintentionally, and sometimes even unknowingly. +AFFECTED OR INFLUENTIAL BYSTANDERS. This is a catchall category designed to provoke social entrepreneurs to think about players who have no direct impact now, but who are affected by their efforts or who could influence their success. Of particular importance are organizations that could be harmed if the social entrepreneur succeeds. These players may eventually become opponents or problem makers. Think of how labor unions might respond to a job skills development program that graduates many talented workers who are willing to work for lower than union wages. Conversely, social entrepreneurs may also be able to identify organizations that incidentally benefit from their success and turn them into allies or resource providers. Finally, social entrepreneurs may identify parties who are currently neutral or on the sidelines, such as members of the media, who could influence (both positively and negatively) the change they want to bring about. +These categories are dynamic and not mutually exclusive. Players can take on more than one role at a time, they can switch roles over time, and new players can enter. The same organization can be both a competitor when it comes to vying for limited resources, and an ally when it comes to working together to expand the resource pool or advocate for legislation to serve the same cause. For example, faced with research from the Center for Responsible Lending, major financial institutions might not only curb their more aggressive lending practices, but also find ways to work with Self-Help. Social entrepreneurs’ ecosystem maps should reflect the dynamic nature of their ecosystems, noting trends and anticipating potential changes. +ENVIRONMENTAL CONDITIONS. Biological ecosystems are made up not only of organisms, but also of environmental conditions like soil, weather, sunlight, and water. These environmental conditions have a significant impact on the type of organisms that can exist, as well as on their relationships with one another. And so environmental conditions determine what types of organisms will live and which will die. + +Social ecosystems also contain environmental conditions that significantly impact the overall ecosystem. Laws and regulations, demographics, the economy, and culture all affect which organizations can exist as well as their relationships with one another. Although social ecosystems influence the people and organizations within them, those people and organizations can, in turn, shape and even change the ecosystems of which they are a part. + +Our model for environmental conditions in a social ecosystem is based on the work of Harvard Business School’s Pankaj Ghemawat. To help international businesses understand the locations in which they might operate, Ghemawat identified four categories of important environmental differences.12 We have modified these categories for the needs of social entrepreneurs. Social entrepreneurs should think about current conditions and potential changes within each category. The four environmental conditions are: + +POLITICS AND ADMINISTRATIVE STRUCTURES. This category includes rules and regulations along with the political dynamics of the jurisdictions in which social entrepreneurs operate. It also includes the processes and procedures affecting these rules, including levels of corruption among politicians and enforcement officials. For example, the Community Reinvestment Act of 1977 and the Community Development and Regulatory Improvement Act of 1994 played vital roles in shaping community development finance in the United States, affecting both Self-Help and its banking partners. +ECONOMICS AND MARKETS. This environmental condition includes the overall economic health of the regions in which social entrepreneurs operate and seek resources, as well as the region’s distribution of wealth and income, economic prospects, levels of entrepreneurial activity, and relevant markets. The growth of the mortgage-backed securities market opened an opportunity for Self-Help. Unfortunately, others have used secondary markets to help fuel the explosion of subprime lending. +GEOGRAPHY AND INFRASTRUCTURE. This category includes not only the physical terrain and location, but also the infrastructure that social entrepreneurs count on for transportation, communication, and other operating needs. What works in dense urban areas may not work nearly as well in sparsely populated rural areas. Treating HIV/AIDS in a country with an extensive network of medical clinics is a different challenge from treating it in one with few clinics outside the main urban areas. +CULTURE AND SOCIAL FABRIC. This environmental condition covers the norms and values, important subgroups, social networks, and demographic trends of the people living in the area. Though less concrete, these conditions are as important as infrastructure, politics, and economics. Many microfinance institutions target women. The challenges of this work vary widely depending on local cultural norms about the role of women in the economy. +Defining these environmental conditions is easiest for social entrepreneurs operating in a single, well-defined geography and political jurisdiction. Social entrepreneurs working across many legal, economic, cultural, and geographic environments face a greater challenge. They need to have a robust model that is capable of thriving in different environmental conditions, or they need to choose the different environments carefully to assure a better fit with the model, or they need to adapt their model to accommodate the different environmental conditions. + +Because ecosystems are large and complex, constructing an ecosystem map runs the risk of becoming a tedious bureaucratic exercise. This would defeat the purpose of this process. Mapping ecosystems should be a dynamic process that results in strategic insights. An ecosystem map should be a living document that is modified as social entrepreneurs gain insights about the players and the environmental conditions that have or could have a significant impact on their efforts. Social entrepreneurs should push beyond the obvious to consider the factors that influence the behavior of other players and also consider the direction of change in environmental conditions. + +To visualize an ecosystem map we have included one for Self- Help before and after the organization created the secondary market for nonconforming mortgages and the Center for Responsible Lending + +Paths to Systemic Change + +Once social entrepreneurs have created their ecosystem map, they can use it to hone their strategy. There are two primary paths for creating systemic change. One involves changing one or more of the environmental conditions that shape the behavior of players. The other involves introducing an innovation that spreads well enough to establish new and stable behavior patterns. The first path is the clearest form of systemic change. It includes creating new public policy and regulations, establishing markets and changing the ways existing markets operate, establishing new cultural norms and social dynamics, and building new infrastructure. Self-Help’s work on predatory lending, for example, changed public policy at the state and federal level and is shaping market behavior through its work with large financial institutions. The MADD campaign to create designated drivers changed the culture and social dynamics in the United States and reduced the number of accidents caused by drunk drivers. + +Social entrepreneurs can also create systemic change by introducing new practices, organizational structures, and business models that others adopt. The introduction of hospices, for example, changed how the medical system deals with end-of- life care. Hospices originated in the United Kingdom, but did not enter the United States until 1974 with the establishment of the Connecticut Hospice. Now there are more than 3,200 hospices in the United States. Perhaps the best-known example of a socially entrepreneurial innovation that has spread and caused systemic change is microfinance. This innovation, pioneered by Acción International, Grameen Bank, and others, has become so widespread that it has changed the financial systems for serving the poor in many parts of the world. + +Often, systemic change requires both a shift in environmental conditions and the introduction and establishment of innovative practices. Changes in environmental conditions can reinforce new behavior patterns and facilitate their spread by changing rules, costs, norms, and incentives. For instance, legislation in the 1980s that authorized Medicare to reimburse hospice care helped hospices spread throughout the United States. + +Of course, ecosystem change is no easy task. Social entrepreneurs who wish to create this level of change may find it helpful to keep in mind what we have labeled the “Four C’s”: Coalitions, Communications, Credibility, and Contingencies (see “The Four C’s: Changing Your Ecosystem” above). + +Other Uses of an Ecosystems Framework + +An ecosystems framework can help social entrepreneurs in many ways besides creating systemic change, including: + +Imparting a deeper understanding of an organization’s theory of change by making the environmental conditions and relationships on which the organization depends more visible, possibly leading to a revision of that theory. +Mapping the resource flows into and within the ecosystem, revealing constraints, bottlenecks, and underused sources, perhaps suggesting alternative resource strategies for the organization. +Identifying new operating partnerships, perhaps with complementary organizations, that fall short of systemic change but that promise to enhance the social entrepreneurs’ impact by increasing the coordination of otherwise independent players. +Determining the minimum critical environmental conditions13 required for an organization’s operating model to be a success and using that information to guide the social entrepreneurs’ efforts to take the model into new areas. +Developing different operating models for different ecosystems, or a more robust operating model that works in a variety of different ecosystems. +Of course, looking at society and social entrepreneurs in terms of ecosystems has its limits. Nevertheless, we believe that much can be learned by using this idea to illuminate the dynamic, interconnected, and complex character of the environments in which social entrepreneurs work. +The authors are deeply indebted to the Skoll Foundation and the Kellogg Foundation for their generous support of our scale research, and to John Kalafatas for doing the initial research on this project and educating us on ecosystems before leaving Duke University to join the Edna McConnell Clark Foundation. + +1 Richard R. Nelson and Sidney G. Winter. An Evolutionary Theory of Economic Change. Cambridge, MA: Harvard University Press, 1982; Michael Rothschild. Bionomics: Economy as Ecosystem. New York: Henry Holt, 1990; Michael T. Hannan and John Freeman. Organizational Ecology. Cambridge, MA: Harvard University Press, 1989; Howard Aldrich. Organizations Evolving. London: Sage Publications, 1999. 2 James F. Moore. “Predators and Prey: A New Ecology of Competition.” Harvard Business Review (May/June 1993): 75-86; Marco Iansiti and Roy Levien. The Keystone Advantage. Boston: Harvard Business School Press, 2004; Ron Adner. “Match Your Innovation Strategy to Your Innovation Ecosystem.” Harvard Business Review (April 2006): 1-9; Thomas H. Davenport, Marius Leibold, and Sven Voelpel. Strategic Management in the Innovation Economy. Erlangen, Germany: Publicis, 2006. 3 Iansiti and Levien. The Keystone Advantage. 4 Michael E. Porter. Competitive Strategy. New York: The Free Press, 1980. 5 David P. Baron. Business and Its Environment. Upper Saddle River, NJ: Prentice Hall, 2003. 6 Heather McLeod Grant and Leslie R. Crutchfield. “Creating High-Impact Nonprofits.” Stanford Social Innovation Review (Fall 2007): 32-41. Also see Leslie R. Crutchfield and Heather McLeod Grant. Forces for Good. San Francisco: Jossey-Bass, 2007. 7 Roger L. Martin and Sally Osberg. “Social Entrepreneurship: The Case for Definition.” Stanford Social Innovation Review (Spring 2007): 29-39. 8 These loans should be distinguished from the adjustable rate “subprime” loans that in recent months have caused serious problems in the U.S. financial markets. As will be seen below, Self-Help has long been campaigning against those kinds of loans. 9 See http://www.pbs.org/capital/stories/martin-eakes-print.html. 10 Christopher Conkey. “Politics & Economics: Payday Lenders Strike a Defensive Pose.” The Wall Street Journal, 21 February 2007, p. A8. 11 Susan Colby, Nan Stone, and Paul Carttar. “Zeroing in on Impact.” Stanford Social Innovation Review (Fall 2004): 24-33. 12 Pankaj Ghemawat. “Distance Still Matters.” Harvard Business Review (September 2001). 13 This would be complementary to the idea of a “minimum critical specification” of program elements suggested by Jeffrey Bradach in “Going to Scale: The Challenge of Replicating Social Programs.” Stanford Social Innovation Review (Spring 2003): 19-25. + +PAUL N. BLOOM is the senior research scholar of social entrepreneurship and marketing at Duke University’s Fuqua School of Business. He is the co-author of several books on marketing, including Marketing Professional Services and Handbook of Marketing and Society. + +J. GREGORY DEES is professor of the practice of social entrepreneurship and nonprofit management at the Fuqua School of Business. He is the founding faculty director of Fuqua’s Center for the Advancement of Social Entrepreneurship, and co-author of Strategic Tools for Social Entrepreneurs: Enhancing the Performance of Your Enterprising Nonprofit. \ No newline at end of file diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec2/material_4.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec2/material_4.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4de43f0aa1e0312b0db413627108873b55e4d577 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec2/material_4.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e65878ebc116efb4510b1dd29ce88467d70cc073930b8da01330e1a72ed911eb +size 403885 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec3/generation_task/instructions.md b/education/MIT-Financing_Economic_Development/437F16_Lec3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..6aeb253b5668e5183bc8a27d9e7b2b04b77f4d1d --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec3/generation_task/instructions.md @@ -0,0 +1,139 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Lecture Title:** "Small Business Finance: Growth Cycles, Structural Mechanics, and the FinTech Evolution" + * **Context:** Integration of Financial Growth Paradigms (Berger & Udell), Business Finance Basics (MIT Lec 3), and Modern Lending Trends (Mills & McCarthy). + +2. **Agenda / Outline** + * **The Financial Growth Cycle:** How firm age and size dictate capital structure. + * **Equity Financing:** Valuation logic and governance rights. + * **Debt Financing:** Terms, covenants, and risk mitigation. + * **Information Asymmetry:** The core challenge of small business lending. + * **The Lending Gap:** Why traditional banks struggle with small-dollar loans. + * **The FinTech Revolution:** How technology is changing the credit game. + * **Practical Case Studies:** Applying debt and equity formulas. + +3. **The Financial Growth Cycle Paradigm (Berger & Udell)** + * **Evolution of Funding:** Explain the transition from "Informal/Insider Finance" to "Intermediated Debt (VC/Banks)" and finally to "Public Markets." + * **Underlying Logic:** Analyze how the reduction of "Information Opacity" as a firm matures allows it to move from high-cost, high-monitoring capital to lower-cost, arm’s length public funding. + * **Size vs. Age:** Detail why different points in the cycle necessitate different capital structures to optimize firm value. + +4. **Mechanics of Equity Financing (Lecture 3)** + * **Valuation Logic:** Explain Discounted Cash Flow (DCF) and Price/Earnings (P/E) ratios. It is not enough to show the formula; explain that valuation is a "negotiated" outcome of future risk-adjusted expectations. + * **Rights and Covenants:** Describe the trade-off between capital infusion and the loss of control (Voting rights, Board representation, Anti-dilution covenants). + * **Risk/Reward Profile:** Why equity is the "cushion" for a firm and why investors demand higher returns compared to debt holders. + +5. **Fundamentals of Debt Financing (Lecture 3)** + * **Key Terms:** Define Principal, Interest, Amortization, and Maturity. + * **Risk Mitigation Metrics:** Explain the logic behind the **Debt Service Coverage Ratio (DSCR)** and **Loan-to-Value (LTV)**. + * **The Principle of Collateral:** Why lenders require security positions and guarantees to solve the "moral hazard" problem where borrowers might take excessive risks. + +6. **Information Asymmetry and Relationship Lending** + * **The Information Gap:** Explain why small firms are "opaque" to external investors compared to large public corporations. + * **Relationship Lending:** Describe how banks use "soft information" (local knowledge, character assessment) over years of interaction to overcome the lack of "hard" financial data. + * **Logic of Monitoring:** Why intermediated markets (banks/VCs) are more efficient than public markets for small firms due to their specialized monitoring capabilities. + +7. **The Post-Crisis Small Business Lending Gap (Mills & McCarthy)** + * **Structural Declines:** Analyze why small business lending remained "underwater" even during economic recovery. + * **The Cost-to-Profit Logic:** Explain the "Transaction Cost" problem: It costs a bank roughly the same to underwrite a $100,000 loan as a $1,000,000 loan, making small-dollar loans less profitable and creating a market gap. + * **Bank Consolidation:** How the shift toward larger, centralized banks has led to a loss of the "Relationship Lending" model. + +8. **Technology and the FinTech Shift (Mills & McCarthy)** + * **Algorithmic Underwriting:** How online lenders use real-time data (shipping, social media, cash flow) instead of static tax returns to assess risk. + * **Reducing Frictions:** Explain how automation reduces the transaction costs mentioned in the "Lending Gap" section, making small-dollar loans viable again. + * **The New Players:** The role of payment processors (Square/Amazon) and peer-to-peer lenders in bypassing traditional banking bottlenecks. + +9. **Summary: Integrating Theory and Practice** + * **Synthesis:** Small business finance is a dynamic balance between overcoming information barriers and managing transaction costs. + * **Key Takeaway:** Understanding the "Parts List" (Debt/Equity formulas) is insufficient without understanding the "Ecosystem" (Growth cycles and technological shifts). + * **Future Outlook:** The future of development finance lies at the intersection of traditional relationship logic and modern data-driven automation. + +--- + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec3/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..c3e2e64c59c9f529c4d2ba4625ec74fa74473365 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec3/generation_task/judge_prompt.json @@ -0,0 +1,38 @@ +{ + "material_dependent_checklist_1": [ + "\nFinancial Growth Cycle Alignment\n* Does the content map the firm’s capital structure to its development stage (Seed, Start-up, Early Growth, Expansion)?\n* Is the transition from **Insider Finance** (owner/family) to **Intermediate Finance** (Angel/VC/Trade Credit) to **Public Markets** clearly defined?\n* Note: Check for the presence of the \"Growth Cycle Paradigm\" that dictates when specific financing becomes optimal.\n", + "\nInformational Opacity Analysis\n* Is **Informational Opacity** identified as the root cause of small business financing friction?\n* Does the checklist verify the distinction between:\n * **Relationship Lending:** Reliance on soft information and local monitoring?\n * **Transactional Lending:** Reliance on hard data (financial statements, asset values)?\n", + "\nGovernance and Financial Rights\n* Are the three primary rights of equity holders covered?\n * **Financial Rights:** Dividends and capital gains.\n * **Governance Rights:** Voting rights and board representation.\n * **Exit/Liquidity Rights:** Registration rights and right of first refusal.\n", + "\nValuation and Ownership Dilution\n* Are the technical formulas for valuation present?\n * **Discounted Cash Flow (DCF):** $Value = \\Sigma CF_i / (1+r)^i$.\n * **Price/Earnings (P/E) Ratio** methodology.\n* Is the **Ownership Share** formula included ($Investment / [Pre-Investment Value + Investment]$)?\n* Are protective measures such as **Anti-dilution Covenants** included?\n", + "\nDebt Structural Terms\n* Does the content detail the core components of a loan agreement?\n * **Financial Terms:** Principal, maturity, amortization schedule, and interest rate.\n * **Non-financial Terms:** Collateral, security position (Senior vs. Subordinate), and personal guarantees.\n", + "\nPerformance and Risk Ratios\n* Are the industry-standard underwriting ratios defined for assessment?\n * **Debt Service Coverage Ratio (DSCR):** $Cash Flow / (Principal + Interest)$.\n * **Loan-to-Value (LTV):** $Loan Principal / Appraised Value$.\n", + "\nCategorization of Debt Products\n* Does the material distinguish between diverse debt instruments like **Trade Credit**, **Lines of Credit**, **Equipment Leases**, and **Term Loans**?\n", + "\nBank Consolidation and M&A Impact\n* Is the impact of bank mergers and acquisitions on small business lending analyzed?\n* Does the content address the **\"Large Bank vs. Small Bank\"** capability gap—specifically whether large banks are less effective at managing relationship-based loans?\n", + "\nThe Small-Dollar Loan Profitable Gap\n* Is the \"structural gap\" addressed, explaining why banks find small-dollar loans ($< \\$100k$) less profitable due to high fixed processing costs?\n", + "\nRecovery Disparities\n* Does the content analyze the credit access gap between large and small firms during the post-2008 recovery?\n* Are the following headwinds identified:\n * Collapse of residential real estate value (loss of owner-occupied collateral)?\n * Heightened risk aversion among bank examiners?\n", + "\nThe Regulatory Landscape\n* Is the role of **Dodd-Frank** or **Basel III** mentioned regarding increased capital requirements and their secondary effects on small business credit availability?\n", + "\nOnline Lending Models\n* Are the specific categories of FinTech lenders identified?\n * **Marketplace (P2P) Lenders** (e.g., Lending Club).\n * **Balance Sheet Lenders** (e.g., OnDeck).\n * **Payment-based Lenders** (e.g., Square, Amazon, PayPal).\n", + "\nUnderwriting Through Big Data\n* Is there an explanation of how \"high-tech\" algorithms use real-time data (shipping logs, social media, cash flow via API) to replace traditional \"high-touch\" relationship lending?\n* Does the content discuss the transparency and speed of **online underwriting** versus traditional bank timelines?\n" + ], + "material_dependent_checklist_2": [ + "\nGrowth Cycle Alignment:\nDoes the content accurately map financial needs to firm stages (Seed, Start-up, Early, Mature)?\n", + "\nInformation Opacity:\nIs the transition from high informational opacity in early stages to lower opacity in mature stages clearly defined?\n", + "\nOptimal Capital Structure:\nAre the shifts from internal equity to external equity (Angels/VC) and eventually to external debt accurately captured?\n", + "\nRights and Governance:\nAre equity rights correctly divided into governance (voting) and financial (dividends/capital gains) rights?\n", + "\nValuation Methodology:\nAre key formulas present, including Discounted Cash Flow (DCF) and P/E Ratios for company valuation?\n", + "\nInvestment Covenants:\nDoes the text cover critical terms like anti-dilution, registration rights, and board representation?\n", + "\nStandard Financial Terms:\nAre principal, interest rates, maturity, and amortization periods accurately defined?\n", + "\nCollateral and Security:\nIs the role of collateral, personal guarantees, and security positions (senior vs. junior) explained?\n", + "\nKey Ratios:\nAre the Debt Service Coverage Ratio (DSCR) and Loan-to-Value (LTV) ratio included as primary underwriting tools?\n", + "\nDebt Diversity:\nDoes the content distinguish between trade credit, lines of credit, and specialized loans like equipment leases?\n", + "\nThe \"Opaque\" Barrier:\nIs the structural challenge of small firms being informationally opaque relative to large firms addressed?\n", + "\nBanking Industry Consolidation:\nDoes the content analyze how the decline of community banks affects relationship-based lending?\n", + "\nTransaction Cost Disparity:\nIs it noted that processing small loans (e.g., <$100k) is less profitable for banks due to fixed underwriting costs?\n", + "\nThe Credit Gap:\nDoes the content cite empirical data showing small business lending declined by ~20% post-2008 while large business lending rose?\n", + "\nCollateral Impairment:\nIs the link between falling real estate values and the reduction in small business borrowing capacity explained?\n", + "\nRegulatory Stringency:\nIs the \"regulatory overhang\" and its impact on bank examiner risk-aversion correctly identified?\n", + "\nAlternative Lending Platforms:\nAre online lenders, peer-to-peer marketplaces, and their role in filling the credit gap discussed?\n", + "\nBig Data Algorithms:\nDoes the material cover how new credit algorithms use alternative data to predict creditworthiness better than FICO scores?\n", + "\nConsumer Protection:\nAre the risks of \"new subprime\" markets in online lending and the need for borrower education highlighted?\n" + ] +} diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec3/generation_task/statistics.yaml b/education/MIT-Financing_Economic_Development/437F16_Lec3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0c9d2c1de052e8a9c420c24b1cb3c40d38bbf040 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec3/generation_task/statistics.yaml @@ -0,0 +1,31 @@ +case_path: education/MIT-Financing_Economic_Development/437F16_Lec3 +category: education +input_metrics: + total_input_tokens: 77523 + generation_prompt_tokens: 2483 + materials_total_tokens: 75040 + material_count: 3 + pdf_total_pages: 134 + file_details: + - name: material_1.pdf + tokens: 34160 + pages: 61 + - name: material_2.pdf + tokens: 36400 + pages: 65 + - name: material_3.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 19 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 32 + total_count: 62 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec3/material_1.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec3/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..37ae1543ec4a7b84269f5deffda8b8cb1f29a264 --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec3/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc7eba3ab63ea3ab36d377deb769ec566430ad5f5079854243f8f638a11d13e2 +size 395035 diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec3/material_2.pdf b/education/MIT-Financing_Economic_Development/437F16_Lec3/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1008bcb1d39016b11cb52a36143a66d4276c5a9f --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec3/material_2.pdf @@ -0,0 +1,3 @@ +version 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b/education/MIT-Financing_Economic_Development/437F16_Lec5/generation_task/instructions.md @@ -0,0 +1,144 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * **Lecture Title:** "Firm Evaluation and the Triple Bottom Line: Integrating Financial Analysis with Social Impact" + * **Context:** MIT 11.437/11.438 & The Triple Bottom Line Collaborative (CDFI/CDVCA). + +2. **Agenda / Outline** + * **Firm Evaluation Framework:** The dual path of financial and community benefits. + * **Business Plan Analysis:** Assessing market potential and management capacity. + * **Financial Statement Mechanics:** Diagnosing condition and debt capacity. + * **Cash Flow Projections:** The logic of Accounts Receivable and growth financing. + * **The Triple Bottom Line (TBL) Concept:** Defining People, Planet, and Profit. + * **TBL Tools & Scorecards:** Quantifying social and environmental performance. + * **Measuring Impact (CDVCA Toolkit):** Management systems for double-bottom-line investors. + * **The Progression Matrix:** From internal action to strategic TBL integration. + * **Summary:** The future of impact-driven financial analysis. + +3. **Firm Evaluation & Community Benefits (Lec 5)** + * **The Triple Bottom Line Approach:** Explain that firm evaluation in community economic development (ED) must assess "triple" benefits: economic, social, and environmental. + * **Common Lending Criteria:** List key metrics such as living wage job creation, multiplier effects in the region, and blight elimination. + * **Logic of Selection:** Explain why "locally owned" and "targeted hiring" are prioritized to ensure wealth stays within the community. + +4. **Strategic Business Plan Analysis (Lec 5)** + * **Market Assessment:** Detail the logic of checking "implicit market share"—if projected sales require an unrealistic share of the market, the plan is flawed. + * **Competitive Analysis:** Why identifying current and future competitors is a prerequisite for assessing business durability. + * **The Management Test:** Explain that the quality of the management team is the most critical "soft" metric in high-risk community lending. + +5. **Financial Statement Analysis & Debt Capacity (Lec 5)** + * **Diagnostic Logic:** Explain how to use historical balance sheets and income statements to diagnose current financial health and "debt capacity." + * **Projecting Cash Flow:** Detail the mechanics of Accounts Receivable (AR). + * **The Growth Paradox:** Explain the principle that "sales growth consumes cash." If Year-End AR is greater than Beginning-Year AR, cash receipts will be less than sales, creating a need for AR financing. + +6. **The Triple Bottom Line Framework for CDFIs (27394.pdf)** + * **Defining the Three Pillars:** * **Social:** Equity, diversity, and community wellbeing. + * **Environmental:** Conservation, energy efficiency, and carbon footprint. + * **Financial:** Long-term viability and risk-adjusted returns. + * **The Logic of Integration:** Why CDFIs need TBL to align their lending practices with their mission of social justice and environmental stewardship. + +7. **Tools for TBL Lending & Scorecards (27394.pdf)** + * **The TBL Scorecard:** Describe how to move from qualitative goals to quantitative ratings. + * **Standardized Metrics:** Explain the importance of using shared vocabulary (e.g., job quality metrics, kilowatt-hours saved) to allow for portfolio-wide impact reporting. + * **Risk Mitigation:** Explain the logic that environmentally and socially responsible firms may face lower long-term regulatory and reputational risks. + +8. **Measuring Impacts Toolkit (CDVCA)** + * **The CDVCA Methodology:** Introduce the "Measuring Impacts Toolkit" (MIT) as a management information system. + * **Data-Driven Reporting:** Explain why quantitative data is required by "Double Bottom Line" investors (foundations, banks with CRA obligations). + * **The Target Employee Logic:** Explain the use of Area Median Income (AMI) definitions to track whether investments are truly benefiting low-income individuals. + +9. **The TBL Progression Matrix & Future Outlook** + * **The Evolution Map:** Describe the path from "Awareness" (internal recycling) to "Strategic Integration" (TBL as core to products and mission). + * **Internal vs. External Action:** Contrast internal green procurement with external TBL investment portfolios. + * **Conclusion:** Effective firm evaluation in the modern era requires a synthesis of hard financial projections and rigorous social impact measurement. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Financial models, capital flow mechanisms, leveraging formulas, and regulatory constraints + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a graduate-level urban planning and finance course +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + diff --git a/education/MIT-Financing_Economic_Development/437F16_Lec5/generation_task/judge_prompt.json b/education/MIT-Financing_Economic_Development/437F16_Lec5/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..0ba25845720e7282631ce88e03f0cc4c5aba05bf --- /dev/null +++ b/education/MIT-Financing_Economic_Development/437F16_Lec5/generation_task/judge_prompt.json @@ -0,0 +1,36 @@ +{ + "material_dependent_checklist_1": [ + "\nDiagnostic Accuracy\n* Does the evaluation include a financial \"diagnosis\" based on at least three years of historical Balance Sheets and Income Statements?\n* Are the following key performance ratios calculated and benchmarked?\n * **Liquidity:** Current Ratio and Quick Ratio.\n * **Efficiency:** Inventory Turnover and Accounts Receivable (AR) Days.\n * **Profitability:** Gross Margin, Operating Margin, and Net Margin.\n * **Solvency:** Debt-to-Equity and Leverage ratios.\n", + "\nTrend & Quality Analysis\n* Is there an analysis of the quality of earnings (e.g., distinguishing one-time gains from recurring operational income)?\n* Does the checklist verify the reconciliation between \"Sales\" and \"Cash Receipts\" to identify potential collections issues?\n", + "\nMarket Quantification\n* Is the target market clearly defined, segmented, and quantified (Total Addressable Market)?\n* Is the market share implicit in the sales projections realistic relative to the competitive landscape?\n* Are current and future competitors explicitly identified with a \"SWOT\" (Strengths, Weaknesses, Opportunities, Threats) analysis?\n", + "\nOperational Execution\n* Does the plan evaluate the management team’s specific \"capacity to execute\" the proposed strategy?\n* Are the technical requirements (production capacity, supply chain, distribution) aligned with the projected sales growth?\n", + "\nTBL Framework Application\n* Does the evaluation utilize a **TBL Scorecard** to move beyond a \"single bottom line\" (profit)?\n* Is there evidence of a **TBL Progression Matrix** to assess the firm’s maturity in integrating social and environmental values?\n", + "\nImpact Categories\n* **Economic Impact:** Are there metrics for living wage jobs, wealth creation (e.g., employee stock options), and local multiplier effects?\n* **Environmental Impact:** Does the plan document carbon footprint reduction, toxin elimination, or green procurement policies?\n* **Social Impact:** Is there a focus on local ownership, community services, or \"blight elimination\" in distressed areas?\n", + "\nStandardized Measurement Tools\n* Does the assessment incorporate the **CDVCA Measuring Impacts Toolkit (MIT)** or similar standardized metrics?\n* Is there a \"Core Survey\" methodology for collecting quantitative data on employees and community benefits?\n", + "\nTarget Group Identification\n* Are \"Target Employees\" defined using objective benchmarks (e.g., Area Median Income / AMI)?\n* Does the measurement system function as a \"Management Information System\" to help the firm improve its social outcomes over time?\n* Is the data structured to satisfy \"Double Bottom Line\" investors (e.g., CRA-obligated banks or foundations)?\n", + "\nPro-forma Integrity\n* Are there multi-year pro-forma projections (3–5 years) including Balance Sheets, Income Statements, and Cash Flow statements?\n* Are the underlying assumptions for revenue growth and expense margins explicitly stated and justified?\n", + "\nDebt Service & Sensitivity\n* Is the **Debt Service Coverage Ratio (DSCR)** calculated to ensure the firm can support the proposed financing?\n* Has a **Sensitivity Analysis** (Stress Test) been performed to see how the firm performs under a \"worst-case\" scenario (e.g., 20% drop in sales)?\n* Is the \"Exit Strategy\" or repayment source for the capital clearly identified?\n", + "\nRegional Strategy Fit\n* Does the business align with local/regional economic development strategies (e.g., industry clusters)?\n* Are the community benefits \"additionality\" factors identified (i.e., benefits that would not occur without this specific financing)?\n", + "\nOngoing Monitoring\n* Is there a commitment to an **Annual Survey** or periodic reporting to evaluate the fulfillment of social and environmental goals?\n* Does the firm purchase from or provide services to other local businesses to enhance the regional economic ecosystem?\n" + ], + "material_dependent_checklist_2": [ + "\nMarket Definition:\nDoes the content evaluate the market size and the explicit market share implicit in sales projections?\n", + "\nOperational Capacity:\nIs there an assessment of the management team’s track record and the firm’s key success factors (KSFs)?\n", + "\nSWOT Integration:\nIs a comprehensive SWOT analysis included to diagnose firm performance and potential risks?\n", + "\nTBL Definition:\nIs the Triple Bottom Line accurately defined as the integration of Profit, People (Social), and Planet (Environmental)?\n", + "\nCommunity Impact Criteria:\nDoes the content list criteria such as living wage job creation, multiplier effects, and local procurement?\n", + "\nProgression Matrix:\nIs the TBL Progression Matrix included, showing the evolution from internal action to strategic mission integration?\n", + "\nCDVCA Toolkit (MIT):\nIs the CDVCA Measuring Impacts Toolkit identified, including the Core Survey and Enhanced Modules?\n", + "\nTarget Demographics:\nAre \"Target Employees\" correctly defined based on Area Median Income (AMI) or specific socio-economic barriers?\n", + "\nReporting to Investors:\nDoes the material explain how these tools serve as management information systems for reporting social returns to double-bottom-line investors?\n", + "\nHistorical Performance:\nDoes the checklist confirm the analysis of at least three years of Balance Sheets and Income Statements?\n", + "\nRatio Diagnosis:\nAre key ratios for Profitability, Asset Utilization, Leverage, and Liquidity utilized to diagnose the firm's financial health?\n", + "\nDebt Capacity:\nIs the firm's ability to support proposed financing accurately assessed based on historical and projected cash flows?\n", + "\nCash Flow Mechanics:\nIs the formula for Projected Cash Receipts correctly presented (`Beginning AR + Sales - Ending AR`)?\n", + "\nGrowth Paradox:\nDoes the content explain why sales growth often leads to cash shortages due to rising Accounts Receivable (AR)?\n", + "\nWorking Capital:\nIs the impact of inventory cycles and payables on the net financing need clearly articulated?\n", + "\nDue Diligence Rigor:\nAre the standard steps of due diligence (site visits, customer references, background checks) included?\n", + "\nMission Alignment:\nDoes the evaluation determine if the business reflects local economic development goals and strategies?\n", + "\nTriple Bottom Line Scorecards:\nAre specific scoring tools like the TBL Tool or CDVC toolkit integrated into the investment decision process?\n" + ] +} diff --git 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are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * Lecture Title: "Functional Specificity in the Human Brain: Architecture of the Mind" + * Course Context: MIT 9.13 (The Human Brain), Prof. Nancy Kanwisher + +2. **Agenda / Outline** + * The Core Debate: Modularity vs. General-Purpose (Story of Bob) + * Methodological Foundations: How and Why We Study the Brain + * Case Studies of Specificity: FFA, PPA, and EBA + * The Functional Architecture: Summary and Implications + +3. **Themes of the Course (Introductory Story)** + * **Structure vs. Mush:** Explain that the brain has specific parts for specific functions (not just "amorphous mush"). + * **The "What" over "Where":** Focus on precise functional characterization (what a component does) rather than just its anatomical coordinate. + * **Divide and Conquer:** How modularity helps us understand complex cognitive systems. + +4. **The Fundamental Question (Section 1 of Reading)** + * **Historical Debate:** Proponents of specialized organs (Phrenology, Broca, Fodor) vs. proponents of distributed processing (Lashley, McClelland). + * **The Modern Clarification:** Using fMRI to show that specific aspects of cognition are implemented in highly specialized regions. + +5. **Methods for Mapping the Brain (Lecture II)** + * **Why Study Humans:** The brain is our identity; some functions (language, music) are uniquely human or specialized. + * **fMRI Logic:** Explain the BOLD signal and the "Region of Interest" (ROI) approach—finding the "functional zip code" first. + * **Strengths and Limitations:** Briefly mention why multiple methods (lesions, TMS, fMRI) are needed to establish both necessity and sufficiency. + +6. **The Case for Face Selectivity: FFA (Section 2 of Reading)** + * **The Discovery:** Define the Fusiform Face Area (FFA). + * **Selectivity Evidence:** Explain the "Face vs. Object" contrast. Mention that the FFA responds 2-3x more to faces than any other category. + * **Robustness:** Note that the response is consistent across different viewpoints and styles (e.g., line drawings, photos). + +7. **The Domain-Specific Landscape: PPA & EBA (Section 3 of Reading)** + * **Parahippocampal Place Area (PPA):** Specialization for spatial layout and scenes (indoor/outdoor) rather than individual objects. + * **Extrastriate Body Area (EBA):** Selectivity for body parts and silhouettes; distinction from face-processing regions. + * **Significance:** These regions suggest the brain has specialized "tools" for categories of high evolutionary or social importance. + +8. **Theoretical Implications & Future Directions** + * **Beyond Vision:** Mention Theory of Mind (TPJ) and Language-specific regions as evidence for high-level cognitive modularity. + * **Developmental Origins:** Are these regions "hardwired" or "learned"? Mention the "Nature vs. Nurture" debate. + * **Clinical Relevance:** How understanding these regions helps explain specific deficits (e.g., Prosopagnosia). + +9. **Summary / Key Takeaways** + * The human mind is composed of at least some highly specialized components. + * Functional specificity is a window into the fundamental components of human thought. + * Knowing the "parts list" of the brain is essential for understanding what it means to be human. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + + diff --git a/education/MIT-the_human_brain/01/generation_task/judge_prompt.json b/education/MIT-the_human_brain/01/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f196f53704463fbada2dade41597bd622eb8f23b --- /dev/null +++ b/education/MIT-the_human_brain/01/generation_task/judge_prompt.json @@ -0,0 +1,34 @@ +{ + "material_dependent_checklist_1": [ + "\nCompleteness of the Title Slide\nIs there a dedicated title slide that clearly includes:\n * The lecture title (e.g., \"Functional Specificity in the Human Brain\")?\n * The course context (e.g., MIT 9.13 / Prof. Nancy Kanwisher)?\n Note: Check only for presence, not correctness. If no, specify what is missing.\n", + "\nCoverage of All Sections in the Agenda\nIs there an Agenda / Outline slide that explicitly lists the following sections?\n * Core Debate: Modularity vs. General-Purpose\n * Methods for Studying the Human Brain (fMRI, ROI, etc.)\n * Evidence for Specificity (FFA, PPA, EBA)\n * Theoretical Implications and Development\n Note: Check only for presence. If no, indicate missing or replaced sections.\n", + "\nThe Core Debate: Modularity vs. Distributed Processing\nDoes the deck introduce the debate between \"specialized components\" (e.g., Fodor, Chomsky) and \"general-purpose devices\" (e.g., Lashley, McClelland)?\n If no, specify if the debate is omitted or presented without historical context.\n", + "\nFunctional vs. Anatomical Characterization\nIs the distinction made that the goal is \"functional characterization\" (what it does) rather than just \"anatomical location\" (where it is)?\n If no, specify if the focus is purely on brain anatomy.\n", + "\nLogic of fMRI and BOLD Signal\nIs the fMRI method introduced, including the basic logic of measuring blood flow (BOLD) as a proxy for neural activity?\n If no, clarify if fMRI is mentioned without explaining the underlying principle.\n", + "\nThe Functional Localizer / ROI Strategy\nIs the \"Region of Interest\" (ROI) approach explained (i.e., identifying a region in each subject individually using a localizer task)?\n If no, indicate if the method of identifying specific brain regions is missing.\n", + "\nComplementary Methods: Lesions and TMS\nIs there a mention of lesion studies or TMS to establish the \"necessity\" of a brain region for a specific function?\n If no, specify if the deck relies solely on fMRI \"correlation\" data.\n", + "\nThe Fusiform Face Area (FFA)\nIs the FFA introduced with clear evidence of its selectivity for faces over other objects (e.g., 2-3x higher response)?\n If no, specify if the FFA is missing or described without contrastive evidence.\n", + "\nThe Parahippocampal Place Area (PPA)\nIs the PPA explained as being selective for spatial layouts and scenes (indoor/outdoor) rather than individual objects?\n If no, indicate if the distinction between \"places\" and \"objects\" is missing.\n", + "\nThe Extrastriate Body Area (EBA)\nIs the EBA introduced as a region selective for images of bodies and body parts?\n If no, specify if this functional module is omitted.\n", + "\nSpecificity Beyond Perception (Theory of Mind)\nIs there coverage of non-perceptual modules, such as the region (TPJ) selective for \"Theory of Mind\" (thinking about others' thoughts)?\n If no, specify if the deck is limited only to visual perception.\n", + "\nOrigins: Nature vs. Nurture\nIs the question of how these regions arise (genetics vs. experience/plasticity) addressed? \n If no, specify if the developmental aspect is ignored.\n", + "\nCase of the Visual Word Form Area (VWFA)\nIs the VWFA mentioned as an example of a region specialized for a culturally invented task (reading)?\n If no, indicate if the example of \"learned\" specificity is missing.\n", + "\nPresence of a Dedicated Summary Slide\nIs there a dedicated slide summarizing the core insights of the lecture?\n If no, specify if the deck ends without a summary.\n", + "\nFocus on Core Insights\nDoes the summary distill the following insights?\n * The brain has a highly structured, modular architecture.\n * Functional specificity provides a window into the \"parts list\" of the human mind.\n * Specialized regions exist for socially and evolutionarily significant information.\n If no, specify if the summary is superficial or misses these central claims.\n" + ], + "material_dependent_checklist_2": [ + "\nAvoidance of Over-simplification or Modernization\nDo the slides avoid \"correcting\" or \"reinterpreting\" Kanwisher’s specific arguments regarding modularity?\n If **no**, specify where the content was modified or substituted with general internet knowledge.\n", + "\nfMRI and BOLD Signal Accuracy\nIs the BOLD signal correctly described as a metabolic/hemodynamic proxy for neural activity rather than a direct measurement of electrical firing?\n If **no**, indicate the location of the error and reference the \"How\" section of the lecture PPT.\n", + "\nROI Strategy and Localizers\nIs the \"Functional Localizer\" method accurately described as identifying regions in *individual* subjects to account for anatomical variability?\n If **no**, indicate if the slides incorrectly imply that these regions are in the exact same anatomical coordinate for every human.\n", + "\nNecessity vs. Correlation Accuracy\nDoes the deck accurately distinguish between \"correlation\" (fMRI) and \"necessity\" (Lesions/TMS)? \n If **no**, identify any claims where fMRI activity alone is incorrectly used to prove a region is \"necessary\" for a task.\n", + "\nFFA Selectivity Accuracy\nIs the Fusiform Face Area correctly defined by its response to faces vs. non-face objects? Does it mention the \"magnitude of response\" (e.g., responding twice as strongly to faces)?\n If **no**, indicate the error and reference Section 2 of the Kanwisher paper.\n", + "\nPPA Functional Accuracy\nIs the Parahippocampal Place Area correctly described as responding to \"spatial layout\" and \"scenes\" rather than just any visual landmark?\n If **no**, indicate where the functional description deviates from the PPA’s specific domain.\n", + "\nEBA and Body Part Specificity\nIs the Extrastriate Body Area accurately described as selective for bodies and body parts (including silhouettes and stick figures)?\n If **no**, indicate the error and reference the \"What\" section of the lecture.\n", + "\nTheory of Mind (TPJ) Accuracy\nIs the TPJ (Temporal Parietal Junction) correctly attributed to \"thinking about others' thoughts\" (Theory of Mind) rather than general social interaction?\n If **no**, indicate the location of the error.\n", + "\nVisual Word Form Area (VWFA) Origins Accuracy\nIs the VWFA correctly used as an example of functional specificity that results from *experience* (reading) rather than innate evolution?\n If **no**, indicate if the slides incorrectly label the VWFA as a \"hardwired\" biological module.\n", + "\nModularity vs. General-Purpose Accuracy\nIs the debate correctly framed? Does it accurately present Kanwisher’s argument that \"at least a few\" specific aspects of cognition are highly specialized?\n If **no**, identify if the slides make an over-generalized claim that \"all\" brain regions are specialized.\n", + "\nConsistency of \"Themes\" Across Slides\nDo the \"Themes of the Course\" (e.g., Brain is not amorphous mush) remain consistent throughout the case studies provided?\n If **no**, indicate any contradictions between the introduction and the specific data slides.\n", + "\nConsistency Between Methods and Findings\nDo the examples provided (e.g., prosopagnosia) correctly support the functional claims made about specific regions (e.g., FFA)?\n If **no**, identify the logical gap between the clinical evidence and the functional conclusion.\n", + "\nAvoidance of Internal Logical Contradictions\nAre there cases where a region is described as \"face-specific\" in one slide but \"general-object\" in another?\n If **no**, indicate the exact slide and location of the contradiction.\n" + ] +} diff --git a/education/MIT-the_human_brain/01/generation_task/statistics.yaml b/education/MIT-the_human_brain/01/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9b9b8c1f90ad5d63809796ea6da2c14757ab1bee --- /dev/null +++ b/education/MIT-the_human_brain/01/generation_task/statistics.yaml @@ -0,0 +1,28 @@ +case_path: education/MIT-the_human_brain/01 +category: education +input_metrics: + total_input_tokens: 7852 + generation_prompt_tokens: 2252 + materials_total_tokens: 5600 + material_count: 2 + pdf_total_pages: 10 + file_details: + - name: material_1.pdf + tokens: 1120 + pages: 2 + - name: material_2.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 13 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 28 + total_count: 58 diff --git a/education/MIT-the_human_brain/01/material_1.pdf b/education/MIT-the_human_brain/01/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b6f56561fe24b85b102149bd98c02dbb8bfcf92b --- /dev/null +++ b/education/MIT-the_human_brain/01/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:14b601aa70c24f053a514c0562308ead25dc7eec808e30f7f9569406fcbe9e33 +size 990107 diff --git a/education/MIT-the_human_brain/01/material_2.pdf b/education/MIT-the_human_brain/01/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fdb8d6c288c140e3c54fb4434389e38e6e5e12a6 --- /dev/null +++ b/education/MIT-the_human_brain/01/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:98eea1282f49b73747585a90c7bf77b038d21c7c0b21e1cf70de71b154ab8b8a +size 685785 diff --git a/education/MIT-the_human_brain/02/generation_task/instructions.md b/education/MIT-the_human_brain/02/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..3c05990ee575dffdf312a72144105c81945f33c7 --- /dev/null +++ b/education/MIT-the_human_brain/02/generation_task/instructions.md @@ -0,0 +1,145 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * Lecture Title: "Functional Specificity and the Architecture of the Mind" + * Course Context: MIT 9.13 The Human Brain (Based on Kanwisher 2010 and Lecture 2) + +2. **Agenda / Outline** + * The Grand Debate: Specialization vs. Distributed Processing + * Basic Neuroanatomy Refresher + * Criteria for Defining a Cortical Area + * Case Study: Visual Motion Area MT (V5) + * High-Level Specificity: FFA, PPA, and EBA + +3. **The Grand Quest: Architecture of the Mind** + * **Core Question:** Is the brain a general-purpose device or a collection of specialized components? + * **Historical Context:** Briefly contrast Franz Joseph Gall (Phrenology) with proponents of distributed processing (Flourens, Lashley). + * **Modern View:** fMRI evidence for highly specialized regions for specific cognitive processes. + +4. **Neuroanatomy Basics & The Cortex** + * **Basic Scale:** 100 billion neurons, ~20 watts power consumption. + * **Key Structures:** Cerebellum, Thalamus, Amygdala, Hippocampus. + * **The Cortex:** Define Grey Matter (cell bodies) vs. White Matter (axons). Describe the cortex as the "pizza-sized" folded outer surface. + * **Visual Pathway:** Simplified flow from Retina -> LGN -> Primary Visual Cortex (V1). + +5. **Defining a "Cortical Area" (Criteria)** + * **Distinctive Function:** Selective response to specific stimuli or tasks. + * **Distinctive Connectivity:** Unique "fingerprint" of inputs and outputs. + * **Distinctive Cytoarchitecture:** Variations in cell types and layer structure (e.g., Brodmann Areas). + * **Topographic Maps:** Concept of "Retinotopy" (spatial mapping of the visual field). + +6. **Case Study: Visual Motion Area MT (V5)** + * **Evidence for Function:** Single-unit recordings in monkeys showing directional selectivity. + * **Necessity (Lesion Studies):** Define "Akinetopsia" (motion blindness) resulting from damage to MT. + * **Causal Evidence:** Microstimulation experiments where stimulating MT neurons biases motion perception. + * **Structural Marker:** High metabolic activity shown by Cytochrome Oxidase staining. + +7. **High-Level Perceptual Specificity (Kanwisher's Evidence)** + * **Methodology:** The "Region of Interest" (ROI) localizer strategy in fMRI. + * **Fusiform Face Area (FFA):** Location in the midfusiform gyrus; selective response to faces (independent of viewpoint or style). + * **Parahippocampal Place Area (PPA):** Selectivity for environmental scenes, buildings, and layouts. + * **Extrastriate Body Area (EBA):** Selectivity for body parts and silhouettes. + +8. **Abstract Specifity & Development** + * **Social Cognition:** Mention the region for "Theory of Mind" (thinking about others' thoughts). + * **The Reading Area:** Visual Word Form Area (VWFA) and its specificity for orthography. + * **Origins:** Discussion on whether these regions are "hard-wired" or shaped by intensive experience (e.g., literacy). + +9. **Summary / Key Takeaways** + * The brain contains highly specialized machinery for specific tasks (Faces, Places, Motion). + * Functional specificity is a window into the fundamental components of human cognition. + * Localization does not mean isolation; these areas are parts of a complex network. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + + diff --git a/education/MIT-the_human_brain/02/generation_task/judge_prompt.json b/education/MIT-the_human_brain/02/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7a5edf69422dd34659bc73314e041711c8230170 --- /dev/null +++ b/education/MIT-the_human_brain/02/generation_task/judge_prompt.json @@ -0,0 +1,33 @@ +{ + "material_dependent_checklist_1": [ + "\nCompleteness of the Title Slide\nIs there a dedicated title slide that clearly includes:\n * The lecture title (9.13 The Human Brain)?\n * The specific lecture context (Lecture 2)?\n Note: You only need to check whether the slides contain the required elements. If NO, specify which elements are absent.\n", + "\nCoverage of All Sections in the Agenda\nIs there an Outline slide that explicitly lists the following sections?\n * Motion Demos (Purpose of visual motion)\n * Basic Neuroanatomy Refresher\n * Cortex: Criteria for a Visual Area\n * Case Study: Visual Motion Area MT (V5)\n Note: If NO, indicate which sections are missing or replaced.\n\n---\n", + "\nQuantitative Basics of the Brain\nAre the \"Bare Basics\" mentioned, specifically:\n * Scale of neurons (~100 billion)?\n * Power consumption (~20 watts)?\n * The \"pizza analogy\" for the surface area of the folded cortex?\n Note: If NO, indicate which statistics are missing.\n", + "\nIdentification of Key Brain Components\nAre the following structures introduced with their locations or functions?\n * Brain stem & Cerebellum (basic life support/motor coordination).\n * Limbic System (including Amygdala and Hippocampus).\n * Thalamus (as the sensory relay station).\n * Grey Matter vs. White Matter (cell bodies vs. axons).\n Note: If NO, identify which structures are missing.\n", + "\nSignificance of White Matter & Connectivity\nIs the importance of white matter explained (e.g., connectivity as a \"fingerprint,\" clinical disorders like MS, or interspecies homologies)?\n Note: If NO, specify if white matter is only mentioned briefly without explanation.\n\n---\n", + "\nFormal Definition of Retinotopy\nIs Retinotopy explicitly defined as the mapping of adjacent points on the retina to adjacent points in the cortex?\n Note: If NO, specify if the concept is used without a formal definition.\n", + "\nReceptive Fields and Map Concepts\nIs the term Receptive Field (RF) defined in the context of single-unit recording?\n* Is there an explanation of what a \"Map\" is in the cortex (i.e., nearby cells having nearby RFs)?\n Note: If NO, indicate whether these foundational concepts are missing.\n\n---\n", + "\nSystematic Definition of a Functional Region\nAre the three primary criteria for a distinct cortical area clearly listed?\n * Distinctive Function (physiological/behavioral evidence).\n * Distinctive Connectivity (input/output fingerprints).\n * Distinctive Cytoarchitecture (cell layers and types).\n Note: If NO, identify which of the three criteria are omitted.\n\n---\n", + "\nFunctional Evidence for MT\nDoes the content provide multiple lines of evidence for MT's specialization:\n * Single-unit recording: Direction-selective neurons (tuning curves)?\n * fMRI: Activation by moving vs. stationary dots in humans?\n * Microstimulation: Influencing a monkey's perception of motion?\n Note: If NO, specify which type of experimental evidence is missing.\n", + "\nClinical and Causal Evidence\nIs the condition Akinetopsia (motion blindness) explained in relation to MT lesions?\n* Does the content describe the specific behavioral deficits (e.g., difficulty pouring tea)?\n Note: If NO, specify if the link between MT and motion blindness is absent.\n", + "\nAnatomical Evidence for MT\nIs the Cytoarchitecture of MT mentioned (e.g., heavy myelination or staining with Cytochrome Oxidase)?\n Note: If NO, indicate if the anatomical/structural evidence is omitted.\n\n---\n", + "\nCore Theoretical Framework\nIs the debate between Functional Specificity (specialized modules) and Distributed Processing (general-purpose device) introduced?\n* Are historical figures like Gall (Phrenology) vs. Flourens/Lashley mentioned?\n Note: If NO, specify if the theoretical context is missing.\n", + "\nIdentification of Specialized Modules\nAre the following domain-specific regions introduced?\n * FFA (Fusiform Face Area) for faces.\n * PPA (Parahippocampal Place Area) for places/scenes.\n * EBA (Extrastriate Body Area) for bodies.\n * VWFA (Visual Word Form Area) for visual words.\n Note: If NO, identify which key specialized regions are absent.\n\n---\n", + "\nPresence of Review Elements\nIs there a \"Concepts you should be comfortable with\" slide?\n* Does it list critical terms like LGN, Myelin, and Direction Tuning?\n Note: If NO, specify whether the summary is entirely missing.\n" + ], + "material_dependent_checklist_2": [ + "\nStrict Adherence to Textbook and Lecture Materials\nAre the slides **strictly based only on concepts, terminology, and conclusions** appearing in *Kanwisher (2010)* and *MIT 9.13 Lecture 2*?\n * If **no**, identify any concepts introduced beyond the background materials (e.g., modern machine learning analogies not mentioned in the text).\n", + "\nAvoidance of “Correction / Modernization / Reinterpretation”\nDo the slides avoid “correcting” the 2010 findings or reinterpreting the \"modular vs. distributed\" debate using outside sources?\n * If **no**, specify which parts of the content were modified or reinterpreted.\n\n---\n", + "\nCore Theoretical Debate Accuracy\nIs the historical debate correctly framed between proponents of specialized modules (e.g., Gall, Broca, Fodor) and distributed processing (e.g., Flourens, Lashley)?\n * If **no**, indicate the exact slide and location of the error.\n", + "\nCandidate Region (ROI) Definition Accuracy\nAre the functional specializations for **FFA** (faces), **PPA** (places), **EBA** (bodies), and **VWFA** (visual words) accurately described?\n * If **no**, indicate the slide and explain the mistake based on the paper's definitions.\n", + "\nMethodological Rigor and Effect Size\nDoes the content accurately reflect that functional specificity is argued via **high effect size** (doubling of response) and **consistency across subjects**?\n * If **no**, indicate the exact slide and location of the error.\n\n---\n", + "\nBrain Scale and \"Bare Basics\" Accuracy\nAre the numerical facts correct (~100 billion neurons, 20 watts power, cortex area of a large pizza)?\n * If **no**, indicate the slide and the numerical discrepancy.\n", + "\nNeuroanatomical Component Identification\nAre the **Cerebellum, Thalamus, Amygdala, and Hippocampus** correctly identified and described?\n * If **no**, indicate the exact slide and location of the error.\n", + "\nWhite Matter vs. Grey Matter Accuracy\nIs the distinction between grey matter (cell bodies) and white matter (axons/myelin) accurately stated, including white matter volume (~45%)?\n * If **no**, reference the conflicting lecture slide.\n\n---\n", + "\nCriteria for a Cortical Area\nDoes the checklist confirm the three criteria: **Function, Connectivity, and Cytoarchitecture**?\n * If **no**, indicate which criterion was missed or described incorrectly.\n", + "\nVisual Area MT Function and Evidence\nIs MT correctly identified as specialized for **motion processing** using evidence from fMRI, single-unit recording, microstimulation, and lesions?\n * If **no**, explain the mistake in the evidence chain.\n", + "\nTerminology Accuracy (Akinetopsia & Retinotopy)\nAre **Akinetopsia** (motion blindness) and **Retinotopy** (spatial mapping of the visual field) accurately defined?\n * If **no**, indicate the exact slide and location of the error.\n\n---\n", + "\nConsistency of Definitions Across Sections\nAre there no contradictory descriptions of \"Functional Specificity\" or \"Cortex\" between the Kanwisher section and the MIT Neuroanatomy section?\n * If **no**, explain the contradiction.\n", + "\nConsistency Between Visuals and Text\nDo all brain maps and diagrams strictly follow the anatomical locations and labels provided in the original PDF files?\n * If **no**, indicate the specific visual-textual conflict.\n" + ] +} diff --git a/education/MIT-the_human_brain/02/generation_task/statistics.yaml b/education/MIT-the_human_brain/02/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ed1cef9b99c86a6d83f8cffb69193c75262f286c --- /dev/null +++ b/education/MIT-the_human_brain/02/generation_task/statistics.yaml @@ -0,0 +1,28 @@ +case_path: education/MIT-the_human_brain/02 +category: education +input_metrics: + total_input_tokens: 14038 + generation_prompt_tokens: 2278 + materials_total_tokens: 11760 + material_count: 2 + pdf_total_pages: 21 + file_details: + - name: material_1.pdf + tokens: 7280 + pages: 13 + - name: material_2.pdf + tokens: 4480 + pages: 8 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 14 + Content Correctness: 13 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 27 + total_count: 57 diff --git a/education/MIT-the_human_brain/02/material_1.pdf b/education/MIT-the_human_brain/02/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..37b0e754827e78327153071df71c257623280537 --- /dev/null +++ b/education/MIT-the_human_brain/02/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f4c7a0296f16cabfabc8260a7f043de50da8305a33c9bc9acdbf7d3896ecd541 +size 3697050 diff --git a/education/MIT-the_human_brain/02/material_2.pdf b/education/MIT-the_human_brain/02/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fdb8d6c288c140e3c54fb4434389e38e6e5e12a6 --- /dev/null +++ b/education/MIT-the_human_brain/02/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:98eea1282f49b73747585a90c7bf77b038d21c7c0b21e1cf70de71b154ab8b8a +size 685785 diff --git a/education/MIT-the_human_brain/04/generation_task/instructions.md b/education/MIT-the_human_brain/04/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..e9d83fa8f09a80e3b339d78f3a3f65181617a924 --- /dev/null +++ b/education/MIT-the_human_brain/04/generation_task/instructions.md @@ -0,0 +1,139 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * Lecture Title: "Understanding the Mind/Brain: Computational Theory and fMRI Methods" + * Course Context: MIT 9.13 (Based on Lecture 4 and Tootell et al., 1995) + +2. **Agenda / Outline** + * Marr’s Computational Level of Analysis + * Case Study 1: Color Vision & Constancy + * Case Study 2: Visual Face Perception + * Functional Imaging: Identifying Human Area MT (Tootell et al.) + * Integration of Methods: Behavior, fMRI, and Computation + +3. **Marr’s Levels of Analysis: The Framework** + * **Computational Theory:** Define the "goal" of the computation. What is the problem being solved? What are the inputs and outputs? + * **Why it matters:** Explain why perception cannot be understood without considering the ecological and computational challenges (e.g., recovering 3D properties from 2D images). + +4. **Computational Challenges in Color Vision** + * **The Goal of Color:** Object identification and surface properties. + * **The Problem of Illuminant:** Explain why the light hitting the eye depends on both the object's reflectance and the light source. + * **Color Constancy:** The brain's ability to discount the illuminant to perceive the "true" color of an object. + +5. **Methods in Cognitive Neuroscience: Behavior & Faces** + * **The Face Inversion Effect:** Explain the behavioral evidence showing that faces are processed differently (holistically) compared to other objects. + * **Lack of Invariance:** Discuss how our internal representations for unfamiliar faces are sensitive to changes in viewpoint and lighting. + * **Computational Challenge:** How does the brain distinguish between two different people vs. two different views of the same person? + +6. **Functional Imaging (fMRI) and Area MT** + * **The Localizer Strategy:** Using specific stimuli (e.g., moving vs. stationary dots) to isolate brain regions. + * **Human Area MT (V5):** Based on Tootell et al. (1995), describe the location and functional properties of MT in the human brain. + * **Comparison to Macaques:** Highlight the similarities in motion selectivity between human MT and macaque MT. + +7. **Experimental Design: Motion vs. Flicker** + * **Stimulus Paradigms:** Contrast low-level motion (expanding/contracting rings) with flickering controls. + * **Evidence for Selectivity:** Present results showing how MT responds specifically to motion, not just any visual change. + * **Aftereffects:** Mention the "Motion Aftereffect" (MAE) and how fMRI can track the neural correlates of perceived (not just physical) motion. + +8. **Face Perception: Neural Specificity** + * **FFA vs. Objects:** Use fMRI data to show that distinct neural tissue is engaged in face recognition compared to general object recognition. + * **The Specificity Debate:** Briefly touch upon whether face-specific regions are innate or developed through expertise. + +9. **Summary / Key Takeaways** + * Understanding the mind requires defining the computations (Marr). + * fMRI is a powerful tool for localizing these computations (e.g., MT, FFA). + * Behavioral experiments provide the baseline for understanding what the brain is actually "calculating." + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + + diff --git a/education/MIT-the_human_brain/04/generation_task/judge_prompt.json b/education/MIT-the_human_brain/04/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ab944c4e3b9d51c3b1f9462590df033e555d2903 --- /dev/null +++ b/education/MIT-the_human_brain/04/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\nCompleteness of the Title Slide\nIs there a dedicated title slide that clearly includes:\n * The lecture title (9.13 The Human Brain)?\n * The specific lecture context (Class 4)?\n Note: You only need to check whether the slides contain the required elements. If NO, specify which elements are absent.\n", + "\nCoverage of All Sections in the Agenda\nIs there an Outline slide that explicitly lists the following sections?\n * Marr Computational Theory Level of Analysis\n * Case Study: Color Vision\n * Methods in Cognitive Neuroscience (Behavior, fMRI)\n * Application to Face Perception\n Note: If NO, indicate which sections are missing or replaced.\n", + "\nMarr’s Three Levels of Description\nAre the three levels of analysis explicitly defined and distinguished?\n 1. Computational Theory (What is the goal? What is the logic?)\n 2. Algorithm/Representation (How is it implemented? What is the code?)\n 3. Hardware Implementation (How is it physically realized in neurons?)\n Note: If NO, specify which level is missing or inadequately explained.\n", + "\nThe Necessity of Computational Theory\nIs Marr's \"Big Insight\" mentioned—that we cannot understand a system just by looking at its parts (neurons/hardware) without first understanding the computation it performs?\n* Is the \"Bird Flight vs. Feathers\" analogy used to illustrate this point?\n Note: If NO, specify if the theoretical justification for the framework is absent.\n", + "\nComputational Challenge: Reflectance vs. Illuminant\nIs the core goal of color vision defined as determining the Reflectance (R) of an object?\n* Is the \"ill-posed\" problem explained using the equation L(λ) = R(λ) x I(λ)?\n* Is it clarified that the brain must infer R while having only the reflected light (L) as input?\n Note: If NO, specify if the mathematical or logical challenge of color constancy is omitted.\n", + "\nEcological and Evolutionary Context\nDoes the content discuss the ecological purpose of color (e.g., finding ripe fruit)?\n* Is evidence from macaque monkeys (trichromats vs. dichromats) used to support this?\n Note: If NO, indicate if the biological significance of color is missing.\n", + "\nComputational Theory of Faces\nIs the challenge of face recognition described (i.e., identifying a 3D object from infinite 2D viewpoints)?\n* Is the distinction between identifying \"known\" vs. \"unknown\" faces mentioned?\n Note: If NO, specify if the computational complexity of face recognition is absent.\n", + "\nBehavioral Evidence: The Inversion Effect\nIs the \"Face Inversion Effect\" explained (the disproportionate difficulty in recognizing faces when upside-down compared to other objects)?\n* Does it mention the lack of image-invariance for unfamiliar faces?\n Note: If NO, identify which behavioral findings are missing.\n", + "\nStrengths and Weaknesses of Methods\nAre the pros and cons of behavioral/psychophysical methods discussed (e.g., cheap, reveals representations, but lacks brain localization)?\n* Is the fMRI BOLD signal explained (Blood Oxygenation Level Dependent)?\n* Are the limitations of fMRI discussed (e.g., indirect measure, slow temporal resolution, expensive)?\n Note: If NO, specify which method or limitation is omitted.\n", + "\nFunctional Localization\nIs the FFA introduced as a specialized region for face processing?\n* Does the content provide evidence of its selectivity (e.g., higher response to faces than to hands, houses, or scenes)?\n Note: If NO, identify if the evidence for category-selectivity is missing.\n", + "\nCore Insights and Synthesis\nIs there a summary slide titled \"Important Points from Today\"?\n* Does it synthesize how Marr’s framework applies to both color and faces?\n* Does it list critical terms such as \"Hemodynamic Response Function (HRF),\" \"Ill-posed problem,\" and \"Representation\"?\n Note: If NO, specify if the summary fails to link the methods back to the theory.\n" + ], + "material_dependent_checklist_2": [ + "\nStrict Adherence to Lecture 4 and Supplemental Materials\nAre the slides **strictly based only on concepts, terminology, and conclusions** appearing in *MIT 9.13 Lecture 4* and the provided *Nature* letter?\n * If **no**, identify any concepts introduced beyond the text (e.g., specific fMRI physics not mentioned in the lecture).\n", + "\nAvoidance of \"Correction / Modernization / Reinterpretation\"\nDo the slides avoid \"updating\" Marr's levels of analysis or the behavioral findings on face inversion with outside modern data?\n * If **no**, specify which parts of the content were modified or reinterpreted.\n\n---\n", + "\nDefinition of the Three Levels of Analysis\nAre the three levels (Computational, Algorithmic, Implementational) correctly defined and distinguished?\n * If **no**, indicate the slide where the \"what/why\" (Computational) is confused with the \"how\" (Algorithmic/Implementation).\n", + "\nGoal of \"Understanding the Mind\"\nIs the mind correctly defined as a \"set of computations that extract representations\"?\n * If **no**, indicate the slide where this framework is misrepresented.\n", + "\nCase Study: Color Vision Challenges\nAre the computational challenges of color vision (e.g., the problem of \"illuminant\" vs \"reflectance\") accurately stated?\n * If **no**, reference the specific slide in Lecture 4 where the color constancy problem is described.\n\n---\n", + "\nBehavioral Evidence for Face Perception\nAre the behavioral findings on **Face Inversion Effects** and the lack of **image invariance** for unfamiliar faces accurately described?\n * If **no**, indicate the slide and explain the mistake regarding behavioral metrics.\n", + "\nfMRI Logic and Deductions\nIs the use of fMRI correctly described as a tool to show that distinct neural tissue is engaged in face vs. object recognition?\n * If **no**, indicate the exact slide where the causal power of fMRI is overstated (fMRI is correlational).\n", + "\nPros and Cons of Behavioral Methods\nDoes the checklist confirm that behavioral experiments are described as \"low-tech but insightful\" for understanding computations?\n * If **no**, identify where the limitations or strengths of behavioral methods are misrepresented.\n\n---\n", + "\nDomain-Specific vs. General-Purpose Systems\nIs the question of whether face perception is a \"distinct system\" accurately framed as a currently debated topic in the slides?\n * If **no**, indicate where a definitive conclusion is prematurely stated without the required evidence.\n", + "\nRepresentational Nature of Faces\nIs it correctly stated that human face representations are **orientation-specific** and not fully image-invariant?\n * If **no**, reference the \"Important Points\" section of Lecture 4.\n\n---\n", + "\nMutualism Hypotheses\nAre the hypotheses of Janzen and Huxley regarding the mutualism between *D. major* and *Philidris* ants accurately summarized?\n * If **no**, indicate the error in describing the exchange of resources (shelter for CO2/Nitrogen).\n", + "\nMethodological Accuracy (Stable Isotopes)\nIs the use of stable carbon isotopes to quantify ant foraging on host plants correctly attributed to the cited research (Fisher et al.)?\n * If **no**, specify the error in describing the biological methodology.\n\n---\n", + "\nConsistency of Terminologies\nAre terms like \"Computation\" and \"Representation\" used consistently across the slides on color vision and face perception?\n * If **no**, explain the conceptual contradiction.\n", + "\nConsistency Between Examples and Theoretical Framework\nDo the examples of face recognition tests (e.g., inversion effect) directly support the \"Marr Computational Level\" analysis as intended?\n * If **no**, indicate where the example fails to align with the theory.\n" + ] +} diff --git a/education/MIT-the_human_brain/04/generation_task/statistics.yaml 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0000000000000000000000000000000000000000..183ffae2b44739f869059e3992f78c7c87e80b9f --- /dev/null +++ b/education/MIT-the_human_brain/05/generation_task/instructions.md @@ -0,0 +1,143 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + + +1. **Title Slide** + * Lecture Title: "Methods in Cognitive Neuroscience: Temporal Dynamics and Body Perception" + * Course Context: MIT 9.13 The Human Brain (Based on Lecture 5, Thorpe et al. 1996, and Downing et al. 2001) + +2. **Agenda / Outline** + * Survey of Methods: From fMRI to Brain Stimulation + * Temporal Dynamics: How Fast is Visual Processing? (Thorpe et al., 1996) + * Spatial Localization: The Discovery of the EBA (Downing et al., 2001) + * Causal Evidence in Face and Body Perception + * Summary of the "Face Recognition" Key Questions + +3. **A Toolbox for Cognitive Neuroscience (Methods Survey)** + * **Temporal vs. Spatial Resolution:** Contrast fMRI (high spatial) with ERP/MEG (high temporal). + * **Correlation vs. Causation:** Distinguish between recording methods (fMRI, ERP) and interference methods (TMS, Lesions, Electrical Stimulation). + * **Intracranial Recording:** Explain the unique opportunity provided by neurosurgical patients for high-resolution direct neural data. + +4. **Speed of Visual Processing (Thorpe et al., 1996)** + * **The Experimental Task:** A 20ms "Go/No-Go" animal categorization task using natural images. + * **The 150ms Neural Marker:** Detail the frontal negativity in ERPs that distinguishes targets from non-targets. + * **Computational Implication:** Discuss why this speed implies a "feed-forward" mechanism in the visual hierarchy, challenging models that require extensive feedback loops. + +5. **Identifying Human Area EBA (Downing et al., 2001)** + * **Functional Specialization:** Definition of the Extrastriate Body Area (EBA) in the lateral occipitotemporal cortex. + * **The Contrast Logic:** How the study compared responses to bodies/body parts against faces, objects, and animals to isolate specificity. + * **Key Finding:** EBA responds to human bodies (photographs, silhouettes, stick figures) but not to objects or scrambled body parts. + +6. **EBA vs. MT: Motion and Biological Form** + * **The Specificity Debate:** Is EBA just responding to motion? + * **Experimental Control:** Evidence showing EBA responds to static bodies, while MT (V5) responds to motion. + * **Conclusion:** EBA is specialized for the visual appearance of the human body, independent of biological motion. + +7. **Causal Role of Brain Regions** + * **TMS (Transcranial Magnetic Stimulation):** Using "virtual lesions" to prove a region is *necessary* for a task (e.g., disrupting EBA affects body perception). + * **Electrical Stimulation:** Mention how stimulating the FFA (Fusiform Face Area) causes "prosopometamorphopsia" (distorted face perception) but does not affect object perception. + +8. **The Face Recognition Framework (Review)** + * **Marr’s Level:** The challenge of image invariance (recognizing a face across viewpoints). + * **Representational Level:** Why unfamiliar face recognition is orientation-specific (the inversion effect). + * **Implementation Level:** How individual circuits or "patches" (revealed by intracranial recording) handle face-specific computations. + +9. **Summary / Key Takeaways** + * Visual categorization of complex scenes is near-instantaneous (~150ms). + * The brain contains discrete regions for specialized categories: FFA (Faces), PPA (Places), and EBA (Bodies). + * Combining multiple methods (fMRI for "where", ERP for "when", TMS for "necessity") is essential for a complete architecture of the mind. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + + + + diff --git a/education/MIT-the_human_brain/05/generation_task/judge_prompt.json b/education/MIT-the_human_brain/05/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fe3de29ae03fedb31a85399fa99f71c78c179 --- /dev/null +++ b/education/MIT-the_human_brain/05/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\nCompleteness of the Title Slide\nIs there a dedicated title slide that clearly includes:\n * The lecture title (9.13 The Human Brain)?\n * The specific lecture context (Class 5)?\n Note: You only need to check whether the slides contain the required elements. If NO, specify which elements are absent.\n", + "\nCoverage of Research Methods in the Agenda\nIs there an Outline slide that explicitly lists the expanded toolkit of methods?\n * ERPs (Event-Related Potentials)\n * MEG (Magnetoencephalography)\n * Intracranial Recording (ECoG)\n * Patient Studies (Lesions)\n * TMS (Transcranial Magnetic Stimulation)\n * Electrical Stimulation of the Brain\n Note: If NO, indicate which methods are missing or replaced.\n", + "\nTemporal Constraints of Object Recognition\nDoes the content mention that complex natural image categorization can occur in under 150 ms?\n* Is the Thorpe et al. (1996) study cited regarding the \"animal vs. non-animal\" go/no-go task?\n* Is there a distinction made between neural response latency (e.g., ~100 ms for faces) and motor response time?\n Note: If NO, specify if the speed of visual processing is missing.\n", + "\nEvent-Related Potentials (ERPs)\nIs the N170 component introduced as a marker for face detection?\n* Are the strengths (high temporal resolution) and weaknesses (poor spatial resolution/source localization) of ERPs discussed?\n Note: If NO, specify if the N170 or the \"inverse problem\" of ERPs is omitted.\n", + "\nMagnetoencephalography (MEG)\nIs MEG described as having both high temporal resolution and better spatial localization than ERPs?\n* Note: If NO, indicate if the comparison between ERP and MEG is missing.\n", + "\nHigh-Resolution Neural Data\nIs there an explanation of intracranial recording (e.g., in epilepsy patients)?\n* Does the content show data from individual electrodes responding selectively to faces or words?\n Note: If NO, specify if this direct measure of neural activity is absent.\n", + "\nPatient Studies and Prosopagnosia\nIs the distinction between \"Acquired Prosopagnosia\" (from brain damage) and \"Developmental Prosopagnosia\" made?\n* Does the content explain how focal damage reveals whether a brain region is NECESSARY for a task?\n Note: If NO, specify if the causal link between lesions and deficits is missing.\n", + "\nTMS and Brain Stimulation\nIs TMS (Transcranial Magnetic Stimulation) defined as creating a \"virtual lesion\"?\n* Is electrical stimulation (e.g., of the FFA) discussed, specifically its effect on altering face perception (distorting faces)?\n Note: If NO, identify which causal method is missing.\n", + "\nCategory-Specific Processing for Bodies\nIs the EBA introduced (Downing et al., 2001) as a region selective for human bodies and body parts?\n* Does the evidence show that EBA responds significantly more to bodies than to objects, faces, or animals?\n* Is it mentioned that EBA's response is independent of motion (it responds to static images)?\n Note: If NO, specify if the EBA case study is omitted.\n", + "\nTheoretical Integration\nDoes the summary review the 6 key questions about face recognition?\n 1. Nature of the problem (Marr).\n 2. Nature of representations (Not image-invariant).\n 3. Distinct system (Modularity).\n 4. Speed of detection (170ms).\n 5. Implementation in neurons (ECoG/Single-unit).\n 6. Causal role (Lesions/Stimulation).\n Note: If NO, specify if the lecture fails to integrate the methods with these key questions.\n" + ], + "material_dependent_checklist_2": [ + "\nStrict Adherence to Lecture 5 and Research Letters\nAre the slides **strictly based only on concepts, terminology, and conclusions** appearing in *MIT 9.13 Lecture 5*, *Thorpe et al. (1996)*, and *Downing et al. (2001)*?\n * If **no**, identify any concepts introduced from external sources (e.g., modern deep learning architectures not mentioned in the lecture).\n", + "\nAvoidance of \"Correction / Modernization / Reinterpretation\"\nDo the slides avoid \"updating\" the processing speeds found in Thorpe (1996) or the functional boundaries of the EBA with data not found in the provided files?\n * If **no**, specify which parts of the content were modified or reinterpreted.\n\n---\n", + "\nCategorization Task Parameters\nIs the task correctly described as a \"go/no-go\" categorization of natural images flashed for only 20 ms?\n * If **no**, indicate the slide and the error in task parameters (e.g., incorrect stimulus duration).\n", + "\nERP Timing and Latency Accuracy\nIs it correctly stated that a specific frontal negativity develops roughly **150 ms** after stimulus onset?\n * If **no**, indicate the exact slide and location of the error, referencing the 150 ms conclusion in the Thorpe paper.\n", + "\nBiological Constraint Consistency\nDoes the content accurately reflect that this speed implies a largely **feed-forward** processing mechanism?\n * If **no**, identify where the implications of processing speed are misrepresented.\n\n---\n", + "\nFunctional Definition and Selectivity\nIs the EBA accurately defined as a region in the lateral occipitotemporal cortex that responds selectively to images of the **human body and body parts**?\n * If **no**, indicate the slide where the stimulus preference is incorrectly defined.\n", + "\nControl Stimulus Accuracy\nDoes the checklist confirm that the EBA response is significantly higher for bodies than for objects, faces, or animal bodies?\n * If **no**, reference the \"EBA\" findings in the provided Science report.\n", + "\nRelation to Biological Motion\nIs it correctly noted that while the EBA is sensitive to motion, it has **no specific preference for biological motion** per se (unlike MT or other regions)?\n * If **no**, indicate the slide and the error in functional interpretation.\n\n---\n", + "\nERP and MEG Temporal vs. Spatial Resolution\nAre ERPs and MEG correctly described as having **high temporal resolution** (milliseconds) but relatively **low spatial resolution**?\n * If **no**, indicate the slide where the resolution trade-offs are confused.\n", + "\nCausal vs. Correlational Methods\nAre **TMS** and **Electrical Stimulation** correctly categorized as \"causal\" methods, while **fMRI** and **ERPs** are categorized as \"correlational\"?\n * If **no**, indicate the exact slide where the nature of the inference is misrepresented.\n", + "\nPatient Studies (Focal Brain Damage)\nIs the primary goal of studying patients with focal damage correctly described as determining if a brain region is **necessary** for a specific function?\n * If **no**, explain the mistake in the description of neuropsychological logic.\n\n---\n", + "\nDetection vs. Recognition Timing\nIs it accurately stated that face **detection** begins by ~170 ms (N170), while the timing for face **recognition** (identity) is still a matter of research?\n * If **no**, indicate the slide and reference the \"Key Questions\" summary in Lecture 5.\n", + "\nInvariance and Representation\nIs it correctly explained that face representations are **not image-invariant** for unfamiliar faces and are **orientation-specific** (Face Inversion Effect)?\n * If **no**, indicate the exact slide where representation properties are misrepresented.\n\n---\n", + "\nMethodological Consistency\nAre the strengths and weaknesses of each method (e.g., Intracranial recording vs. fMRI) presented consistently throughout the deck?\n * If **no**, explain the inconsistency.\n", + "\nConsistency Between Research Papers and Lecture Summaries\nDo the summaries of the Thorpe (1996) and Downing (2001) papers in the lecture slides match the actual data presented in the original letters?\n * If **no**, indicate the specific location of the data conflict.\n" + ] +} diff --git a/education/MIT-the_human_brain/05/generation_task/statistics.yaml b/education/MIT-the_human_brain/05/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..285476b52232fe7a53df5c2a89f7108781568b28 --- /dev/null +++ b/education/MIT-the_human_brain/05/generation_task/statistics.yaml @@ -0,0 +1,31 @@ +case_path: education/MIT-the_human_brain/05 +category: education +input_metrics: + total_input_tokens: 12385 + generation_prompt_tokens: 2305 + materials_total_tokens: 10080 + material_count: 3 + pdf_total_pages: 18 + file_details: + - name: material_1.pdf + tokens: 6160 + pages: 11 + - name: material_2.pdf + tokens: 1680 + pages: 3 + - name: material_3.pdf + tokens: 2240 + pages: 4 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 15 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/education/MIT-the_human_brain/05/material_1.pdf b/education/MIT-the_human_brain/05/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0066abbdbd275809636903e7c6e486efad7cd12b --- /dev/null +++ b/education/MIT-the_human_brain/05/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e9487dc9db699167030a3ed4c29f191522de8c77c83a06db6e4a308c1f26e09d +size 3835246 diff --git a/education/MIT-the_human_brain/05/material_2.pdf b/education/MIT-the_human_brain/05/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..169affc9fd0fb1901468bb5bdc93ac2f24c5d639 --- /dev/null +++ b/education/MIT-the_human_brain/05/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0c89498a00a8ea8473b0fc6f7cb2cf6b2f4c68e76e4ff41ad543082774977456 +size 1009431 diff --git a/education/MIT-the_human_brain/05/material_3.pdf b/education/MIT-the_human_brain/05/material_3.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f25d1e049355cf2207938d2ddc21ac1cf09198cb --- /dev/null +++ b/education/MIT-the_human_brain/05/material_3.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d59d0380cb2d2241f7bcaadc05c4b40ae78fd6fdcb24cb4af73ca6f73f7061d1 +size 592963 diff --git a/education/MIT-the_human_brain/06/generation_task/instructions.md b/education/MIT-the_human_brain/06/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..03c6bcfe686fff003266300ad39243c02103662c --- /dev/null +++ b/education/MIT-the_human_brain/06/generation_task/instructions.md @@ -0,0 +1,145 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * Lecture Title: "Temporal Dynamics and Functional Specialization: From Processing Speed to Body Recognition" + * Course Context: MIT 9.13 (Based on Lecture 6, Thorpe et al. 1996, and Downing et al. 2001) + +2. **Agenda / Outline** + * Speed of Visual Processing (Thorpe et al., 1996) + * Experimental Design: Methods & Logic (Lecture 6) + * The Extrastriate Body Area (EBA) (Downing et al., 2001) + * Multifactor Experiments: Main Effects and Interactions + * Practical Decisions in fMRI Design + +3. **Speed of Visual Processing: The 150ms Benchmark** + * **The Challenge:** How fast can the human brain categorize a natural scene? + * **Experimental Paradigm:** Describe the "Go/No-Go" task involving animal detection in flashed images (20ms). + * **ERP Evidence:** Explain the frontal negativity that develops at ~150ms on "No-Go" trials. + * **Implication:** Discuss why this speed suggests a primary feed-forward mechanism in the visual hierarchy. + + + +4. **Experimental Design: The ROI Approach & Logic** + * **Localizer Strategy:** Why we use "functional localizers" to identify specific regions (like EBA or FFA) in individual subjects. + * **Comparison Choices:** Discuss the importance of "minimal pairs" in experimental conditions to isolate specific cognitive processes. + * **Task Selection:** Passive viewing vs. 1-back tasks in the scanner to maintain attention. + +5. **Discovery of the Extrastriate Body Area (EBA)** + * **Functional Definition:** Define the EBA as a region in the lateral occipitotemporal cortex specialized for human bodies and body parts. + * **Evidence for Specificity:** Present the contrast between bodies vs. faces, objects, and animals (Downing et al., 2001). + * **Visual Properties:** Explain that EBA responds to varied depictions (silhouettes, stick figures, photographs) but is not driven by biological motion per se. + + + +6. **Advanced Experimental Design: Multifactorial Logic** + * **Main Effects:** Explain how to test if a factor (e.g., Stimulus Category) has a consistent effect. + * **Interactions:** The core of cognitive neuropsychology—explaining when the effect of one variable depends on another. + * **Example Case:** Designing an experiment to dissociate "Body Perception" from "Motion Perception." + +7. **Causal Methods in Cognitive Neuroscience** + * **Transcranial Magnetic Stimulation (TMS):** Using magnetic pulses to create "virtual lesions" to test the necessity of a brain region. + * **Animal Models:** The role of single-unit recording and intentional lesions in validating human fMRI findings. + +8. **Practical Decisions in fMRI Scans** + * **Run Structure:** Breaking scans into 3-10 minute runs to allow subject rest. + * **Blocked vs. Event-Related:** The trade-offs between signal strength (Blocked) and timing precision (Event-Related). + * **Baseline Conditions:** Why staring at a cross (fixation) is necessary for calculating percent signal change. + +9. **Summary / Key Takeaways** + * High-level visual categorization is remarkably fast (<150ms). + * The brain has distinct, specialized modules for perceiving human bodies (EBA). + * Rigorous experimental design (minimal pairs and interaction effects) is the only way to isolate these functions. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + + diff --git a/education/MIT-the_human_brain/06/generation_task/judge_prompt.json b/education/MIT-the_human_brain/06/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..3acbc4275d6a88995abb4c1659cea147d5640105 --- /dev/null +++ b/education/MIT-the_human_brain/06/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\nCompleteness of the Title Slide\nIs there a dedicated title slide that clearly includes:\n * The lecture title (9.13 The Human Brain)?\n * The specific lecture context (Class 6: Experimental Design)?\n Note: You only need to check whether the slides contain the required elements. If NO, specify which elements are absent.\n", + "\nCoverage of Design Principles in the Agenda\nIs there an Outline slide that explicitly lists the following sections?\n * Leftovers: TMS and Animal Research\n * Multifactor Experiments (Main Effects and Interactions)\n * Experimental Design Decisions (Baseline, Timing, Conditions)\n Note: If NO, indicate which sections are missing or replaced.\n", + "\nTranscranial Magnetic Stimulation (TMS)\nIs TMS described as a method to create \"virtual lesions\" in humans?\n* Does it mention the causal evidence provided by TMS for face or body processing?\n Note: If NO, specify if the causal role of TMS is missing.\n", + "\nAnimal Research (Single-Unit Recording)\nDoes the content mention single-unit recording in monkeys as the \"gold standard\" for spatial and temporal resolution?\n* Is it explained how this method complements human fMRI data?\n Note: If NO, indicate if the integration of animal data is absent.\n", + "\nMain Effects vs. Interactions\nIs there a clear explanation of what a \"Main Effect\" is in an experiment?\n* Is the concept of an \"Interaction\" introduced (where the effect of one factor depends on the level of another)?\n* Are graphical representations (e.g., bar graphs or line plots) used to show interaction patterns?\n Note: If NO, specify if the distinction between main effects and interactions is omitted.\n", + "\nCondition Selection and Baseline\nDoes the content discuss the importance of \"Minimal Pairs\" in selecting experimental conditions?\n* Is the role of a \"Baseline\" (e.g., fixation/staring at a cross) explained in the context of fMRI?\n* Is it mentioned that baseline conditions help distinguish absolute response levels?\n Note: If NO, identify which design decision is missing.\n", + "\nScanning Parameters and Presentation\nAre design decisions like \"Blocked vs. Interleaved\" presentation discussed?\n* Does it mention the number of \"runs\" and the rate of stimulus presentation?\n Note: If NO, specify if the technical details of fMRI design are absent.\n", + "\nDefining the EBA (Downing et al. study)\nIs the EBA introduced as a region selective for bodies and body parts?\n* Does the evidence show that EBA responds more to bodies than to faces, objects, or animal parts?\n* Is the anatomical location of the EBA (lateral occipitotemporal cortex) specified?\n Note: If NO, specify if the EBA case study details are missing.\n", + "\nAdvantages and Disadvantages\nAre the strengths of behavioral methods mentioned (e.g., characterizing representations, dissociating mental phenomena)?\n* Are the weaknesses mentioned (e.g., hard to link to specific brain regions)?\n Note: If NO, identify if the critical evaluation of behavioral data is missing.\n", + "\nIntegrating Methods and Questions\nIs there a summary reviewing how different methods (fMRI, TMS, ERP) answer different levels of the \"6 Key Questions\" about face recognition?\n* Does it summarize the importance of experimental rigor (e.g., 1-back tasks to maintain attention)?\n Note: If NO, specify if the lecture fails to synthesize the design principles.\n" + ], + "material_dependent_checklist_2": [ + "\nStrict Adherence to Lecture 6 and Research Letters\nAre the slides **strictly based only on concepts, terminology, and conclusions** appearing in *MIT 9.13 Lecture 6*, *Thorpe et al. (1996)*, and the *EBA (Extrastriate Body Area)* report?\n * If **no**, identify any concepts introduced from outside sources (e.g., generic fMRI design principles not mentioned in the MIT slides).\n", + "\nAvoidance of \"Correction / Modernization\"\nDo the slides avoid \"updating\" the 150ms processing speed claim from Thorpe (1996) with more recent, conflicting studies?\n * If **no**, specify where the original research data has been reinterpreted.\n\n---\n", + "\nCategorization Task Parameters\nIs the \"go/no-go\" categorization task correctly described (e.g., 20 ms stimulus flash, detecting if an animal is present)?\n * If **no**, indicate the slide where task parameters (duration or stimulus type) are incorrect.\n", + "\nERP Latency Accuracy\nIs the specific finding of a **frontal negativity at ~150 ms** for no-go trials accurately stated as the primary evidence for rapid processing?\n * If **no**, indicate the exact slide and reference the 150ms benchmark in the Thorpe paper.\n\n\n\n---\n", + "\nFunctional Definition of EBA\nIs the EBA correctly defined as a region in the lateral occipitotemporal cortex that responds selectively to **images of the human body and body parts**?\n * If **no**, indicate where the EBA function is confused with the FFA (faces) or PPA (places).\n", + "\nInteraction with Motion Information\nDoes the checklist confirm the finding that while EBA is sensitive to motion, it has **no specific preference for biological motion** per se over general motion?\n * If **no**, indicate where the relationship between EBA and MT (V5) is misrepresented.\n\n---\n", + "\nExperimental Decisions and Minimal Pairs\nAre the \"Decisions toward an Actual Experiment\" correctly listed (e.g., striving for **minimal pairs**, 1-back tasks, and baseline conditions)?\n * If **no**, indicate which experimental design principle from Lecture 6 is missing or altered.\n", + "\nBaseline and Run Structure\nIs the importance of \"baseline\" conditions (staring at a cross) and the structure of \"runs\" (3-10 minutes) accurately reflected?\n * If **no**, identify the slide where scan duration or baseline necessity is misstated.\n\n\n\n---\n", + "\nCausal vs. Correlational Methods\nIs the distinction between **correlational methods** (fMRI, ERP) and **causal methods** (TMS, brain stimulation, lesions) clearly maintained?\n * If **no**, indicate where fMRI results are incorrectly described as proving necessity/causality.\n", + "\nAdvantages of TMS and Animal Studies\nAre the advantages of TMS (virtual lesions) and animal research (single-unit recording/connectivity) correctly attributed based on the \"Wrapping this up\" section?\n * If **no**, reference the discrepancy in the methods review.\n\n---\n", + "\nConsistency of Temporal Claims\nAre the timing claims for face/object recognition consistent between the \"Key Questions\" in Lecture 6 and the findings in the Thorpe paper?\n * If **no**, explain the internal contradiction regarding processing speed.\n", + "\nConsistency Between Diagrams and Text\nDo the visual representations of the \"Snake Region Assignment\" or \"Multifactor Experiments\" match the textual descriptions of main effects and interactions?\n * If **no**, indicate the visual-logical conflict in the slides.\n" + ] +} diff --git a/education/MIT-the_human_brain/06/generation_task/statistics.yaml b/education/MIT-the_human_brain/06/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1c0e56eb86e5a52502bfc5e45be35ffe2b7fee03 --- /dev/null +++ b/education/MIT-the_human_brain/06/generation_task/statistics.yaml @@ -0,0 +1,31 @@ +case_path: education/MIT-the_human_brain/06 +category: education +input_metrics: + total_input_tokens: 9523 + generation_prompt_tokens: 2243 + materials_total_tokens: 7280 + material_count: 3 + pdf_total_pages: 13 + file_details: + - name: material_1.pdf + tokens: 3360 + pages: 6 + - name: material_2.pdf + tokens: 1680 + pages: 3 + - name: material_3.pdf + tokens: 2240 + pages: 4 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/education/MIT-the_human_brain/06/material_1.pdf b/education/MIT-the_human_brain/06/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2bf68871d0319c3e1d23f6a28b5e70a68ded4edb --- /dev/null +++ b/education/MIT-the_human_brain/06/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de2c2ed0f3f4465828a7d17148fb38aa5d3f0abfdf3f54325eb73e914151a466 +size 1129775 diff --git a/education/MIT-the_human_brain/06/material_2.pdf b/education/MIT-the_human_brain/06/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..169affc9fd0fb1901468bb5bdc93ac2f24c5d639 --- /dev/null +++ b/education/MIT-the_human_brain/06/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0c89498a00a8ea8473b0fc6f7cb2cf6b2f4c68e76e4ff41ad543082774977456 +size 1009431 diff --git a/education/MIT-the_human_brain/06/material_3.pdf b/education/MIT-the_human_brain/06/material_3.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f25d1e049355cf2207938d2ddc21ac1cf09198cb --- /dev/null +++ b/education/MIT-the_human_brain/06/material_3.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d59d0380cb2d2241f7bcaadc05c4b40ae78fd6fdcb24cb4af73ca6f73f7061d1 +size 592963 diff --git a/education/MIT-the_human_brain/07/generation_task/instructions.md b/education/MIT-the_human_brain/07/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..87f62b28b6479486abb4eadb4cccfd1bb422aa88 --- /dev/null +++ b/education/MIT-the_human_brain/07/generation_task/instructions.md @@ -0,0 +1,137 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + +1. **Title Slide** + * Lecture Title: "Category Selectivity: Modular vs. Distributed Representations and Neural Decoding" + * Course Context: MIT 9.13 (Based on Lecture 7, Pitcher et al. 2009, and Haxby et al. 2001) + +2. **Agenda / Outline** + * Advanced Experimental Design: Blocked vs. Event-Related + * The Great Debate: Modular (Kanwisher) vs. Distributed (Haxby) + * Neural Decoding and MVPA (Multi-Voxel Pattern Analysis) + * Causal Evidence: Triple Dissociation using TMS (Pitcher et al.) + * Testing Invariance in Neural Representations + +3. **Refining fMRI Methodology** + * **Blocked vs. Event-Related Designs:** Compare the statistical power of blocked designs with the temporal flexibility of event-related designs. + * **Functional ROIs (fROIs):** Why we define regions in individual subjects rather than using group averages (addressing anatomical variability). + * **Multifactorial Design:** Explain how to use "Interactions" to isolate specific cognitive components. + +4. **Distributed Representations (Haxby et al., 2001)** + * **The Challenge to Modularity:** Explain Haxby’s finding that object categories can be identified from patterns of activity *outside* the maximally responsive areas. + * **Voxel-wise Patterns:** How a "sub-maximal" response still carries essential information about the stimulus category. + * **Overlap:** The argument that the ventral temporal cortex uses a population code rather than a collection of independent "pixels." + +5. **Neural Decoding and MVPA** + * **The Concept:** Shifting from "How much activation?" to "What information is present in the pattern?" + * **The Correlation Method:** Explain Haxby’s "split-half" correlation technique for decoding. + * **Testing Invariance:** Using MVPA to see if the brain’s representation of an object (e.g., a shoe) is invariant to its size, position, or viewpoint. + +6. **Causal Evidence: Triple Dissociation (Pitcher et al., 2009)** + * **The Limitations of fMRI:** Why correlation does not equal causation. + * **TMS as a Tool:** Using Transcranial Magnetic Stimulation to create temporary "virtual lesions." + * **The Triple Dissociation Experiment:** * rOFA disruption affects only face discrimination. + * rEBA disruption affects only body discrimination. + * rLO disruption affects only object discrimination. + * **Conclusion:** This provides the strongest evidence yet for functionally independent, category-specific modules in the extrastriate cortex. + +7. **Faces vs. Objects: Representation & Computation** + * **Invariance:** Reiterate why recognizing a familiar face across different images is a massive computational challenge. + * **Population Coding:** Discuss whether individual neurons (neurophysiology) or populations of voxels (fMRI) provide better insights into "Identity." + +8. **Summary / Key Takeaways** + * High-level visual cortex shows both modular clusters (FFA, EBA, LO) and distributed information patterns. + * TMS can prove the functional necessity of these regions, supporting the modular view. + * MVPA allows us to "read" the contents of the mind by looking at patterns of neural activity. +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + + diff --git a/education/MIT-the_human_brain/07/generation_task/judge_prompt.json b/education/MIT-the_human_brain/07/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..f4f6e440bfbdb499760a92d18e16a991db3da07e --- /dev/null +++ b/education/MIT-the_human_brain/07/generation_task/judge_prompt.json @@ -0,0 +1,28 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the title slide clearly include:\n * The lecture title (9.13 The Human Brain)?\n * The specific lecture context (Class 7: Category Selectivity & MVPA)?\n* Is there an Outline slide that explicitly lists:\n * Leftovers from Experimental Design (Event-related vs. Blocked, fROI).\n * Haxby’s Challenge to the Modular View.\n * Neural Decoding (MVPA).\n Note: If NO, indicate which major section is missing.\n", + "\nIs the rationale for using functional ROIs (fROI) explained (e.g., handling anatomical variability, increasing statistical power)?\n* Is the difference between Blocked Designs (high detection power) and Event-Related Designs (better for estimating the HRF shape and psychological state control) discussed?\n* Note: If NO, specify if the methodological justification for fROI is missing.\n", + "\nIs Haxby’s core finding presented—that stimulus categories can be identified even when the \"maximally responsive\" regions (e.g., excluding FFA for faces) are removed from the analysis?\n* Does the content define \"Distributed and Overlapping Representations\" in the ventral temporal cortex?\n* Note: If NO, specify if the evidence for a non-modular view is absent.\n", + "\nIs the basic logic of Multi-Voxel Pattern Analysis (MVPA) explained (e.g., using patterns of voxels as a \"code\" to classify mental states)?\n* Is the \"Testing for Invariance\" application mentioned (e.g., training a decoder on one set of stimuli and testing it on another, like different viewpoints)?\n* Is the distinction made between \"where information exists\" (decodability) and \"how the brain uses it\"?\n* Note: If NO, indicate if the distinction between mean response and pattern information is missing.\n", + "\nIs the Pitcher et al. (2009) TMS study introduced, showing selective disruption:\n * rOFA: Disrupts faces, but not bodies or objects.\n * rEBA: Disrupts bodies, but not faces or objects.\n * rLO: Disrupts objects, but not faces or bodies.\n* Does the content explain why this study provides causal evidence for the Modular View (countering Haxby's distributed view)?\n* Note: If NO, identify if the causal evidence for functional segregation is missing.\n", + "\nDoes the content address the resolution of the debate?\n * \"Information\" vs. \"Necessity\": Decodability does not prove a region is necessary for the task.\n * The idea that category-selective regions are \"specialists\" rather than the only parts involved.\n* Note: If NO, specify if the lecture fails to conclude the controversy.\n", + "\nIs there a summary or self-assessment including:\n * Within-category vs. Between-category correlations.\n * Voxel-wise response patterns.\n * Hemodynamic Response Function (HRF) in event-related designs.\n * 1-back task for maintaining attention.\n* Note: If NO, specify which technical terms are omitted.\n" + ], + "material_dependent_checklist_2": [ + "\nStrict Adherence to Source Methodology\nAre the slides **strictly based on the findings** in *Haxby et al. (2001)*, *Pitcher et al. (2009)*, and *MIT Lecture 7*?\n * If **no**, identify concepts pulled from external sources (e.g., deep learning models of vision not mentioned in Lecture 7).\n", + "\nAvoidance of \"Modernization\"\nDo the slides avoid reinterpreting Haxby's 2001 results using modern high-field (7T) fMRI data that was not available in the original paper?\n * If **no**, specify where the historical data has been altered.\n\n---\n", + "\nHaxby’s Central Argument\nIs it correctly stated that category-specific patterns exist **even after excluding the regions that respond maximally** to that category?\n * If **no**, indicate the slide where the \"distributed and overlapping\" theory is misrepresented.\n", + "\nStatistical Validity of Decoding\nAre the correlations (within-category vs. between-category) correctly described as the basis for identifying stimulus categories in Ventral Temporal (VT) cortex?\n * If **no**, specify the error in the explanation of the \"winner-take-all\" or correlation-based decoding.\n", + "\nConclusion Accuracy\nIs the conclusion consistent with Haxby: that the \"maximal\" regions (like FFA) are just part of a wider, distributed representation?\n * If **no**, reference the discrepancy with *Science (2001)*.\n\n---\n", + "\nDefinition of Triple Dissociation\nIs it accurately explained that TMS over **rOFA, rEBA, and rLO** selectively impaired faces, bodies, and objects respectively, without affecting the other categories?\n * If **no**, indicate where the selective nature of the impairment is described incorrectly.\n", + "\nTMS vs. fMRI Logic\nIs the distinction between fMRI (correlational) and TMS (causal/interference) clearly maintained in the argument for modularity?\n * If **no**, specify where the causal strength of the TMS findings is conflated with correlational data.\n", + "\nLocalized vs. Distributed Evidence\nDoes the content accurately frame Pitcher et al. as strong evidence **against** the distributed view and **for** the modular view?\n * If **no**, indicate the slide and the error in framing.\n\n---\n", + "\nMVPA Procedure and Logic\nAre the steps for MVPA (Training a decoder vs. Testing a decoder) accurately described?\n * If **no**, identify where the concepts of \"voodoo correlations\" or data leakage (training on test data) are mentioned or ignored.\n", + "\nTesting Invariance\nIs the use of MVPA to test **invariance** (e.g., training on one view and testing on another) correctly explained?\n * If **no**, reference the \"Powerful Use of MVPA\" section in Lecture 7.\n", + "\nComparison: Voxel vs. Neuron\nIs it correctly noted that we can decode identity from populations of neurons (neurophys) but rarely from populations of voxels in a single region (fMRI)?\n * If **no**, indicate the exact slide and reference the Dubois et al. (2015) point.\n\n---\n", + "\nFunctional Regions of Interest (fROI)\nAre the reasons for using fROIs (e.g., handling anatomical variability across subjects) accurately stated?\n * If **no**, identify where the \"Standard Space\" vs. \"fROI\" trade-offs are misrepresented.\n", + "\nBlocked vs. Event-Related Designs\nIs the trade-off between **signal-to-noise ratio** (Blocked) and **estimation of the Hemodynamic Response Function** (Event-related) correctly described?\n * If **no**, reference the \"Decisions toward an Actual Experiment\" slide.\n\n---\n", + "\nContradiction Check\nDoes the slide deck acknowledge the **contradiction** between Haxby (distributed) and Pitcher (modular) as a central theme of the course?\n * If **no**, indicate where the presentation fails to bridge these competing views.\n", + "\nTerminology Consistency\nAre terms like \"Decoding,\" \"Voxel,\" and \"Representation\" used with the same definition in both the Haxby and MVPA sections?\n * If **no**, list the inconsistent definitions.\n" + ] +} diff --git a/education/MIT-the_human_brain/07/generation_task/statistics.yaml b/education/MIT-the_human_brain/07/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ed9972cd88a01a4515bd5475cb9e2e9b0d5c4961 --- /dev/null +++ b/education/MIT-the_human_brain/07/generation_task/statistics.yaml @@ -0,0 +1,31 @@ +case_path: education/MIT-the_human_brain/07 +category: education +input_metrics: + total_input_tokens: 23490 + generation_prompt_tokens: 2210 + materials_total_tokens: 21280 + material_count: 3 + pdf_total_pages: 38 + file_details: + - name: material_1.pdf + tokens: 14560 + pages: 26 + - name: material_2.pdf + tokens: 3360 + pages: 6 + - name: material_3.pdf + tokens: 3360 + pages: 6 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 7 + Content Correctness: 15 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 22 + total_count: 52 diff --git a/education/MIT-the_human_brain/07/material_1.pdf b/education/MIT-the_human_brain/07/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..66a3eb5fa58fa5028552321d6a957996e571e730 --- /dev/null +++ b/education/MIT-the_human_brain/07/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ef1bee281aa5bd5e51fe87a84cf918bf3fb2fd738666ca0f529f76c894c5f380 +size 8914510 diff --git a/education/MIT-the_human_brain/07/material_2.pdf b/education/MIT-the_human_brain/07/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..896df8cc1bd911b98168cd4836a14c44615c9d1c --- /dev/null +++ b/education/MIT-the_human_brain/07/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de775b5a789140dfb97f71e63a3c725e7b2bd6fd14b3ff645be4ba073b6b9458 +size 606160 diff --git a/education/MIT-the_human_brain/07/material_3.pdf b/education/MIT-the_human_brain/07/material_3.pdf new file mode 100644 index 0000000000000000000000000000000000000000..501b561bde42ef8a37dc429233b775c28eb7dd8b --- /dev/null +++ b/education/MIT-the_human_brain/07/material_3.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cfcfd29b9cfc4c8227594ec31e71c249924d5b5cc2bf3cda37fa707f8be214d9 +size 505013 diff --git a/education/MIT-the_human_brain/08/generation_task/instructions.md b/education/MIT-the_human_brain/08/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..1149057074ab000d3f382bf5e87c1b8f773c5bb2 --- /dev/null +++ b/education/MIT-the_human_brain/08/generation_task/instructions.md @@ -0,0 +1,138 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + + +1. **Title Slide** + * Lecture Title: "Navigation I: Scene Recognition, fMRI Adaptation, and the Modularity Debate" + * Course Context: MIT 9.13 (Based on Lecture 8, Haxby et al. 2001, and Pitcher et al. 2009) + +2. **Agenda / Outline** + * Review: Haxby’s Distributed Challenge vs. Causal Evidence + * The "Scene Network": PPA, RSC, and OPA + * fMRI Adaptation (fMR-A): Logic and Applications + * Testing Invariance: From MVPA to Adaptation + * The Triple Dissociation: Causal Independence of Faces, Bodies, and Objects + +3. **Haxby’s Challenge and the Counter-Evidence** + * **The Empirical Challenge:** Explain Haxby’s finding (2001) that category-selective regions (like FFA) contain significant information about non-preferred categories (e.g., chairs, shoes). + * **The Causal Rebuttal:** Explain why pattern information (from fMRI) doesn't prove functional necessity. Cite Prosopagnosia and TMS data as evidence that these regions are specialized for their preferred category only. + +4. **The Scene Recognition Network** + * **Parahippocampal Place Area (PPA):** Focus on its selective response to spatial layout and scenes rather than individual objects. + * **Retrosplenial Complex (RSC):** Role in linking local scenes to a broader environmental map (navigation). + * **Occipital Place Area (OPA/TOS):** Role in local navigation and identifying navigable paths within a scene. + + +5. **fMRI Adaptation (fMR-A): The Logic** + * **Basic Principle:** "Repression Suppression"—neurons decrease their firing rate when a stimulus is repeated. + * **The "Same vs. Different" Test:** Explain how fMR-A can be used to determine what a specific brain region "thinks" is the same stimulus. + * **Application:** Contrast the neural response to "Same" trials (adaptation) vs. "Different" trials (recovery from adaptation). + +6. **Testing Invariance via fMR-A and MVPA** + * **The Goal:** Does a region represent a "Template" (exact image) or an "Abstract Concept" (invariant to size/viewpoint)? + * **Experiment Design:** Train/Test decoding across different viewpoints or use fMR-A with stimuli that differ in size but represent the same object. + +7. **Causal Evidence: The Triple Dissociation (Pitcher et al., 2009)** + * **Methodology:** Use of TMS to create temporary "virtual lesions" in rOFA, rEBA, and rLO. + * **Key Finding:** Selective disruption of face tasks by rOFA stimulation, body tasks by rEBA, and object tasks by rLO. + * **Theoretical Impact:** Strong evidence for the modular view—functionally segregated areas are necessary for discriminating their specific categories. + + +8. **Distributed vs. Modular: A Synthesis** + * **Population Coding:** Discuss the idea that while information may be distributed (Haxby), the actual "read-out" or computation for behavior may rely on specialized modules (Kanwisher). + * **Neural Implementation:** Mention that identity might be decoded from populations of neurons rather than populations of voxels. + +9. **Summary / Key Takeaways** + * Navigation relies on a distributed network of scene-selective regions (PPA, RSC, OPA). + * fMRI Adaptation and MVPA are dual tools for uncovering the "representational code" of the brain. + * Causal methods (TMS) are essential to adjudicate between modular and distributed theories of cortical function. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/education/MIT-the_human_brain/08/generation_task/judge_prompt.json b/education/MIT-the_human_brain/08/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..38baec00ff21f22ae47ad00d2ce6921dc87d6f03 --- /dev/null +++ b/education/MIT-the_human_brain/08/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the title slide clearly include:\n * The lecture title (9.13 The Human Brain)?\n * The specific lecture context (Class 8: Navigation I)?\n* Is there an Outline slide that explicitly lists:\n * Review of Haxby & MVPA.\n * The PPA (Parahippocampal Place Area) and scene selectivity.\n * The rest of the \"Scene Network\": RSC and OPA/TOS.\n * fMRI Adaptation as a tool to test representations.\n* Note: If NO, indicate which major section is missing.\n", + "\nDoes the content review Haxby’s (2001) challenge (that selective regions contain information about non-preferred stimuli)?\n* Are the specific empirical counter-evidences mentioned to support modularity?\n * Prosopagnosia (Lesion evidence).\n * Electrical stimulation (Causal evidence).\n * TMS (Triple dissociation).\n* Is there an explanation of how to use MVPA to test if PPA discriminates between different scene types (e.g., beach vs. city)?\n* Note: If NO, identify if the theoretical link to previous lectures is missing.\n", + "\nIs the PPA defined by its functional contrast: Scenes > Objects?\n* Does the content specify what counts as a \"scene\" (e.g., layout, spatial containers) vs. \"objects\" (individual items)?\n* Is it mentioned that PPA responds to:\n * Empty rooms as much as furnished rooms?\n * Indoor and outdoor scenes?\n * Abstract \"Lego\" landscapes?\n* Does it clarify that PPA does NOT respond to groups of objects without a spatial layout?\n* Note: If NO, specify if the functional profile of the PPA is inadequately described.\n", + "\nAre the other two major scene-selective regions introduced?\n * **RSC (Retrosplenial Complex)**: Linked to navigation and orientation within a larger environment.\n * **OPA (Occipital Place Area)** / TOS: Linked to perceiving local layout and navigable paths.\n* Is the distinction between these regions mentioned (e.g., RSC for \"where I am in the world\" vs. PPA for \"what this place looks like\")?\n* Note: If NO, identify if the \"Scene Network\" is incomplete.\n", + "\nIs the basic logic of fMRI Adaptation explained (Repetition Suppression)?\n * If a region shows a decreased response to a repeated stimulus, it must \"think\" the two stimuli are the same.\n* Is it explained how fMR-A can be used to test **Invariance** (e.g., viewpoint, illumination)?\n* Does the content show how fMR-A reveals what a brain region \"thinks\" is the same vs. different?\n* Note: If NO, specify if the mechanism or the logic of adaptation is missing.\n", + "\nDoes the content address the two fundamental questions of navigation?\n 1. **Recognition**: Where am I now? (Place recognition)\n 2. **Reorientation**: Which way do I head? (Spatial orientation)\n* Note: If NO, indicate if the computational goal of navigation is absent.\n", + "\nIs there a summary of key terms and methods:\n * Blocked vs. Event-related fMRI adaptation.\n * Viewpoint invariance in scene processing.\n * Minimal pairs in scene vs. object stimuli.\n* Does it link back to the Marr framework (Computational Theory of Navigation)?\n* Note: If NO, identify which synthesis elements are missing.\n" + ], + "material_dependent_checklist_2": [ + "\nStrict Adherence to background materials\nAre the slides **strictly based only on concepts, terminology, and conclusions** appearing in *Haxby (2001)*, *Pitcher (2009)*, and *MIT 9.13 Lecture 8*?\n * If **no**, identify any concepts introduced beyond these texts (e.g., specific algorithms for neural networks not mentioned in the lecture).\n", + "\nAvoidance of “Correction / Modernization / Reinterpretation”\nDo the slides avoid \"modernizing\" Haxby's 2001 results or reinterpreting the modularity debate using outside sources?\n * If **no**, specify which parts of the content were modified or reinterpreted.\n\n---\n", + "\nHaxby’s Empirical Challenge Accuracy\nIs Haxby's challenge accurately stated: that category-specific information exists **even after excluding the regions that respond maximally** to that category?\n * If **no**, indicate the slide where the \"scrambled\" or \"excluded\" ROI analysis is misrepresented.\n", + "\nCorrelation-Based Decoding Logic\nIs the \"within-category vs. between-category\" correlation method (the basis of Haxby's decoding) correctly explained?\n * If **no**, reference the specific error in describing how the stimulus category is identified from the pattern.\n", + "\nDefinition of Distributed Architecture\nIs it correctly noted that Haxby argues for a \"virtually unlimited capacity\" for object representation based on these overlapping patterns?\n * If **no**, indicate the exact slide and location of the error.\n\n---\n", + "\nDefinition of Triple Dissociation\nIs the \"Triple Dissociation\" (rOFA for faces, rEBA for bodies, rLO for objects) correctly described?\n * If **no**, indicate the slide where the regional functions or the selective impairments are misidentified.\n", + "\nTMS vs. fMRI Logic\nIs the distinction between fMRI (correlational) and TMS (causal) clearly maintained in the argument for functional specificity?\n * If **no**, identify where the causal role of these regions is inaccurately described or conflated with fMRI data.\n", + "\nCounterevidence to the Distributed View\nDoes the content accurately reflect Pitcher's conclusion that while patterns exist, only specific regions are **functionally necessary** for discriminating their preferred category?\n * If **no**, reference the discrepancy with the *Current Biology (2009)* paper.\n\n---\n", + "\nFunctional ROI Definition (PPA, RSC, OPA/TOS)\nAre the functions of the **PPA** (scene recognition), **RSC** (navigation/memory), and **OPA/TOS** (spatial layout) correctly identified?\n * If **no**, indicate the error in regional functional assignment.\n", + "\nfMRI Adaptation (Repetition Suppression) Logic\nIs the logic of fMRI adaptation—using signal reduction to test **invariance**—accurately explained?\n * If **no**, indicate the error in describing the \"Same vs. Different\" stimulus contrast.\n", + "\nRepresentation of Viewpoint and Layout\nIs the conclusion regarding whether PPA represents \"viewpoint\" or \"spatial layout\" consistent with the experiments discussed in Lecture 8?\n * If **no**, specify the location of the error.\n\n---\n", + "\nMVPA Procedure: Training and Testing\nAre the steps for MVPA (Functionally localizing ROI -> Training decoder on even runs -> Testing on odd runs) accurately described?\n * If **no**, identify where the decoding logic (e.g., predicting beach vs. city) is misrepresented.\n", + "\nTesting Invariance with MVPA\nIs it correctly explained that MVPA can test invariance by training on one stimulus type and testing on another (e.g., different viewpoints)?\n * If **no**, reference the specific slide in Lecture 8.\n\n---\n", + "\nConsistency of Definitions\nAre terms like \"Decoding,\" \"Representation,\" and \"Selectivity\" used consistently across all sections of the slide deck?\n * If **no**, explain the conceptual contradiction.\n", + "\nPresentation of the Central Tension\nDoes the slide deck acknowledge the **contradiction** between Haxby's distributed view and the modular view supported by TMS?\n * If **no**, indicate where the presentation fails to bridge these competing empirical findings.\n", + "\nConsistency Between Diagrams and Text\nDo all anatomical diagrams and brain maps strictly follow the labels and locations provided in the original research papers?\n * If **no**, indicate the specific visual-textual conflict.\n" + ] +} diff --git a/education/MIT-the_human_brain/08/generation_task/statistics.yaml b/education/MIT-the_human_brain/08/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1dec3c4f1cd9e6fd5185fd7abd2fcc2a64c2b96d --- /dev/null +++ b/education/MIT-the_human_brain/08/generation_task/statistics.yaml @@ -0,0 +1,31 @@ +case_path: education/MIT-the_human_brain/08 +category: education +input_metrics: + total_input_tokens: 23581 + generation_prompt_tokens: 2301 + materials_total_tokens: 21280 + material_count: 3 + pdf_total_pages: 38 + file_details: + - name: material_1.pdf + tokens: 14560 + pages: 26 + - name: material_2.pdf + tokens: 3360 + pages: 6 + - name: material_3.pdf + tokens: 3360 + pages: 6 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 7 + Content Correctness: 16 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/education/MIT-the_human_brain/08/material_1.pdf b/education/MIT-the_human_brain/08/material_1.pdf new file mode 100644 index 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b/education/MIT-the_human_brain/08/material_3.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cfcfd29b9cfc4c8227594ec31e71c249924d5b5cc2bf3cda37fa707f8be214d9 +size 505013 diff --git a/education/MIT-the_human_brain/09/generation_task/instructions.md b/education/MIT-the_human_brain/09/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..41ea2cfeb706d3a4d84ff4a1b03153954e29ac6d --- /dev/null +++ b/education/MIT-the_human_brain/09/generation_task/instructions.md @@ -0,0 +1,142 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + + + +1. **Title Slide** + * Lecture Title: "Navigation II: Neural Maps, Scene Perception, and Topographical Disorientation" + * Course Context: MIT 9.13 (Based on Lecture 9, Robin et al. 2017, and Bryan et al. 2016) + +2. **Agenda / Outline** + * The Fundamental Problems of Navigation + * Specialized Cells for Spatial Mapping (Place, Grid, Border, HD cells) + * The PPA: Scene Selectivity vs. Low-Level Features + * Case Study: LH and Topographical Disorientation (TD) + * Reorientation and the "Geometric Module" + * Beyond Space: The Hippocampus in Memory and Cognition + +3. **The Fundamental Problems of Navigation** + * **"Where am I?":** Distinguish between recognizing a familiar location (RSC) and identifying the type/layout of an unfamiliar place (PPA/OPA). + * **"How do I get there?":** The role of "Beaconing" (moving toward a visible landmark) vs. using a mental map (Hippocampus). + * **Navigational Affordances:** How OPA identifies possible routes (doors, halls) and boundaries. + +4. **Neural Machinery of the Spatial Map** + * **Place Cells (Hippocampus):** Fire when an animal is in a specific location in an environment. + * **Grid Cells (Entorhinal Cortex):** Provide a coordinate system (tesselating hexagons) to track distance and direction. + * **Border Cells:** Fire at the edges of an environment. + * **Head Direction (HD) Cells:** Act as a compass, firing based on which way the animal is facing. + +5. **PPA Selectivity: Scenes or Low-level Features? (Bryan et al., 2016)** + * **The Hypothesis:** Is PPA just responding to "Rectilinear Edges" (horizontal and vertical lines)? + * **Experimental Control:** Comparing response to scenes vs. "scrambled" versions and objects with varying edge content. + * **Conclusion:** Rectilinear edge selectivity is insufficient to explain PPA activity; it specifically tracks the 3D layout and category of a scene. + +6. **Topographical Disorientation & Landmark Agnosia (Robin et al., 2017)** + * **The Case of LH:** A patient with selective deficits in finding his way despite intact object recognition. + * **Landmark Agnosia:** Define the inability to use environmental features (buildings, corners) to navigate. + * **Experimental Findings:** LH showed impaired performance in recognizing scenes even when low-level visual processing was preserved. + +7. **The Scene Network: PPA, RSC, and OPA** + * **PPA (Parahippocampal Place Area):** Represents the local geometry and category (e.g., "this is a kitchen"). + * **RSC (Retrosplenial Complex):** Anchors local scenes to a global map and tracks heading direction. + * **OPA (Occipital Place Area):** Processes local "affordances" or paths for immediate movement. + +8. **Reorientation and Geometry** + * **The Reorientation Task:** How humans and animals regain their bearings in a rectangular room. + * **The Geometric Module:** The tendency to use the "shape of the room" (long wall/short wall) rather than landmarks (blue wall) when disoriented. + * **Developmental Insights:** When do children begin to combine geometric and landmark information? + +9. **Summary / Key Takeaways** + * Navigation is not a single process but a collection of computations: localization, mapping, and path planning. + * Specialized neural hardware (Place/Grid cells) implements the "Cognitive Map." + * Dissociations in patients (like LH) prove that scene perception is a distinct, specialized component of the human mind. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/education/MIT-the_human_brain/09/generation_task/judge_prompt.json b/education/MIT-the_human_brain/09/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..91d415f9c7f0e9c0c81c8316f9a55c850bcbf5f1 --- /dev/null +++ b/education/MIT-the_human_brain/09/generation_task/judge_prompt.json @@ -0,0 +1,25 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the title slide clearly include:\n * The lecture title (9.13 The Human Brain)?\n * The specific lecture context (Class 9: Navigation II)?\n* Is there an Outline slide that explicitly lists:\n * Spatial Cells: Place, Grid, Border, and Head Direction (HD) cells.\n * Reorientation (Resetting the mental map).\n * Functional roles of PPA, RSC, and OPA in navigation.\n * Case studies of Topographical Disorientation (TD).\n* Note: If NO, indicate which major section is missing.\n", + "\nAre the following four types of neurons explicitly defined with their functions?\n 1. **Place Cells (Hippocampus)**: Fire when the animal is in a specific location in an environment.\n 2. **Grid Cells (Entorhinal Cortex)**: Fire in a repeating hexagonal tiling pattern across the environment.\n 3. **Border/Boundary Cells**: Fire when the animal is near a specific boundary (wall/drop-off).\n 4. **Head Direction (HD) Cells**: Fire based on which way the animal’s head is pointing (independent of location).\n* Is the \"Mental Map\" concept linked to the Hippocampus?\n* Note: If NO, specify which cell type or concept is missing.\n", + "\nIs the \"Reorientation Task\" explained (e.g., finding a hidden object in a rectangular room after being disoriented)?\n* Does the content discuss the use of \"Geometric Cues\" (room shape) vs. \"Features/Landmarks\" (a blue wall)?\n* Is there a mention of the \"Modular View of Reorientation\" (that young children and animals initially rely only on geometry)?\n* Note: If NO, identify if the distinction between geometry and landmarks is absent.\n", + "\nDoes the content assign specific navigation roles to the following regions?\n * **PPA (Parahippocampal Place Area)**: Recognizing the \"type\" of place (e.g., a kitchen) and current layout.\n * **RSC (Retrosplenial Complex)**: Linking the current view to a global map; \"Where am I in the world?\".\n * **OPA (Occipital Place Area)**: Identifying \"navigational affordances\" (e.g., where are the doors and paths?).\n* Does it mention that PPA response is NOT solely explained by low-level features like rectilinear edges (Bryan et al., 2016)?\n* Note: If NO, specify if the functional division of labor is unclear.\n", + "\nIs the condition **Topographical Disorientation** defined (inability to find one's way)?\n* Is there a discussion of **Landmark Agnosia** (selective deficit in recognizing scenes/landmarks while object recognition is preserved)?\n* Does the content mention Case LH (Robin et al., 2017) regarding selective scene perception deficits?\n* Note: If NO, specify if clinical/lesion evidence for scene processing is missing.\n", + "\nDoes the content suggest that the Hippocampus is not \"just\" for space?\n* Is there a mention of its role in **Episodic Memory** or representing non-spatial \"conceptual spaces\" (e.g., social hierarchies or bird dimensions)?\n* Note: If NO, identify if the broader role of the hippocampal system is omitted.\n", + "\nIs there a summary slide addressing the two fundamental questions:\n 1. **Where am I?** (Place recognition via PPA/RSC).\n 2. **How do I get there?** (Path planning via Hippocampus/OPA).\n* Does it list critical terms: \"Hexagonal Symmetry,\" \"Dead Reckoning,\" \"Navigational Affordances,\" and \"Cognitive Map\"?\n* Note: If NO, specify which synthesis elements are missing.\n" + ], + "material_dependent_checklist_2": [ + "\nStrict Adherence to background materials\nAre the slides **strictly based only on concepts, terminology, and conclusions** appearing in *Robin et al. (2017)*, *Bryan et al. (2016)*, and *MIT 9.13 Lecture 9*?\n * If **no**, identify any concepts introduced beyond these texts (e.g., details on the Entorhinal Cortex not covered in the lecture).\n", + "\nAvoidance of “Correction / Modernization / Reinterpretation”\nDo the slides avoid \"simplifying\" the findings of Bryan et al. (2016) regarding the relationship between rectilinear edges and scene selectivity?\n * If **no**, specify which parts of the experimental conclusions were modified.\n\n---\n", + "\nFunctional Definitions of Core Regions\nAre the functions of **PPA** (category recognition), **RSC** (familiarity/coordinate transformation), and **OPA** (local layout/affordances) correctly distinguished?\n * If **no**, indicate the slide where the functional roles are conflated or misassigned.\n", + "\nRectilinear Edge Selectivity (Bryan 2016)\nIs it accurately stated that while PPA responds to rectilinear edges, this feature **is insufficient** to fully explain its category selectivity for scenes?\n * If **no**, reference the specific discrepancy with the *Frontiers in Human Neuroscience (2016)* paper.\n\n---\n", + "\nClassification of Navigation Cells\nAre **Place cells**, **Grid cells**, **Border cells**, and **Head direction cells** correctly defined and their locations (Hippocampus vs. Entorhinal Cortex) accurately stated?\n * If **no**, indicate the slide containing the error in cell function or anatomical location.\n", + "\nHippocampal Mental Map\nIs the Hippocampus correctly described as the site for the \"Mental Map\" of the world, integrating location and destination?\n * If **no**, indicate where the theoretical framework from Lecture 9 is misrepresented.\n\n---\n", + "\nCase Study LH (Robin 2017)\nDoes the content accurately reflect that patient **LH** exhibited selective scene perception deficits despite preserved object recognition?\n * If **no**, indicate the error in the description of the patient's neuropsychological profile.\n", + "\nLink Between TD and Landmark Agnosia\nIs the relationship between Topographical Disorientation and **Landmark Agnosia** correctly defined according to the *Cortex (2017)* report?\n * If **no**, explain the mistake in the clinical definitions provided.\n\n---\n", + "\nThe Two Core Problems\nDoes the checklist confirm that navigation involves solving: 1. **\"Where am I?\"** (Recognition/Layout) and 2. **\"How do I get there?\"** (Path planning/Heading)?\n * If **no**, identify which fundamental problem was omitted or incorrectly described.\n", + "\nNavigational Affordances\nIs the term **\"Navigational Affordances\"** (e.g., doors and paths) correctly attributed to the OPA's functional role?\n * If **no**, reference the \"Best Current Guesses\" slide in Lecture 9.\n\n---\n", + "\nConsistency of Terminology\nAre terms like \"Spatial Layout,\" \"Invariance,\" and \"Heading\" used consistently across the sections on PPA selectivity and hippocampal navigation?\n * If **no**, explain the conceptual contradiction.\n", + "\nVisual-Textual Alignment\nDo the brain diagrams for the scene-selective regions match the anatomical coordinates and labels provided in the MIT lecture slides?\n * If **no**, indicate the specific visual-textual conflict.\n" + ] +} diff --git a/education/MIT-the_human_brain/09/generation_task/statistics.yaml b/education/MIT-the_human_brain/09/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cef20c579ef350a01319f06902ee6bd667f94dc5 --- /dev/null +++ b/education/MIT-the_human_brain/09/generation_task/statistics.yaml @@ -0,0 +1,31 @@ +case_path: education/MIT-the_human_brain/09 +category: education +input_metrics: + total_input_tokens: 31440 + generation_prompt_tokens: 2320 + materials_total_tokens: 29120 + material_count: 3 + pdf_total_pages: 52 + file_details: + - 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Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + + +1. **Title Slide** + * Lecture Title: "Development of the Functional Architecture: Nature, Nurture, and the Case of Scene Perception" + * Course Context: MIT 9.13 (Based on Lecture 10, Robin et al. 2017, and Bryan et al. 2016) + +2. **Agenda / Outline** + * The Origins of Knowledge: Empiricism vs. Nativism + * Basic Mechanisms of Brain Development + * Development of the Face System: Innate or Learned? + * PPA Specificity: Testing the Rectilinear Edge Hypothesis (Bryan et al.) + * Case Study: Patient LH and Topographical Disorientation (Robin et al.) + * The Interaction of Experience and Cortical Specialization + +3. **The Philosophical Roots: Nature vs. Nurture** + * **Empiricism (Locke/Hume):** Knowledge is derived solely from experience. + * **Nativism (Kant):** "A priori" conditions (like space and time) are necessary for cognition and exist prior to experience. + * **Modern View:** How neurobiology tests these ideas through infant fMRI and controlled rearing studies. + +4. **Basics of Brain Development** + * **Neurogenesis & Synaptogenesis:** The rapid creation of neurons and connections in early life. + * **Synaptic Pruning:** Use-it-or-lose-it mechanism where inactive connections are removed. + * **Activity-Dependent Plasticity:** How the environment shapes neural circuits during "critical periods." + +5. **Is Face Perception Innate?** + * **Infant Behavior:** Evidence that newborns prefer face-like configurations (the "Conspec" system). + * **The Conundrum:** Behavioral evidence suggests early face abilities, but fMRI shows that "face patches" in monkeys require visual experience to develop. + * **Selective Scans:** How researchers scan infants to find the earliest signs of the FFA. + +6. **PPA and the Geometry of Scenes (Bryan et al., 2016)** + * **The "Rectilinear" Hypothesis:** Does the PPA only respond to high-contrast vertical and horizontal lines? + * **Experimental Design:** Comparing PPA response to scenes, objects, and "scrambled" scenes with identical edge content. + * **Finding:** Rectilinear edges are not enough; PPA is specifically tuned to the 3D spatial layout and category of a scene. + +7. **Topographical Disorientation: Case Study LH (Robin et al., 2017)** + * **The Deficit:** Patient LH shows "Landmark Agnosia"—intact object recognition but profound inability to recognize scenes or navigate. + * **The Dissociation:** Why this proves scene perception is a specialized module separate from general object vision. + * **Clinical Insights:** What TD tells us about the necessary components for a "Cognitive Map." + +8. **Reorientation and the Geometric Module** + * **Task:** How children and animals regain their bearings in a room. + * **The Spelke Findings:** Young children often rely on the room's geometry (shape) even when distinct landmarks (colored walls) are available. + * **Developmental Shift:** When and how language/experience allows for the integration of geometry and landmarks. + +9. **Summary / Key Takeaways** + * Cortical specialization is a product of both innate biases and extensive experience. + * Scene perception is a distinct computational problem with dedicated neural hardware (PPA). + * Development is not just "filling a blank slate" but the refinement of pre-existing organizing principles. +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. \ No newline at end of file diff --git a/education/MIT-the_human_brain/10/generation_task/judge_prompt.json b/education/MIT-the_human_brain/10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..b47e82634fc09e2fe64c14bc713f2cdaff784263 --- /dev/null +++ b/education/MIT-the_human_brain/10/generation_task/judge_prompt.json @@ -0,0 +1,26 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the title slide clearly include:\n * The lecture title (9.13 The Human Brain)?\n * The specific lecture context (Class 10: Development)?\n* Is there an Outline slide that explicitly lists the three core test cases:\n * A. Face Perception and the FFA.\n * B. The Navigation Network and Reorientation.\n * C. The Visual Word Form Area (VWFA).\n* Note: If NO, indicate which major section or test case is missing.\n", + "\nDoes the content define the Empiricist view (Locke/Hume: all knowledge comes from experience)?\n* Does the content define the Nativist/Kant view (A priori conditions of cognition, like space and time)?\n* Is there a discussion of why this is now an empirical neuroscience question rather than just \"philosophical hot air\"?\n* Note: If NO, specify if the theoretical framework for development is missing.\n", + "\nDoes the content explain the timeline of brain growth (e.g., most neurons formed before birth)?\n* Are the following developmental processes mentioned?\n * Synaptogenesis (formation of synapses).\n * Pruning (elimination of unused connections).\n * Myelination (which continues into the 20s).\n* Is the \"Visual Deprivation\" study (Hubel & Wiesel) mentioned to show the \"Critical Period\" for V1?\n* Note: If NO, identify if the biological basics of development are absent.\n", + "\nBehavioral Evidence:**\n * Is it mentioned that newborns (minutes old) prefer face-like patterns?\n * Is the \"Conspec\" (innate bias) vs. \"Conlern\" (learned system) distinction discussed?\n* **Neural Evidence (The Conundrum):**\n * Does the content show that monkeys raised without seeing faces do NOT develop face patches (fMRI data)?\n * Does it address the conflict: Why do humans have a face-preference at birth, but neural \"patches\" seem to require experience?\n* Note: If NO, specify if the behavioral vs. neural development paradox is missing.\n", + "\nDoes the content explore HOW a region \"knows\" to become the FFA or PPA?\n* Is **Pre-existing Connectivity** (Proto-architecture) discussed as a potential scaffold?\n* Is there a mention of the \"Arcuate Fasciculus\" or other white matter tracts as predictors of future functional selectivity?\n* Note: If NO, identify if the mechanism of cortical differentiation is absent.\n", + "\nIs the \"Geometric Module\" in children (relying on room shape) reviewed?\n* Does it mention that reorientation abilities might be innate or emerge very early?\n* Note: If NO, specify if the developmental aspect of navigation is omitted.\n", + "\nDoes the content reference Bryan et al. (2016) regarding whether PPA selectivity is just \"Rectilinear Edge\" detection? (Answer: No, it's more complex/category-specific).\n* Is the case of LH (Robin et al., 2017) discussed to show how selective deficits in scene perception (Landmark Agnosia) inform our understanding of adult functional architecture?\n* Note: If NO, specify if the supplemental research on PPA/Landmark Agnosia is missing.\n", + "\nDoes the summary slide address:\n * What is innate (biases, templates)?\n * What is learned (specific patches, fine-tuning)?\n* Does it preview the **Visual Word Form Area (VWFA)** as a case of \"pure learning\" (since reading is a recent cultural invention)?\n* Note: If NO, identify if the lecture synthesis is incomplete.\n" + ], + "material_dependent_checklist_2": [ + "\nStrict Adherence to background materials\nAre the slides **strictly based only on concepts, terminology, and conclusions** appearing in *Robin et al. (2017)*, *Bryan et al. (2016)*, and *MIT 9.13 Lecture 10*?\n * If **no**, identify any concepts introduced beyond these texts (e.g., modern studies on infant gaze from 2024 not mentioned in the lecture).\n", + "\nAvoidance of “Correction / Modernization / Reinterpretation”\nDo the slides avoid \"correcting\" the findings on the necessity of experience for face patches as described in the lecture?\n * If **no**, specify which parts of the developmental timeline or conclusions were modified.\n\n---\n", + "\nEmpiricism vs. Nativism Framework\nIs the debate between **Empiricists** (Locke, Hume) and **Nativists** (Kant) accurately framed regarding the origins of knowledge?\n * If **no**, indicate the slide where the \"a priori conditions\" of cognition are misrepresented.\n", + "\nDevelopmental Milestones of the Brain\nAre the \"bare basics\" of brain development (e.g., peak synaptogenesis, pruning, and the prolonged development of the prefrontal cortex) correctly stated?\n * If **no**, indicate the numerical or chronological error based on Lecture 10.\n\n\n\n---\n", + "\nInnate Bias vs. Learned Specificity\nDoes the content accurately distinguish between an **innate bias** to look at face-like templates and the **requirement of experience** for the actual development of cortical face patches?\n * If **no**, reference the \"Conundrum\" mentioned on Page 29 of Lecture 10.\n", + "\nThe Role of Experience\nIs the evidence from monkey studies (e.g., Arcaro et al.) correctly cited to show that face patches do not develop in the absence of face experience?\n * If **no**, specify the error in describing the necessity of visual input.\n\n---\n", + "\nRectilinear Edge Hypothesis\nIs the hypothesis that PPA selectivity is driven by **rectilinear edges** accurately presented and then critiqued?\n * If **no**, indicate where the conclusion that \"rectilinear edge selectivity is insufficient\" is missed or misrepresented.\n", + "\nComparison with Other Categories\nDoes the checklist confirm that PPA responds more strongly to scenes than to objects or faces, regardless of the presence of straight lines?\n * If **no**, reference the specific findings in *Frontiers in Human Neuroscience (2016)*.\n\n---\n", + "\nCase Study LH and Landmark Agnosia\nIs the selective nature of **LH's deficit** (impaired scene recognition but preserved object recognition) accurately detailed?\n * If **no**, identify the error in describing the neuropsychological dissociation.\n", + "\nPerceptual Mechanisms of TD\nDoes the content accurately reflect that TD can result from a specific inability to process global scene properties rather than just low-level visual features?\n * If **no**, reference the *Cortex (2017)* article.\n\n---\n", + "\nConsistency of Developmental Theories\nAre the concepts of \"innateness\" applied consistently across the discussions of the FFA and the navigation network?\n * If **no**, explain the conceptual contradiction.\n", + "\nVisual-Textual Alignment\nDo the diagrams illustrating cortical areas (e.g., VWFA, FFA, PPA) match the anatomical locations and labels provided in the original MIT lecture slides?\n * If **no**, indicate the specific visual-textual conflict.\n" + ] +} diff --git a/education/MIT-the_human_brain/10/generation_task/statistics.yaml b/education/MIT-the_human_brain/10/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b244744985aa3977be78808b931cc6b2bbd523b --- /dev/null +++ b/education/MIT-the_human_brain/10/generation_task/statistics.yaml @@ -0,0 +1,31 @@ +case_path: education/MIT-the_human_brain/10 +category: education +input_metrics: + total_input_tokens: 25211 + generation_prompt_tokens: 2251 + materials_total_tokens: 22960 + material_count: 3 + pdf_total_pages: 41 + file_details: + - name: material_1.pdf + tokens: 10080 + pages: 18 + - name: material_2.pdf + tokens: 6720 + pages: 12 + - name: material_3.pdf + tokens: 6160 + pages: 11 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 8 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 20 + total_count: 50 diff --git a/education/MIT-the_human_brain/10/material_1.pdf b/education/MIT-the_human_brain/10/material_1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..75ffdbab970312b8fc2e793682bf0d8c7d09d1a1 --- /dev/null +++ b/education/MIT-the_human_brain/10/material_1.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:30bd5b589959f07002896890dddaac2cfbe47940be66b2f28942fc91f696f30a +size 3373083 diff --git a/education/MIT-the_human_brain/10/material_2.pdf b/education/MIT-the_human_brain/10/material_2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f8463353e89caf1b48cca74ff447c8a252a8172c --- /dev/null +++ b/education/MIT-the_human_brain/10/material_2.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43644ae53dee98e37c01e978a803fad64bec93670573a3048ec88db28451ec48 +size 2117004 diff --git a/education/MIT-the_human_brain/10/material_3.pdf b/education/MIT-the_human_brain/10/material_3.pdf new file mode 100644 index 0000000000000000000000000000000000000000..cc195c0498669fbe0e1b1273b18ed8342d59ccc5 --- /dev/null +++ b/education/MIT-the_human_brain/10/material_3.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9174fdcb34eae9b1a369988680b7bbbe7888fd56da9f4be488eb9a078ff2d0d6 +size 1747300 diff --git a/education/MIT-the_human_brain/11/generation_task/instructions.md b/education/MIT-the_human_brain/11/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..017ff2bcc430aecaf0529d70d0bc842ca9e905be --- /dev/null +++ b/education/MIT-the_human_brain/11/generation_task/instructions.md @@ -0,0 +1,140 @@ +You are an expert lecturer. Your task is to create a **complete set of lecture slides** intended for **in-class teaching at the undergraduate level**. You are provided with the full text of readings and previous class slides of the same class. The slides must faithfully present and explain the content of the provided materials. + + +--- + +## 1. Structure Requirements + +The slide deck MUST have **21-35 slides**. + +The slide deck must contain the following **ordered sections**, with specific coverage requirements for each. The number of slides in each section may be determined as appropriate. + +For any claims or conclusions presented in the slides, it is not sufficient to state the result alone; an appropriate explanation of the underlying principles or reasons must also be provided. + + +1. **Title Slide** + * Lecture Title: "The Origins of Specificity: Innate Biases, Experience, and Brain Reorganization" + * Course Context: MIT 9.13 (Based on Lecture 11, Sugita 2008, and Ullman et al. 2012) + +2. **Agenda / Outline** + * The Case for Innateness: Sugita’s Face-Deprived Monkeys + * The Role of Experience: Sensitive Periods in Development + * Computational "Seeds": From Mover Events to Hands (Ullman et al.) + * Connectivity-Driven Scaffolding: Why Areas Arise Where They Do + * Extreme Plasticity: The Blind Brain and Category Topography + * Summary of the Functional Architecture Framework + +3. **Face Perception without Faces (Sugita, 2008)** + * **Experimental Design:** Monkeys reared for 6-24 months without seeing any faces (human or monkey). + * **Innate Preferences:** Before exposure, monkeys showed a spontaneous preference for face-like stimuli over non-face objects. + * **Species-General Discrimination:** Initially, they could discriminate both human and monkey faces equally well, despite never seeing either. + +4. **The Sensitive Period and Specialization** + * **Experience-Dependent Tuning:** Once exposed to one species (e.g., humans), the monkeys lost the ability to discriminate the other (monkey faces). + * **Conclusion:** The "Face Prototype" is broad at birth and requires specific environmental input to narrow its tuning for efficient processing. + +5. **Learning from Simple Innate Biases (Ullman et al., 2012)** + * **The "Mover" Signal:** An innate mechanism that detects an object (a hand) moving and causing another object to move/change. + * **Self-Supervised Learning:** How this simple motion cue acts as an internal "teacher" to help infants learn complex concepts like "hands" and "gaze direction." + * **Computational Modeling:** Proving that complex visual concepts can emerge from minimal innate "seeds" plus natural video experience. + + +6. **The Conundrum of Face Patches** + * **Contradictory Evidence:** While Sugita shows innate *behavior*, Arcaro et al. show that face-deprived monkeys do not develop fMRI *face patches*. + * **The Question:** If the system is not fully innate, why does the FFA always develop in the same anatomical location across individuals? + +7. **Connectivity as the Blueprint** + * **Pre-existing Connectivity:** The theory that brain regions are "pre-wired" to talk to specific areas (e.g., language or motor zones), which determines their eventual functional specialization. + * **Scaffolding:** How early biases in connectivity provide a template for experience to fill in. + +8. **Reorganization in the Congenitally Blind** + * **The Finding:** When blind subjects hear sounds related to faces, bodies, or scenes, their "visual" areas (FFA, PPA) activate in a similar topographic map to sighted people. + * **Implication:** The brain’s large-scale organization (the "where" of modules) may be determined by connectivity patterns that are independent of visual input. + +9. **Summary / Key Takeaways** + * Development is a handshake between innate biases (Mover events, face templates) and environmental input. + * Sensitive periods are crucial: they "lock in" specific neural representations. + * Brain organization is remarkably robust; even without vision, the fundamental category-selective topography remains intact. + +--- + + + +## 2. Content Constraints + +* **Converage:** You must cover all major concepts, specifically: + * **Definitions:** Every key concept introduced in the text must appear on at least one slide. + * **Formal Models:** Biochemical pathways, signal transduction mechanisms, neural firing models , and homeostatic feedback loops. + * **Examples:** Important worked illustrations from the text must be included and explained step-by-step. + * **Summaries:** Each major chapter or subsection must end with a concise summary slide. + * For each key diagram, table, or visual example included in the textbook, you must provide a corresponding slide that describes or reconstructs the figure. + * *Note: You may **not omit** material simply because it is technical or detailed.* +* **Faithfulness to background materials**: Use only the information in the material. Do not introduce new terminology, external examples, or additional theorems not in the text. You must not fabricate factual content or modify or reinterpret the authors' claims. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Do not summarize the material in an overly superficial or high-level manner. The slides should preserve essential technical details, key arguments, and substantive insights rather than only presenting vague conclusions. +* **Logical Flow:** The slides should present a clear narrative, starting from early space exploration to recent developments. Ensure there is a clear progression of time and events. +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. +* **Citation & Referencing**: + * **Every slide** must explicitly indicate which textbook chapter(s) and section(s) its content comes from. + * The attribution must refer to the **most fine-grained section level possible** (e.g., “Section 2.3.2–2.3.5”). + * Slides without explicit chapter/section attribution are considered **incorrect**. + * Accurately reference the textbook's diagrams, and examples. If a slide uses data from the textbook, you must clearly indicate the source of the data on that slide (e.g., page xx, Figure xx, Table xx). + * All references (if any) must be placed in the bottom-left corner of the slide. + + +## 3. Visual & Design + +* **Charts and Diagrams:** Use appropriate charts and diagrams where needed to visually present and clarify information, rather than relying only on text (and demos). + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart (from page 4 in the paper) shows proprietary models outperform open-weight ones.” +* **Images:** Include relevant images if necessary. Images must be high quality, clearly labeled, and relevant to the content. +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +The slide deck must include at least 7 slides containing quantitative content, such as mathematical formulas, calculation examples, worked examples, or experimental results. The entire slide deck must not rely solely on high-level natural language explanations. + +* Experimental data and constants must exactly match those presented in the textbook. +* Formulas must be identical to those in the textbook, mathematically equivalent, or derivable from textbook formulas. +* All calculations and reasoning must follow the rules and methods described in the textbook and be logically correct. +* Ensure that any figures and tables in your slide deck are consistent with the textbook. Specifically, for every figure and table in the slides: + * If it is directly copied from the textbook, clearly indicate on the slide which figure or table it corresponds to in the textbook (e.g., Figure 1 in the textbook, Table 2 in the textbook). + * If it is newly plotted based on data from the textbook, clearly specify which section of the textbook the data are taken from (e.g., Section 3.1). In addition, provide a clear explanation of the meaning of each legend item in the figure and each row and column in the table. +* Mathematical figures (e.g., function plots) must be logically equivalent to the corresponding textbook content, not merely similar in shape. +* If statistical charts (such scatter plots, line charts or radar charts) are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the original figure from the textbook. Note that the values must be **precisely** the same, not merely that the overall trends align. +* The slides may include data used for conceptual illustration or experimental data. However, You must clearly indicate on the corresponding slide which data are conceptual illustrations or experimental data reported in the textbook. + + +## 5. Presentation Tone and Audience + +* **Tone**: + * Academic, clear, and instructional. + * Maintain consistent tone and formatting. + * No conversational language, rhetorical questions, emojis, jokes, or storytelling. + * Use precise technical language appropriate for a university-level biology or neuroscience course. +* **Audience:** Undergraduate students encountering this material for the first time. +* **Goal:** Help students understand core concepts, follow logical derivations, interpret figures/tables, and connect mechanisms to reasoning. +* **Prerequisite:** Avoid assuming prior knowledge beyond standard prerequisite courses. + +Your generated slide deck should be able to be used directly in a classroom. + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. + + + diff --git a/education/MIT-the_human_brain/11/generation_task/judge_prompt.json b/education/MIT-the_human_brain/11/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..03f66cfedba34bbc61788a0a47c6a9d8a5f65264 --- /dev/null +++ b/education/MIT-the_human_brain/11/generation_task/judge_prompt.json @@ -0,0 +1,25 @@ +{ + "material_dependent_checklist_1": [ + "\nDoes the title slide clearly include:\n * The lecture title (9.13 The Human Brain)?\n * The specific lecture context (Class 11: Development II)?\n* Is there an Outline slide that explicitly lists:\n * Review of the \"Face Paradox\" (Behavioral vs. Neural).\n * The role of Connectivity (The \"Long Sidebar\").\n * Case Case: Visual Word Form Area (VWFA) - the \"Pure Nurture\" example.\n * Reorganization in Blindness (Do FFA/PPA exist without vision?).\n* Note: If NO, indicate which major section is missing.\n", + "\nDoes the content detail the Sugita experiment with face-deprived monkeys?\n * **Deprivation:** Monkeys raised 6–24 months without seeing ANY faces.\n * **Innate Bias:** Before seeing faces, they preferred both monkey and human faces over objects.\n * **Discriminative Ability:** They could discriminate between individual faces of both species.\n * **Sensitive Period:** After exposure to only one species, they lost the ability to discriminate the non-exposed species.\n* Note: If NO, identify if the distinction between \"innate templates\" and \"experience-driven pruning\" is missing.\n", + "\nDoes the content address the finding (from Livingstone/Arcaro) that monkeys raised without faces DO NOT show fMRI face patches?\n* Does it contrast this with Sugita's behavioral findings (where behavioral face-processing exists without experience)?\n* Is the \"Conundrum\" clearly stated: If behavior is innate, why does the neural machinery (face patches) require experience to emerge?\n* Note: If NO, specify if this critical contradiction is missing.\n", + "\nIs the VWFA introduced as a \"Challenge for Nativism\" (since reading is a recent invention, we cannot have innate \"word genes\")?\n* Does it explain why the VWFA always lands in the same spot (left fusiform gyrus)?\n* Is **Pre-existing Connectivity** discussed as the solution? (i.e., this region is already connected to the language network, so it \"claims\" the role of processing letters).\n* Note: If NO, identify if the \"Connectivity as Scaffolding\" theory is missing.\n", + "\nDoes the content explain how \"Simple Innate Biases\" can lead to \"Complex Visual Concepts\"?\n* Is the \"Mover\" event mechanism discussed? (The innate detection of objects that move on their own/cause others to move).\n* Does it show how this teaching signal allows a system to learn \"hands\" or \"gaze direction\" without explicit supervision?\n* Note: If NO, indicate if the computational approach to innateness is absent.\n", + "\nDoes the content present the \"WTF?\" data: FFA, PPA, and EBA activation in **congenitally blind** individuals?\n* Is it explained that blind subjects respond to auditory stimuli (e.g., footsteps for EBA, waves for PPA) in the exact same topographical locations as sighted people?\n* What does this imply about brain organization? (e.g., Selectivity is defined by *connectivity* or *computation type*, not just visual input).\n* Note: If NO, specify if the \"topography without vision\" evidence is missing.\n", + "\nDoes the final synthesis address:\n * **Innate:** Connectivity patterns, basic templates (Sugita), mover detection (Ullman).\n * **Learned:** Fine-tuning of neural patches (FFA), cultural specializations (VWFA).\n* Is the \"Cutting Edge\" open question mentioned: Why do face patches require experience if the connectivity is already there?\n* Note: If NO, identify if the lecture fails to conclude the development debate.\n" + ], + "material_dependent_checklist_2": [ + "\nStrict Adherence to background materials\nAre the slides **strictly based only on concepts, terminology, and conclusions** appearing in *Sugita (2008)*, *Ullman et al. (2012)*, and *MIT 9.13 Lecture 11*?\n * If **no**, identify any concepts introduced beyond these texts (e.g., specific neural plasticity mechanisms not covered in the lecture).\n", + "\nAvoidance of “Correction / Modernization / Reinterpretation”\nDo the slides avoid \"updating\" the 2008 Sugita findings with newer primate data that might contradict the original \"experience-independent\" claims?\n * If **no**, specify which parts of the study's conclusions were modified.\n\n---\n", + "\nExperience-Independent Preferences\nIs it accurately stated that monkeys reared with **no face exposure** for 6-24 months still showed a preference for both human and monkey faces over non-face objects?\n * If **no**, indicate the slide where this innate preference is misrepresented.\n", + "\nSensitive Period and Specialization\nDoes the content correctly reflect that after the first exposure to a specific species (human or monkey), monkeys lost the ability to discriminate the other, non-exposed species?\n * If **no**, reference the \"marked difficulty in regaining discrimination\" mentioned in the *PNAS (2008)* abstract.\n\n\n\n---\n", + "\nThe \"Mover\" Event Mechanism\nIs the \"mover\" event correctly defined as a moving region causing a stationary region to move after contact?\n * If **no**, indicate the error in describing this internal teaching signal.\n", + "\nUnsupervised Learning of Hands and Gaze\nDoes the checklist confirm that the model learns to recognize **hands and gaze direction** without any explicit supervision, guided only by innate biases?\n * If **no**, identify where \"supervised learning\" or \"manual labeling\" is incorrectly mentioned.\n\n\n\n---\n", + "\nExperience Necessity vs. Innate Bias\nDoes the slide deck address the \"conundrum\": that while behavior shows innate face bias (Sugita), fMRI shows face patches **require experience** to develop (Arcaro)?\n * If **no**, indicate where this central paradox of the course is missing.\n", + "\nThe Role of Connectivity\nIs the hypothesis that \"pre-existing connectivity\" (rather than pre-existing selectivity) determines where face patches arise correctly presented?\n * If **no**, reference the \"Long Sidebar about the role of connectivity\" in Lecture 11.\n\n---\n", + "\nActivation in Congenitally Blind Subjects\nIs it accurately stated that congenitally blind subjects show activation in the **FFA and PPA** when hearing sounds associated with faces and scenes?\n * If **no**, indicate the error in describing the \"topography of response\" in the blind.\n", + "\nSensory Substitution\nDoes the content correctly describe the results of using \"sensory substitution\" devices (e.g., sound-to-image) to activate category-selective regions?\n * If **no**, reference the \"WTF?\" slide in Lecture 11.\n\n---\n", + "\nConsistency of \"Innateness\" Definitions\nIs the term \"innate\" used consistently when discussing the Sugita monkey behavior and the Ullman computational model?\n * If **no**, explain the conceptual discrepancy.\n", + "\nVisual-Textual Alignment\nDo the diagrams of face patches and connectivity maps (e.g., Page 2 of Lecture 11) align with the anatomical descriptions in the text?\n * If **no**, indicate the specific visual-textual conflict.\n" + ] +} diff --git a/education/MIT-the_human_brain/11/generation_task/statistics.yaml b/education/MIT-the_human_brain/11/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..40cd25f9fe45860d3501c4735116d1ed2026e589 --- /dev/null +++ b/education/MIT-the_human_brain/11/generation_task/statistics.yaml @@ -0,0 +1,31 @@ +case_path: education/MIT-the_human_brain/11 +category: education +input_metrics: + total_input_tokens: 18490 + generation_prompt_tokens: 2250 + materials_total_tokens: 16240 + material_count: 3 + pdf_total_pages: 29 + file_details: + - name: material_1.pdf + tokens: 10080 + pages: 18 + - name: material_2.pdf + tokens: 2800 + pages: 5 + - name: material_3.pdf + 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+你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** + + * **课程/书名:** "数据结构 (C++语言版) 第3版" + * **章节重点:** 第1章:绪论 (Introduction) + * **背景:** 计算机科学的核心概念:从计算工具的历史演变到现代算法效率的度量与分析。 + +2. **议程/大纲 (Agenda / Outline)** + + * **章节主题:** 计算的本质、算法分析基础与递归模式。 + * **核心话题:** 历史计算模型、算法五大要素、渐进复杂度 ($O, \Omega, \Theta$)、复杂度层次、递归与分治策略、动态规划初步。 + * **目标:** 建立严谨的算法评估体系,掌握利用递归与迭代解决问题的思维框架。 + +3. **计算模型与历史演变 (Section 1.1)** + + * **广义计算机:** 定义计算为理性的具体表现。 + * **古埃及绳索计算机:** 演示算法 1.1(过直线作垂线),说明“输入/输出”和“基本操作”(如拉直绳索、固定绳结)的物理化体现。 + * **古希腊尺规计算机:** 演示算法 1.2(三等分线段),引入子程序概念(如作平行线)。 + * **现代启示:** 强调算法是独立于具体硬件(绳索、尺规或电子电路)的逻辑流程。 + +4. **算法定义与实例分析 (Section 1.1)** + + * **算法五要素:** 输入、输出、确定性、可行性、有穷性。 + * **起泡排序 (Bubble Sort) 案例:** + * **原理:** 扫描交换 (Scan & Swap) 与局部有序性。 + * **正确性证明:** 利用“不变性” (Invariance) 和“单调性” (Monotonicity) 证明算法必然终止且结果有序。 + * **鲁棒性 (Robustness):** 处理退化输入(如空序列、相同元素)的能力。 + +5. **复杂度度量标准 (Section 1.2)** + + * **时间复杂度 $T(n)$:** 定义为输入规模 $n$ 的函数,通常取最坏情况 (Worst Case) 作为保守估计。 + * **渐进记号 (Asymptotic Notations):** + * **大 $O$ 记号:** 渐进上界 (Upper Bound),$T(n) = O(f(n))$,关注长远增长趋势。 + * **大 $\Omega$ 记号:** 渐进下界 (Lower Bound),$T(n) = \Omega(g(n))$,乐观估计。 + * **大 $\Theta$ 记号:** 确界 (Tight Bound),$T(n) = \Theta(h(n))$,准确估计。 + * **空间复杂度:** 算法执行期间所需存储空间的度量(通常不计入输入本身)。 + +6. **复杂度层次与分析技巧 (Section 1.3)** + + * **高效算法:** + * **常数 $O(1)$:** 取非极端元素。 + * **对数 $O(\log n)$:** 二进制位统计 (countOnes),每次循环规模减半。 + * **线性 $O(n)$:** 数组求和,计算成本与规模成正比。 + * **难解性 (Intractability):** + * **多项式 $O(n^k)$:** 易解问题 (Tractable) 的边界。 + * **指数 $O(2^n)$:** 幂函数蛮力计算,说明随着 $n$ 增大,计算成本呈爆炸式增长,属于难解问题。 + * **层次图谱:** 展示从 $O(1)$ 到 $O(2^n)$ 的增长曲线差异。 + +7. **递归模式:线性递归 (Section 1.4)** + + * **定义:** 函数自我调用,每一层至多一个递归实例。 + * **减而治之 (Decrease-and-Conquer):** 问题规模随递归深度线性递减(如 $n \to n-1$)。 + * **分析方法:** + * **递归跟踪 (Recursion Trace):** 可视化调用图,统计实例总数与各层耗时。 + * **递推方程:** 建立 $T(n) = T(n-1) + O(1)$ 并求解边界条件。 + * **案例:** 数组求和(线性递归版)与数组倒置 (Reverse)。 + +8. **递归模式:二分递归与分治 (Section 1.4)** + + * **分而治之 (Divide-and-Conquer):** 将问题分解为两个规模更小的子问题(如 $n \to n/2$)。 + * **二分递归 (Binary Recursion):** 每一层分裂出两个递归实例。 + * **案例分析:** 数组求和(二分版)。 + * **深度:** $\log_2 n + 1$。 + * **复杂度:** 尽管是二分,总时间仍为 $O(n)$,但空间复杂度降至 $O(\log n)$。 + +9. **递归优化与动态规划 (Section 1.4)** + + * **低效递归陷阱:** 以 Fibonacci 数列计算为例。 + * **问题:** 二分递归导致大量重复计算,$T(n) = O(2^n)$。 + * **优化策略:** + * **记忆/制表 (Memoization):** 记录子问题解,避免重复。 + * **线性递归转化:** 调整接口,$fib(n, prev)$,将复杂度降至 $O(n)$。 + * **动态规划 (Dynamic Programming):** 迭代版实现,自底向上,$O(n)$ 时间且仅需 $O(1)$ 空间。 + +10. **抽象数据类型 (Section 1.5)** + + * **定义 (ADT):** 数据集合及其对应操作的逻辑定义,与具体实现分离。 + * **封装 (Encapsulation):** 信息隐藏理念,区分外部接口 (Interface) 与内部实现 (Implementation)。 + * **设计原则:** 强调通过模板类和统一接口实现数据结构的通用性与可复用性。 + + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1. **覆盖范围约束 (硬性要求)** + +你必须涵盖PDF中定义的所有主要概念,具体包括: +* **定义:** 文本中每一个加粗的术语(例如 **Algorithm**(算法)、**Correctness**(正确性)、**Big-O Notation**(大O记号)、**Recursion Trace**(递归跟踪)、**Dynamic Programming**(动态规划))都必须在幻灯片上进行定义。 +* **计算模型:** 必须准确描述文中提到的古埃及“绳索计算机”和古希腊“尺规计算机”的操作原语,并将其作为现代算法概念的物理隐喻。 +* **总结:** 第1.1节至1.5节的每一部分都必须有总结,重点关注权衡取舍(例如:递归与迭代的空间成本对比、时间复杂度与空间复杂度的关系)。 + +2. **图表与视觉辅助** + +这些图像需要单独占据一页ppt,且必须保证内容正确性: +* 图1.1 古埃及人使用的绳索计算机及其算法 +* 图1.3 起泡排序扫描交换过程 +* 图1.4 大O、大Ω和大Θ记号的函数增长曲线 +* 图1.5 复杂度的典型层次 +* 图1.6 线性递归求和的递归跟踪 +* 图1.7 二分递归求和的递归跟踪 + +3.**内容准确性** +* **算法证明:** 在解释起泡排序的正确性时,必须使用文中提到的“不变性” (Invariance) 和“单调性” (Monotonicity) 概念,即前 $k$ 个最大元素已就位,且问题规模缩减为 $n-k$。 +* **输入规模界定:** 在讨论复杂度分析(如 1.3.7 节)时,必须严格区分“数值本身作为规模”(伪对数/伪线性)与“二进制位宽作为规模”的区别。 +* **递归基:** 在展示递归算法时,必须强调“递归基” (Base Case) 的存在是为了保证算法的有穷性,防止系统溢出。 + +4.**定量内容的忠实度** +幻灯片组必须包含至少 5 张包含源自文本的特定定量计算示例的幻灯片: + +* **二进制位统计 (Bit Counting):** 必须包含 `countOnes(441)` 的完整执行过程表,展示 $n$ 从 441 (110111001) 递减至 0 的过程及计数器的变化(表 1.1)。 +* **起泡排序执行:** 必须使用文中特定的数组序列 `{5, 2, 7, 4, 6, 3, 1}` 来演示扫描交换过程。 +* **常数复杂度分析:** 在解释 $O(1)$ 时,必须使用“取非极端元素”算法 (Algorithm 1.3) 作为例子,说明无论 $n$ 多大,仅需比较前三个元素。 +* **幂函数优化:** 必须对比蛮力计算 $2^n$ ($O(2^r)$) 与优化后的递归平方算法 ($O(r)$) 的差异,其中 $r$ 为指数的比特位数。 +* **Fibonacci 陷阱:** 必须展示二分递归计算 Fibonacci 数列如何导致指数级复杂度 $O(2^n)$(具体推导为 $O(\phi^n)$),并与线性递归/动态规划版本的 $O(n)$ 进行对比。 +--- + +--- +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture1/generation_task/judge_prompt.json b/education/THU_DSA/Lecture1/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ec5e095f2b372ba6c9d0e9945a9576fcddca4f3f --- /dev/null +++ b/education/THU_DSA/Lecture1/generation_task/judge_prompt.json @@ -0,0 +1,36 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Introduction to Algorithms,\" \"Data stucture\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition* or *Introduction to Computer Science*)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following three foundational frameworks?\n * Computational Models & Algorithm Definition\n * Complexity Metrics (Time/Space, Asymptotic Notation)\n * Recursion Patterns (Linear, Binary, Optimization)\n * Case Studies: Ancient Algorithms (Egyptian/Greek) and Sorting (Bubble Sort)\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Historical vs. Modern Computing**\n* Does the content contrast \"physical\" computing mechanisms (Ropes, Ruler & Compass) with modern electronic models (Turing Machine)?\n* Is the definition of \"Algorithm\" clearly articulated as a sequence of instructions designed to solve a problem based on a specific computational model?\n If no, specify if the connection between tools (models) and processes (algorithms) is missing.\n", + "\n**Essential Elements of an Algorithm**\n* Are the five specific elements of an algorithm listed and defined?\n * Input\n * Output\n * Definiteness (Deterministic nature)\n * Feasibility (Executability of basic operations)\n * Finiteness (Termination) & Correctness\n If no, specify which element is overlooked.\n", + "\n**Defining Efficiency**\n* Is the concept of \"Efficiency\" introduced as the primary metric for evaluating algorithms, distinguishing between Time and Space complexity?\n* Does it identify the \"Problem Scale\" (n) as the key factor driving cost, and focus on the \"Worst Case\" scenario for conservative estimation?\n If no, specify if the analysis ignores input scale or worst-case bounds.\n", + "\n**Asymptotic Notations**\n* Are the three primary asymptotic notations explicitly defined and visualized?\n * Big-O ($O$): Asymptotic Upper Bound\n * Big-Omega ($\\Omega$): Asymptotic Lower Bound\n * Big-Theta ($\\Theta$): Asymptotic Tight Bound\n If no, specify if the mathematical definitions or visual representations are absent.\n", + "\n**Polynomial vs. Exponential Growth**\n* Does the content clearly distinguish between \"Efficient\" (Polynomial time, $O(n^k)$) and \"Intractable\" (Exponential time, $O(2^n)$) algorithms?\n* Is the \"barrier\" between these two classes emphasized, noting that exponential growth quickly becomes unmanageable even for moderate inputs?\n If no, specify if the distinction between tractable and intractable problems is blurred.\n", + "\n**Specific Complexity Classes**\n* Are the standard complexity classes listed in order of growth?\n * Constant $O(1)$\n * Logarithmic $O(\\log n)$\n * Linear $O(n)$\n * Polynomial $O(n^k)$\n * Exponential $O(2^n)$\n If no, specify which major class is missing from the hierarchy.\n", + "\n**Linear Recursion**\n* Is \"Linear Recursion\" defined (each step invokes at most one recursive call) and illustrated with examples like `sum()` or `reverse()`?\n* Is the \"Decrease-and-Conquer\" strategy explained as the underlying logic for linear recursion?\n If no, specify if the connection to problem reduction is missing.\n", + "\n**Binary Recursion & Divide-and-Conquer**\n* Does the material explain \"Binary Recursion\" (each step invokes two recursive calls) and link it to the \"Divide-and-Conquer\" strategy?\n* Is the trade-off discussed? (e.g., Binary recursion for `sum()` has $O(n)$ time but improves space to $O(\\log n)$ compared to linear recursion).\n If no, specify if the benefits of divide-and-conquer are omitted.\n", + "\n**Optimization Techniques**\n* Is the \"Fibonacci Trap\" (Exponential $O(2^n)$ via naive binary recursion) explicitly analyzed?\n* Are optimization strategies like \"Memoization\" (Top-down) and \"Dynamic Programming\" (Bottom-up Iteration) presented as solutions to reduce complexity to $O(n)$?\n If no, specify if the optimization path from exponential to linear is missing.\n", + "\n**Encapsulation and Abstraction**\n* Is the concept of \"Abstract Data Type\" (ADT) introduced as a model distinct from implementation?\n* Does the content emphasize \"Information Hiding\" and the separation of \"Interface\" (What it does) from \"Implementation\" (How it does it)?\n If no, specify if the structural philosophy of data structures is overlooked.\n", + "\n* Does the Figure 1.1: The rope computer used by Ancient Egyptians and its algorithm have its own page?\n", + "\n* Does the Figure 1.3: The scan and swap process of Bubble Sort have its own page?\n", + "\n* Does the Figure 1.4: Function growth curves for Big-O, Big-$\\Omega$, and Big-$\\Theta$ notations have its own page?\n", + "\n* Does the Figure 1.5: Typical hierarchy of complexity have its own page?\n", + "\n* Does the Figure 1.6: Recursion trace of linear recursive summation have its own page?\n", + "\n* Does the Figure 1.7: Recursion trace of binary recursive summation have its own page?\n" + ], + "material_dependent_checklist_2": [ + "\n* **Proof Methodology:** Are the concepts of **Monotonicity** (problem scale decreases) and **Invariance** (property holds at each step) used to prove algorithm correctness?\n * *Detail Check:* Verify the application of these concepts to the Bubble Sort correctness proof (e.g., \"largest $k$ elements are in place after $k$ passes\").\n* **Termination Criteria:** Is the requirement for **Finiteness** clearly linked to the necessity of a \"Base Case\" in recursion and a bounded loop counter in iteration?\n * *Detail Check:* Ensure the explanation for why Bubble Sort terminates (nested loops with fixed bounds) is accurate.\n", + "\n* **Big-O Precision:** Is the Big-O notation correctly applied to the examples?\n * *Detail Check:* Confirm that Bubble Sort is identified as $O(n^2)$, Binary Bit Counting as $O(\\log n)$, and Naive Fibonacci as $O(2^n)$.\n* **Input Size Definition:** Does the content accurately distinguish between input value ($N$) and input size (number of bits $r = \\log N$)?\n * *Detail Check:* specifically for the `power2BF_I` algorithm, is the complexity noted as $O(2^r)$ (exponential in terms of bit length) vs $O(N)$ (pseudo-linear in terms of value)?\n* **Space Complexity:** Is the relationship between recursion depth and space complexity correctly explained?\n * *Detail Check:* Verify the statement that space complexity for recursive `sum()` is $O(n)$ (Linear) vs $O(\\log n)$ for binary recursive `sum()`.\n", + "\n* **Recursion Trace Accuracy:** Do the visual or textual descriptions of recursion traces accurately reflect the execution flow?\n * *Detail Check:* For Linear Recursion `sum()`, does the trace show a single chain of calls? For Binary Recursion `sum()`, does it show a tree structure?\n* **Base Case Identification:** Are the recursive base cases correctly identified for each algorithm?\n * *Detail Check:* Ensure `sum()` checks for $n=0$ or $lo==hi$, and `reverse()` checks for $lo \\ge hi$.\n* **Tail Recursion:** Is the concept of **Tail Recursion** correctly defined as a recursive call being the *final* action?\n * *Detail Check:* Confirm the distinction that `reverse()` (tail recursive) can be easily converted to a `goto`/`while` loop, whereas `sum()` (not tail recursive due to addition after return) requires more complex conversion.\n", + "\n* **Bubble Sort Mechanics:** Is the \"Scan and Swap\" mechanism correctly described?\n * *Detail Check:* Verify the logic: \"If $A[i-1] > A[i]$, swap them.\" Ensure the optimization flag (`sorted`) is mentioned for early termination.\n* **CountOnes Logic:** Is the logic for counting set bits (using `n & 1` and `n >> 1`) accurately described?\n * *Detail Check:* Ensure the time complexity is linked to the number of bits (logarithmic), not the magnitude of the number itself.\n* **Fibonacci Optimization:** Is the transition from Naive Recursion to Linear Recursion to Iteration logically sound?\n * *Detail Check:* Check if the Linear Recursion version correctly returns a pair or uses a reference parameter (`prev`) to achieve $O(n)$.\n", + "\n* **Egyptian Algorithm:** Is the \"Rope Computer\" algorithm for creating a right angle correctly described?\n * *Detail Check:* Does it mention the 3-4-5 triangle principle (12 knots)?\n* **Greek Algorithm:** Is the \"Ruler and Compass\" algorithm for trisecting a line segment accurately outlined?\n * *Detail Check:* Does it involve constructing parallel lines using the intercept theorem logic?\n", + "\n* **ADT Definition:** Is the definition of ADT consistent with modern software engineering principles?\n * *Detail Check:* Ensure it mentions \"Data Collection\" + \"Operation Set\" and the decoupling from specific languages (C++, Java).\n", + "\n* Are the Figure 1.1: The rope computer used by Ancient Egyptians and its algorithm consist with the facts?\n", + "\n* Are the Figure 1.3: The scan and swap process of Bubble Sort consist with the facts?\n", + "\n* Are the Figure 1.4: Function growth curves for Big-O, Big-$\\Omega$, and Big-$\\Theta$ notations consist with the facts?\n", + "\n* Are the Figure 1.5: Typical hierarchy of complexity consist with the facts?\n", + "\n* Are the Figure 1.6: Recursion trace of linear recursive summation consist with the facts?\n", + "\n* Are the Figure 1.7: Recursion trace of binary recursive summation consist with the facts?\n" + ] +} diff --git a/education/THU_DSA/Lecture1/generation_task/statistics.yaml b/education/THU_DSA/Lecture1/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..70da0b5099140c7839e3947f5ed90ddb2ab9b80b --- /dev/null +++ b/education/THU_DSA/Lecture1/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture1 +category: education +input_metrics: + total_input_tokens: 20016 + generation_prompt_tokens: 5456 + materials_total_tokens: 14560 + material_count: 1 + pdf_total_pages: 26 + file_details: + - name: material.pdf + tokens: 14560 + pages: 26 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 18 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 30 + total_count: 60 diff --git a/education/THU_DSA/Lecture1/material.pdf b/education/THU_DSA/Lecture1/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fcbf6ed3ea8be4e833043a623618e50660f07297 --- /dev/null +++ b/education/THU_DSA/Lecture1/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43b011825d41c3ed89e21eb01740878c175ab921f64b578a47d93343d0a349f8 +size 9229263 diff --git a/education/THU_DSA/Lecture10/generation_task/instructions.md b/education/THU_DSA/Lecture10/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..dcb6398ccbabfc08014a1c02379ca799d8d7fef0 --- /dev/null +++ b/education/THU_DSA/Lecture10/generation_task/instructions.md @@ -0,0 +1,177 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** +   * **课程/书名:** "数据结构 (C++语言版) 第3版" +   * **章节重点:** 第10章:优先级队列 (Priority Queues) +   * **背景:** 从全序集合(如搜索树)到偏序集合(如堆)的演进,探讨仅关注“全局极值”的高效处理策略。 + +2. **议程/大纲 (Agenda / Outline)** +   * **章节主题:** 优先级队列ADT、堆结构及其变种。 +   * **核心话题:** 循优先级访问、完全二叉堆 (Complete Binary Heap)、Floyd 建堆算法、堆排序 (Heapsort)、左式堆 (Leftist Heap)。 +   * **目标:** 掌握在 $O(\log n)$ 时间内维护和操作极值元素的数据结构,理解“偏序”在算法效率优化中的作用。 + +3. **优先级队列 ADT (Section 10.1)** +   * **核心概念:** 循优先级访问 (Call-by-priority)。与词典结构不同,仅需操作当前全局极值。 +   * **全序与偏序:** 搜索树维护全序 (Full Order) 成本高,优先级队列仅维护偏序 (Partial Order) 以降低计算成本。 +   * **接口定义:** `insert()` (插入)、`getMax()` (获取极值)、`delMax()` (删除极值)。 +   * **应用场景:** 举例说明任务调度(打印机任务、医院急诊)中的优先级处理。 + +4. **完全二叉堆:结构与性质 (Section 10.2)** +   * **结构性 (Structural Property):** 逻辑上等同于完全二叉树,物理上使用向量 (Vector) 紧凑存储。 +   * **堆序性 (Heap Order Property):** 堆顶以外的每个节点都不高(大)于其父节点(大顶堆为例)。 +   * **向量映射:** 利用秩 (Rank) 确定父子关系:若节点秩为 $i$,则左孩子为 $2i+1$,右孩子为 $2i+2$,父节点为 $\lfloor(i-1)/2\rfloor$。 +   * **宏定义:** 介绍 `Parent(i)`, `LChild(i)`, `RChild(i)` 等宏以简化计算。 + +5. **堆的基本操作:插入与上滤 (Section 10.2)** +   * **算法逻辑:** 将新词条接至向量末尾,若违反堆序性,则进行调整。 +   * **上滤 (Percolate Up):** 也就是 `percolateUp` 算法。新节点不断与父节点交换,直至恢复堆序性。 +   * **复杂度:** 交换次数不超过树高,时间复杂度为 $O(\log n)$。 + +6. **堆的基本操作:删除与下滤 (Section 10.2)** +   * **算法逻辑:** 摘除堆顶(最大元),将向量末尾元素移至堆顶,这可能违反堆序性。 +   * **下滤 (Percolate Down):** 也就是 `percolateDown` 算法。堆顶与其孩子中的大者交换,逐层下降。 +   * **复杂度:** 同样受限于高度,时间复杂度为 $O(\log n)$。 + +7. **建堆算法:蛮力 vs Floyd (Section 10.2)** +   * **蛮力算法:** 自上而下的上滤 (Top-down Up-filtering)。反复调用 `insert`,总耗时 $O(n \log n)$。 +   * **Floyd 算法:** 自下而上的下滤 (Bottom-up Down-filtering)。 +       * **原理:** 将两棵子堆与根节点合并,通过下滤调整。 +       * **复杂度分析:** 节点高度求和,利用公式 $\sum h \cdot 2^h$,证明总时间复杂度为 $O(n)$。 +   * **对比:** 强调深度与高度在求和时的差异导致了效率的本质区别。 + +8. **就地堆排序 (In-place Heapsort) (Section 10.2)** +   * **策略:** 将向量划分为堆前缀 $H$ 和已排序后缀 $S$。 +   * **流程:** +       1. 建堆 ($O(n)$)。 +       2. 反复交换堆顶与堆末元素,并对新堆顶下滤。 +   * **优势:** 空间复杂度 $O(1)$,时间复杂度 $O(n \log n)$,且常系数较优。 + +9. **左式堆:动机与结构 (Section 10.3)** +   * **挑战:** 多堆合并 (Merge) 操作。完全二叉堆合并需 $O(n)$,效率过低。 +   * **NPL (空节点路径长度):** 定义 $npl(x)$ 为节点 $x$ 到外部节点的最近距离。 +   * **左倾性 (Leftist Property):** 任意节点左孩子的 NPL 不小于右孩子的 NPL ($npl(lc) \ge npl(rc)$)。 +   * **推论:** 右侧通路 (Rightmost Path) 长度极短,不超过 $O(\log n)$。 + +10. **左式堆:合并与操作 (Section 10.3)** +    * **合并算法:** 沿最右侧通路递归合并,若违反左倾性则交换左右子树。 +    * **效率:** 复杂度取决于最右侧通路长度,即 $O(\log n)$。 +    * **插入与删除:** 均可视为合并操作的特例(插入=合并单节点堆,删除=合并左右子堆),从而统一接口。 + +--- + + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1.**覆盖范围约束 (硬性要求)** +你必须涵盖PDF中定义的所有主要概念,具体包括: +* **定义:** 文本中每一个加粗的术语(例如 **Call-by-priority**(循优先级访问)、**Complete Binary Heap**(完全二叉堆)、**Heap Order**(堆序性)、**Percolate Up/Down**(上滤/下滤)、**Leftist Heap**(左式堆)、**Null Path Length**(空节点路径长度))都必须在幻灯片上进行定义。 +* **物理结构映射:** 必须详细解释完全二叉树如何利用向量 (Vector) 进行隐式表示,包括 $i$ 与 $2i+1, 2i+2$ 的索引计算关系。 +* **总结:** 必须对比完全二叉堆与左式堆的优劣(完全二叉堆:结构紧凑但合并慢;左式堆:结构稍松散但合并快)。 + +2.**图表与视觉辅助** + +这些图像需要单独占据一页ppt,且必须保证内容正确性: +* 图10.1 图灵奖得主构成的完全二叉堆 +* 图10.2 完全二叉树节点与向量秩的对应关系 +* 图10.3/10.4 词条插入与上滤过程 +* 图10.5/10.6 词条删除与下滤过程 +* 图10.8 Floyd 建堆算法实例 +* 图10.11 就地堆排序迭代实例 +* 图10.17/10.18 左式堆合并原理及实例 + +3.**内容准确性** +* **算法证明:** 在解释 Floyd 建堆算法的线性复杂度 $O(n)$ 时,必须使用文中提到的求和公式 $\sum_{i=0}^{h} i \cdot 2^i$ 推导,并解释为何“深度”求和(蛮力法)远大于“高度”求和(Floyd法)。 +* **左式堆性质:** 必须强调左式堆并不意味着左子树的高度一定大于右子树,而是指 NPL 值满足左大右小,且 NPL 仅取决于右孩子。 +* **宏定义:** 在代码实现部分,必须展示文中代码 10.3 定义的宏(如 `InHeap`, `Parent`, `LChild`),说明其如何简化数组索引操作。 + +4. **定量内容的忠实度** +幻灯片组必须包含至少 4 张包含源自文本的特定定量计算示例的幻灯片: + +* **选择排序优化实例:** 必须使用表 10.2 中的数据 `{441, 276, 320, 214, 698, 280, 112}`,展示如何通过反复调用 `delMax()` 得到降序序列。 +* **上滤插入实例:** 必须使用图 10.4 的例子,展示在一个已有堆中插入元素 `5`,如何通过两次交换(与 `0` 和 `4` 交换)完成上滤。 +* **堆排序执行:** 必须使用图 10.10 和 10.11 中的向量 `{4, 2, 5, 1, 3}`,展示从 Floyd 建堆到逐步将最大元移至末尾的完整排序过程。 +* **左式堆合并实例:** 必须使用图 10.18 的例子,展示合并根节点为 `17` 和 `15` 的两个堆,并详细追踪 NPL 的比较与子树的交换过程(例如节点 `12` 与 `8` 的交换,以及根节点左右子树的交换)。 +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture10/generation_task/judge_prompt.json b/education/THU_DSA/Lecture10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..06a75904fdcdf76c629472a193dca48bc2fde71c --- /dev/null +++ b/education/THU_DSA/Lecture10/generation_task/judge_prompt.json @@ -0,0 +1,37 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Priority Queues,\" \"Heaps,\" or \"Leftist Heaps\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition*, Chapter 10)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following four foundational frameworks?\n * Priority Queue ADT & Partial Order\n * Complete Binary Heaps (Structure & Implementation)\n * Heap Sorting & Construction (Floyd's Algorithm)\n * Leftist Heaps (Merging Efficiency)\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Access Mechanism**\n* Is the concept of **Call-by-priority** clearly distinguished from Call-by-key (Dictionaries) or Call-by-position (Vectors)?\n* Does the content explain that Priority Queues maintain a **Partial Order** rather than a Full Order to reduce computational costs?\n If no, specify if the trade-off between strict ordering and efficiency is missing.\n", + "\n**Interface Definition**\n* Are the core interface methods explicitly listed?\n * `insert()`: Insert a new entry.\n * `getMax()`: Retrieve the entry with the highest priority.\n * `delMax()`: Remove the entry with the highest priority.\n If no, specify which operation is overlooked.\n", + "\n**Structural & Order Properties**\n* Is the **Structural Property** defined? (Logically a Complete Binary Tree, Physically a Vector).\n* Is the **Heap Order Property** defined? (Parent priority $\\ge$ Child priority for Max-Heaps).\n* Are the index mapping formulas for the Vector representation explicitly shown?\n * Parent of $i$: $\\lfloor(i-1)/2\rfloor$\n * Left Child of $i$: $2i+1$\n * Right Child of $i$: $2i+2$\n If no, specify if the link between the tree logic and array physics is broken.\n", + "\n**Percolation Algorithms**\n* Is **Percolate Up** explained as the mechanism for Insertion (fixing order from bottom-up)?\n* Is **Percolate Down** explained as the mechanism for Deletion (fixing order from top-down)?\n* Is the time complexity for both operations explicitly stated as $O(\\log n)$ (proportional to tree height)?\n If no, specify if the algorithmic mechanism or its cost is missing.\n", + "\n**Heap Construction Strategies**\n* Does the content distinguish between **Brute Force Construction** (Repeated Insertions, Top-down) and **Floyd's Algorithm** (Batched Construction, Bottom-up)?\n* Is the efficiency gap highlighted? ($O(n \\log n)$ vs. $O(n)$).\n If no, specify if the linear-time construction method is omitted.\n", + "\n**Sorting Mechanism**\n* Is **In-place Heapsort** presented as a division of the vector into a Heap prefix ($H$) and a Sorted suffix ($S$)?\n* Does the process describe the cycle of `delMax()` (swap root with last) followed by `percolateDown`?\n* Is the Space Complexity explicitly noted as $O(1)$ (excluding input)?\n If no, specify if the \"in-place\" characteristic is neglected.\n", + "\n**Motivation and Structure**\n* Is the motivation for Leftist Heaps clearly stated as optimizing the **Merge** operation (from $O(n)$ in Binary Heaps to $O(\\log n)$)?\n* Is the **Null Path Length (NPL)** defined? (Distance to the nearest external node).\n* Is the **Leftist Property** defined? ($npl(lc) \\ge npl(rc)$).\n If no, specify if the definition of \"left-leaning\" structure is missing.\n", + "\n**Operations**\n* Is the Merge algorithm described as recursive traversal along the **Rightmost Path**?\n* Are `insert` and `delMax` redefined as special cases of the `merge` operation?\n If no, specify if the unification of operations under `merge` is overlooked.\n", + "\n* Does the Figure 10.1: Complete Binary Heap of Turing Award winners have its own page?\n", + "\n* Does the Figure 10.2: Mapping between Complete Binary Tree and Vector have its own page?\n", + "\n* Does the Figure 10.3/10.4: Insertion and PercolateUp process have its own page?\n", + "\n* Does the Figure 10.5/10.6: Deletion and PercolateDown process have its own page?\n", + "\n* Does the Figure 10.8: Floyd's Heapification algorithm instance have its own page?\n", + "\n* Does the Figure 10.11: In-place Heapsort iteration steps have its own page?\n", + "\n* Does the Figure 10.17/10.18: Leftist Heap merge logic and instance have its own page?\n" + ], + "material_dependent_checklist_2": [ + "\n* **Floyd's Algorithm Logic:** Is the traversal direction for Floyd's algorithm correctly described as **Bottom-up** (starting from the last internal node)?\n * *Detail Check:* Ensure it does not confuse the direction with the Brute Force approach.\n* **Percolation Logic:** Are the conditions for swapping correctly identified?\n * *Detail Check:* `percolateUp` swaps if child > parent. `percolateDown` swaps parent with the *larger* of the two children if parent < child.\n* **Leftist Merge:** Is the requirement to swap children correctly linked to the NPL check?\n * *Detail Check:* \"After returning from recursion, if $npl(lc) < npl(rc)$, swap children.\"\n", + "\n* **Floyd's Proof:** Is the linear complexity $O(n)$ of Floyd's algorithm justified using the summation of heights?\n * *Detail Check:* Verify the distinction that most nodes have small heights, unlike the Brute Force method where leaf nodes (the majority) have max depth. Formula reference: $\\sum h / 2^h = O(1)$.\n* **Rightmost Path:** Is the bound of the Rightmost Path in a Leftist Heap correctly stated as $O(\\log n)$?\n * *Detail Check:* Ensure the content implies that while the left spine can be $O(n)$, the right spine is strictly logarithmic.\n", + "\n* **Macro Definitions:** Are the helper macros/functions (`InHeap`, `Parent`, `LastInternal`) accurately described?\n * *Detail Check:* `LastInternal(n)` should be derived as `(n-1) >> 1` (parent of the last element).\n* **NPL Calculation:** Is the recursive definition of NPL accurate?\n * *Detail Check:* $npl(x) = 1 + npl(rc(x))$ for internal nodes, and $0$ for null/external nodes.\n", + "\n* **Turing Award Example:** Does the explanation of the Complete Binary Heap (Figure 10.1) correctly identify the root and hierarchical relationships?\n", + "\n* **Insertion Trace:** Does the trace for inserting element '5' (Figure 10.4) show exactly two swaps (with '0' and '4')?\n", + "\n* **Heapsort Iteration:** Does the Heapsort example (Figure 10.11) correctly show the `Sorted` suffix growing from right to left?\n", + "\n* **Leftist Merge Trace:** Does the merge instance (Figure 10.18) correctly demonstrate the swap of sub-trees at node 17 and node 12 to maintain the Leftist property?\n", + "\n* Are the Figure 10.1: Complete Binary Heap of Turing Award winners consistent with the facts?\n", + "\n* Are the Figure 10.2: Mapping between Complete Binary Tree and Vector consistent with the facts?\n", + "\n* Are the Figure 10.3/10.4: Insertion and PercolateUp process consistent with the facts?\n", + "\n* Are the Figure 10.5/10.6: Deletion and PercolateDown process consistent with the facts?\n", + "\n* Are the Figure 10.8: Floyd's Heapification algorithm instance consistent with the facts?\n", + "\n* Are the Figure 10.11: In-place Heapsort iteration steps consistent with the facts?\n", + "\n* Are the Figure 10.17/10.18: Leftist Heap merge logic and instance consistent with the facts?\n" + ] +} diff --git a/education/THU_DSA/Lecture10/generation_task/statistics.yaml b/education/THU_DSA/Lecture10/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fbbbe66d02ad0518822e7519e83b2669c157b2ff --- /dev/null +++ b/education/THU_DSA/Lecture10/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture10 +category: education +input_metrics: + total_input_tokens: 18772 + generation_prompt_tokens: 5332 + materials_total_tokens: 13440 + material_count: 1 + pdf_total_pages: 24 + file_details: + - name: material.pdf + tokens: 13440 + pages: 24 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 17 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 31 + total_count: 61 diff --git a/education/THU_DSA/Lecture10/material.pdf b/education/THU_DSA/Lecture10/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..57ed3bb03c2f94a0e4433ba61edbaf116e15982d --- /dev/null +++ b/education/THU_DSA/Lecture10/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:62b344d21d7062207d34647bb97fb7d5508627fef8c68c4e3884af66dae24575 +size 9275425 diff --git a/education/THU_DSA/Lecture11/generation_task/instructions.md b/education/THU_DSA/Lecture11/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..6c5d3845acebd02188ce59b9e044c7b38f4f3c60 --- /dev/null +++ b/education/THU_DSA/Lecture11/generation_task/instructions.md @@ -0,0 +1,177 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** + * **课程/书名:** "数据结构 (C++语言版) 第3版" + * **章节重点:** 第11章:串 (Strings) + * **背景:** 从生物信息序列到海量文本处理:结构简单但规模庞大的线性结构处理技术。 + +2. **议程/大纲 (Agenda / Outline)** + * **章节主题:** 串结构特征、模式匹配算法演进。 + * **核心话题:** 串ADT、蛮力算法 (Brute Force)、KMP算法及其Next表构造、BM算法 (Bad Character & Good Suffix)、Karp-Rabin指纹算法。 + * **目标:** 理解如何利用“历史比对信息”将匹配效率从 $O(n \times m)$ 提升至 $O(n+m)$ 甚至 $O(n/m)$。 + +3. **串结构与基本定义 (Section 11.1)** + * **定义:** 由字符表 $\Sigma$ 中字符构成的线性序列。 + * **术语辨析:** 子串 (Substring)、前缀 (Prefix)、后缀 (Suffix)。 + * **特殊概念:** 平凡子串/前缀/后缀 (Trivial) 与真子串/前缀/后缀 (Proper) 的区别。 + * **应用背景:** 对比普通文本处理与生物信息学(DNA/蛋白质序列)中字符表规模 $\Sigma$ 的差异对算法的影响。 + +4. **串匹配问题与蛮力算法 (Section 11.2)** + * **问题定义:** 在文本串 $T$ 中检测、定位或统计模式串 $P$。 + * **蛮力策略 (Brute Force):** * **版本一:** 显式回退,$i$ 和 $j$ 同步回滚。 + * **版本二:** 依赖对齐位置 $i$,仅 $j$ 递增。 + * **性能分析:** * 最坏情况 $O(n \times m)$(如二进制串的大量局部匹配)。 + * 最好情况 $O(n)$(如字符集很大且失配迅速发生)。 + +5. **KMP算法:构思与Next表 (Section 11.3)** + * **核心思想:** “记忆 = 经验 = 预知力”。利用已匹配的真前缀信息,避免文本串指针 $i$ 回退。 + * **Next表定义:** 集合 $N(P, j)$ 的最大值,代表当 $P[j]$ 失配时,模式串应快速右移到的新位置。 + * **构造逻辑:** 模式串的“自我匹配”过程,将预知力浓缩为查询表。 + +6. **KMP算法:优化与复杂度 (Section 11.3)** + * **Next表改进:** 处理 $P[j] == P[next[j]]$ 的情况,避免重复在相同字符上失配。 + * **分摊分析 (Amortized Analysis):** + * 证明尽管存在 while 循环,但变量 $k = 2i - j$ 单调递增,故总比对次数不超过 $2n$。 + * 总体复杂度严格控制在 $O(n+m)$。 + +7. **BM算法:坏字符策略 (Section 11.4)** + * **策略转变:** 模式串自左向右移动,但字符比对自右向左进行。 + * **坏字符 (Bad Character):** 利用失配字符 $T[i+j]$ 在 $P$ 中的秩,计算安全移动距离。 + * **画家算法 (Painter's Algorithm):** 用于构造 BC 表,初始化为 -1 并通过扫描覆盖记录最靠右出现位置。 + * **局限性:** 仅靠坏字符策略可能导致负位移(需强制移动1位),在最坏情况下退化为 $O(n \times m)$。 + +8. **BM算法:好后缀策略 (Section 11.4)** + * **好后缀 (Good Suffix):** 利用已匹配的后缀 $U$,在 $P$ 中寻找对应的子串 $V$ 或最长匹配前缀。 + * **表结构:** * **SS表 (Suffix Size):** 记录 $P$ 中各子串与 $P$ 自身最长匹配后缀的长度。 + * **GS表 (Good Suffix):** 基于 SS 表计算出的位移量。 + * **综合性能:** 结合 BC 和 GS 策略,实现 $O(n/m)$ 的最佳时间效率。 + +9. **Karp-Rabin算法 (Section 11.5)** + * **凡物皆数:** 将字符串视为 $d+1$ 进制的整数。 + * **指纹 (Fingerprint):** 散列映射,将模式匹配转化为整数比较。 + * **滚动散列 (Rolling Hash):** 利用相邻子串的相关性,在 $O(1)$ 时间内更新指纹(去除首位,添加末位)。 + * **冲突处理:** 散列值相等时的二次严格比对。 + +10. **算法总结与性能概览 (Section 11.4/11.5)** + * **复杂度图谱:** 比较 BF、KMP、BM (BC only)、BM (Full) 的时间效率区间。 + * **影响因素:** 字符表规模 $|\Sigma|$ 与单次比对成功概率 $Pr$ 对算法实际性能的影响。 + * **结论:** KMP 胜在稳定性,BM 胜在通常情况下的极速,Karp-Rabin 胜在多模式处理潜力。 + +--- + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1.**覆盖范围约束 (硬性要求)** +你必须涵盖PDF中定义的所有主要概念,具体包括: +* **定义:** 文本中每一个加粗的术语(例如 **Alphabet**(字符表)、**Null String**(空串)、**Fingerprint**(指纹)、**Bad Character**(坏字符)、**Good Suffix**(好后缀))都必须在幻灯片上进行定义。 +* **算法原理:** 必须明确区分 KMP 的“文本串指针不回退”特性与 BM 的“自右向左比对”特性。 +* **总结:** 必须包含图 11.17 所示的复杂度概览,对比各算法在最好/最坏情况下的表现范围(如 BM 从 $O(n/m)$ 到 $O(n+m)$)。 + +2.**图表与视觉辅助** + +这些图像需要单独占据一页ppt,且必须保证内容正确性: +* 图11.1 蛮力算法纸带模型 +* 图11.5/11.6 KMP利用已知信息右移 +* 图11.7/11.8 Next表的递推与通配符逻辑 +* 图11.10 坏字符策略的位移情况 +* 图11.12 好后缀策略的位移逻辑 +* 图11.21 相邻子串指纹的快速更新 + +3.**内容准确性** +* **Next表优化:** 在讲解 KMP 算法时,必须展示未改进版本与改进版本(代码 11.5)的区别,即当 $P[j] == P[t]$ 时,应继续递归引用 $next[t]$ 以优化跳跃距离。 +* **BM算法位移:** 必须说明 BM 算法的位移量是 `max(gs[j], j - bc[T[i+j]])`,即同时采用坏字符和好后缀策略中的大者。 +* **滚动散列公式:** 在 Karp-Rabin 部分,必须准确展示 $hash(T_{next}) = ((hash(T_{prev}) - T[k-1] \cdot D_m) \cdot R + T[k+m-1]) \% M$ 的逻辑,强调常数时间更新。 + +4.**定量内容的忠实度** +幻灯片组必须包含至少 5 张包含源自文本的特定定量计算示例的幻灯片: + +* **概率分析:** 必须引用 11.1.3 节的例子:对于 $n=100,000, m=100$ 的二进制串,匹配成功的概率低于 $10^{-25}$,以此说明常规随机评估的局限性。 +* **Next表实例:** 必须使用表 11.3 的数据,展示模式串 "CHINCHILLA" 的 Next 表计算结果(包括 -1, 0, 1, 2, 3 等值)。 +* **改进 Next 表:** 必须对比表 11.4 和表 11.5,展示模式串 "000010" 在优化前后的 Next 表差异(特别是连续的 -1)。 +* **BC 表实例:** 必须使用表 11.6 的数据,展示模式串 "DATA STRUCTURES" 的 BC 表,特别是字符 'A' 对应秩 3(最右出现),字符 'T' 对应秩 10。 +* **Karp-Rabin 散列:** 必须展示 11.5.1 节中将 "DATA" 映射为 27 进制整数 $80002_{(10)}$ 或 "CANTOR" 映射为 $43,868,727_{(10)}$ 的计算过程。 + +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture11/generation_task/judge_prompt.json b/education/THU_DSA/Lecture11/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e9fe68e233fdcf24b8a00af66f5e2d46d590c331 --- /dev/null +++ b/education/THU_DSA/Lecture11/generation_task/judge_prompt.json @@ -0,0 +1,35 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Strings\"or \"String Algorithms\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition* or *Chapter 11*)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following four foundational frameworks?\n * String Structure & Definitions (Alphabet, Substrings)\n * Brute Force Matching (Implicit/Explicit Backtracking)\n * Heuristic Optimization Algorithms (KMP & BM)\n * Fingerprint/Hashing Algorithms (Karp-Rabin)\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Terminology Precision**\n* Are the fundamental definitions clearly articulated?\n * **Alphabet ($\\Sigma$):** The set of available characters.\n * **Substrings:** Correctly distinguishing between **Prefix**, **Suffix**, and standard Substrings.\n * **Equality:** Defined by length and character-by-character correspondence.\n If no, specify if the distinction between \"Trivial\" (empty/self) and \"Proper\" (true subset) substrings is missing.\n", + "\n**Application Context**\n* Does the content contextualize string processing?\n * Mentions biological sequences (DNA/Protein) vs. standard text.\n * Highlights the scale of data (e.g., Genbank, Source Code).\n If no, specify if the \"simple structure but massive scale\" characteristic is overlooked.\n", + "\n**Algorithm Versions**\n* Are both implementation versions presented?\n * **Version 1:** Explicit backtracking of both text pointer $i$ and pattern pointer $j$.\n * **Version 2:** Text alignment pointer $i$ moves monotonically (in outer loop), pattern pointer $j$ scans.\n If no, specify which implementation perspective is missing.\n", + "\n**Performance Analysis**\n* Is the performance variability analyzed?\n * **Worst Case:** $O(n \times m)$ (e.g., binary strings with repetitive patterns).\n * **Best Case:** $O(n)$ (e.g., large alphabet with immediate mismatch).\n If no, specify if the dependency on the character set size is ignored.\n", + "\n**Core Philosophy**\n* Is the core concept \"Memory = Experience = Foresight\" clearly stated?\n* Does it explain that KMP avoids backtracking the text pointer ($i$) by utilizing the information from previously matched prefixes?\n If no, specify if the \"non-backtracking\" property is not emphasized.\n", + "\n**Next Table**\n* Is the **Next Table** (or Failure Function) explicitly defined?\n * Definition of $next[j]$ as the maximal length of the matching proper prefix and suffix of $P[0, j)$.\n * Handling of the special case $next[0] = -1$ (or sentinel logic).\n If no, specify if the construction logic based on \"self-matching\" is absent.\n", + "\n**Heuristic Strategies**\n* Are the two distinct heuristics defined and distinguished?\n * **Bad Character (BC) Rule:** Aligning the mismatch character in Text with its rightmost occurrence in Pattern.\n * **Good Suffix (GS) Rule:** Aligning the matched suffix in Pattern with a matching sub-segment (or prefix) in Pattern.\n If no, specify which heuristic is omitted.\n", + "\n**Scanning Direction**\n* Is the specific scanning order (Text: Left-to-Right; Pattern comparison: Right-to-Left) clearly illustrated?\n If no, specify if the distinction from KMP's direction is blurred.\n", + "\n**Fingerprinting Concept**\n* Is the mapping of strings to integers (Hashing) introduced?\n* Does it explain the conversion of a string from a base-$d$ system to a decimal number (or hash code)?\n If no, specify if the \"Everything is a number\" philosophy is missing.\n", + "\n**Rolling Hash**\n* Is the \"Rolling Hash\" technique explained for $O(1)$ updates?\n * Removing the leading digit ($P[0]$).\n * Shifting and adding the trailing digit ($P[m]$).\n If no, specify if the computational efficiency mechanism is overlooked.\n", + "\n* Does the **Figure 11.1**: The sliding window model of Brute Force have its own page?\n", + "\n* Does the **Figure 11.5/11.6**: KMP utilizing previous success to slide have its own page?\n", + "\n* Does the **Figure 11.7/11.8**: KMP Next table construction logic have its own page?\n", + "\n* Does the **Figure 11.10**: BM Bad Character Rule logic have its own page?\n", + "\n* Does the **Figure 11.12**: BM Good Suffix Rule logic have its own page?\n", + "\n* Does the **Figure 11.21**: Karp-Rabin rolling hash concept have its own page?\n" + ], + "material_dependent_checklist_2": [ + "\n* **KMP Pointer Movement:** Is the logic for updating pointers correctly described? $i$ never decreases; $j$ moves to $next[j]$ on mismatch.\n * *Detail Check:* Ensure it captures that if $j=-1$, both $i$ and $j$ increment.\n* **BM Shift Logic:** Is the shift magnitude correctly identified as the maximum of the shifts proposed by BC and GS rules?\n * *Detail Check:* Ensure it accounts for cases where the Bad Character rule might propose a negative shift (and how to handle it).\n", + "\n* **KMP Amortized Analysis:** Is the linearity of KMP proven via the monotonic increase of $k = 2i - j$?\n * *Detail Check:* Verify the claim that the total number of comparisons is bounded by $2n$.\n* **BM Efficiency Range:** Is the complexity correctly ranged?\n * *Detail Check:* Best case $O(n/m)$ (sub-linear), Worst case $O(n \times m)$ (without improvements), General $O(n+m)$.\n* **Probabilistic Performance:** Is the relationship between single-character match probability ($Pr$) and running time illustrated?\n * *Detail Check:* As $Pr$ increases, efficiency typically decreases (towards $O(n \times m)$).\n", + "\n* **Next Table Construction:** Is the \"Self-Matching\" logic accurately described?\n * *Detail Check:* The construction of `next` uses the same logic as KMP matching but matches $P$ against itself.\n* **Painter's Algorithm for BC:** Is the construction of the BC table described as a linear scan where later occurrences overwrite earlier ones?\n * *Detail Check:* Verify initialization to -1 and the final values representing the *rightmost* rank.\n* **Suffix Size (SS) Table:** Is the role of the SS table as an intermediate step for constructing the GS table explained?\n * *Detail Check:* The SS table records the length of the longest suffix of $P[0, i]$ that matches the suffix of $P$.\n", + "\n* **Next Table Optimization:** Is the difference between the standard and optimized Next table explained?\n * *Detail Check:* Optimized: If $P[j] == P[next[j]]$, recurse to $next[next[j]]$ to avoid redundant comparisons.\n* **Rolling Hash Formula:** Is the update formula mathematically correct?\n * *Detail Check:* $Hash_{new} = ((Hash_{old} - T[k] \times D_m) \times R + T[k+m]) \\% M$.\n* **Collision Handling:** Is the necessity of a character-by-character check upon Hash match (Collision) explicitly stated?\n", + "\n* **Pattern Matching Types:** Are the different types of matching problems (Detection, Location, Counting, Enumeration) defined?\n* **Bioinformatics Relevance:** Is the specific nature of small alphabets (e.g., DNA {A, C, G, T}) linked to the performance of naive algorithms?\n", + "\n* Are the **Figure 11.1**: The sliding window model of Brute Force consistent with the paper tape metaphor?\n", + "\n* Are the **Figure 11.5/11.6**: KMP utilizing previous success to slide (avoiding $i$ backtrace) consistent with the facts?\n", + "\n* Are the **Figure 11.7/11.8**: KMP Next table construction logic (recursive/transitive) consistent with the facts?\n", + "\n* Are the **Figure 11.10**: BM Bad Character Rule logic and shift calculation consistent with the facts?\n", + "\n* Are the **Figure 11.12**: BM Good Suffix Rule logic and shift calculation consistent with the facts?\n", + "\n* Are the **Figure 11.21**: Karp-Rabin rolling hash concept (removing head, adding tail) consistent with the facts?\n" + ] +} diff --git a/education/THU_DSA/Lecture11/generation_task/statistics.yaml b/education/THU_DSA/Lecture11/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..88cf5202ca146a42267c367c75bfa39846ff5f0a --- /dev/null +++ b/education/THU_DSA/Lecture11/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture11 +category: education +input_metrics: + total_input_tokens: 20809 + generation_prompt_tokens: 5129 + materials_total_tokens: 15680 + material_count: 1 + pdf_total_pages: 28 + file_details: + - name: material.pdf + tokens: 15680 + pages: 28 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 18 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 29 + total_count: 59 diff --git a/education/THU_DSA/Lecture11/material.pdf b/education/THU_DSA/Lecture11/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0c89270126d3240311fcdfaee68b747f896e5fef --- /dev/null +++ b/education/THU_DSA/Lecture11/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d804d152ae3a1b6874434e402546115a53eda2815d1e3bcacf602cc0e0b4bd1 +size 9977786 diff --git a/education/THU_DSA/Lecture2/generation_task/instructions.md b/education/THU_DSA/Lecture2/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..c63f605f5f9244663cc5eee39ae68810ac26a1f2 --- /dev/null +++ b/education/THU_DSA/Lecture2/generation_task/instructions.md @@ -0,0 +1,175 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** + * **课程/书名:** "数据结构 (C++语言版) 第3版" + * **章节重点:** 第2章:向量 (Vector) + * **背景:** 线性结构的核心实现,从静态数组到动态空间管理的演进,以及基于有序性的高效查找与排序算法。 + +2. **议程/大纲 (Agenda / Outline)** + * **章节主题:** 向量(Vector)、抽象数据类型 (ADT)、动态空间管理、常规与有序向量算法、排序器。 + * **核心话题:** 秩 (Rank) 的概念、分摊复杂度分析、二分查找及其变种 (Version A/B/C)、Fibonacci 查找、起泡排序与归并排序、复杂度下界分析。 + * **目标:** 掌握向量的内部实现机制,理解“空间换时间”的策略,以及分治策略在排序与查找中的应用。 + +3. **从数组到向量 (Section 2.1)** + * **线性数组:** 物理地址连续,元素通过下标访问 ($A[i]$),地址计算公式 $A + i \times s$。 + * **向量定义:** 数组的抽象与泛化,元素由**秩 (Rank)** 唯一区分。 + * **访问方式:** 循秩访问 (Call-by-rank),通过重载 `[]` 操作符提供类似数组的访问体验。 + * **ADT 接口:** 罗列关键接口,如 `get`, `put`, `insert`, `remove`, `sort`, `search` 等(参考表 2.1)。 + +4. **动态空间管理 (Section 2.4)** + * **静态管理的局限:** 容量固定导致的上溢 (Overflow) 与无法预测的预留量。 + * **可扩充向量:** 动态扩容原理。 + * **策略:** 当 `_size == _capacity` 时,申请更大空间(通常加倍),复制原数据,释放原空间。 + * **分摊分析 (Amortized Analysis):** + * **核心结论:** 尽管单次扩容耗时 $O(n)$,但分摊到 $n$ 次插入操作中,单次操作的分摊复杂度为 $O(1)$。 + * **缩容 (Shrink):** 当装填因子 (Load Factor) 低于阈值(如 25%)时减半容量,防止空间浪费与频繁抖动。 + +5. **常规向量算法:无序操作 (Section 2.5)** + * **插入 (Insert):** 涉及 `expand()` 检查与后缀整体后移,时间复杂度 $O(n)$。 + * **删除 (Remove):** 区间删除 `remove(lo, hi)` 优于单元素反复删除,后缀仅需一次整体前移,复杂度 $O(n)$。 + * **置乱 (Permute):** 自后向前交换,保证生成的随机排列概率均等。 + * **唯一化 (Deduplicate):** 针对无序向量,双重循环查找重复元素,复杂度 $O(n^2)$。 + +6. **有序向量:唯一化与二分查找基础 (Section 2.6)** + * **有序性甄别:** 扫描相邻逆序对。 + * **高效唯一化 (Uniquify):** 利用有序性,通过双指针 ($i, j$) 批量滑动窗口删除重复项,将复杂度降至 $O(n)$。 + * **二分查找 (Binary Search) 原理:** 减而治之 (Decrease-and-Conquer) 策略,以 $O(\log n)$ 速度缩小查找区间。 + +7. **二分查找的演进 (Section 2.6)** + * **版本 A:** 三分支判断 ($<, >, =$),最坏情况 $O(\log n)$,但左右查找长度不均衡。 + * **Fibonacci 查找:** 利用黄金分割点分割区间,优化平均查找长度。 + * **版本 B:** 两分支判断,由三路改为两路,统一比较成本,但只有区间缩至 1 时才停止。 + * **版本 C (最终版):** 改进版本 B,返回不大于目标元素的最后一个元素秩,支持语义更丰富的 `search` 接口(便于插入操作保持有序)。 + +8. **排序与下界 (Section 2.7)** + * **排序分类:** 内部/外部、在线/离线。 + * **复杂度下界:** 引入**比较树 (Comparison Tree)** 模型。 + * **结论:** 基于比较的排序算法,最坏情况下的时间复杂度下界为 $\Omega(n \log n)$。 + * **实例:** 苹果称重问题与树高的关系。 + +9. **排序算法实现 (Section 2.8)** + * **起泡排序 (Bubble Sort):** + * **扫描交换:** 及其稳定性 (Stability) 分析(重复元素不交换)。 + * **归并排序 (Merge Sort):** + * **分治策略:** 递归分解与二路归并 (2-way merge)。 + * **性能:** 最坏情况下依然保持 $O(n \log n)$,是第一个达到此效率的确定性算法。 + * **二路归并:** 迭代实现,只需线性时间 $O(n)$。 + +--- + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1. **覆盖范围约束 (硬性要求)** + 你必须涵盖PDF中定义的所有主要概念,具体包括: + * **定义:** 文本中每一个加粗或关键术语(例如 **Vector**(向量)、**Rank**(秩)、**Amortized Complexity**(分摊复杂度)、**Load Factor**(装填因子)、**Comparison Tree**(比较树)、**Stability**(稳定性))都必须在幻灯片上进行定义。 + * **算法逻辑:** 必须明确区分无序向量的 `find` 与有序向量的 `search` 接口的区别;必须区分 `deduplicate`(无序去重)与 `uniquify`(有序去重)的效率差异。 + * **总结:** 第2.4节必须总结动态扩容的“倍增策略”为何优于“固定步长追加”策略(分摊复杂度 $O(1)$ vs $O(n)$)。 + +2. **图表与视觉辅助** + 这些图像需要单独占据一页ppt,且必须保证内容正确性: + * 图2.1 可扩充向量的溢出处理与扩容机制 + * 图2.4 向量元素插入操作的过程 + * 图2.5 向量区间删除操作的过程 + * 图2.8/2.9 有序向量的高效唯一化过程,双指针滑动 + * 图2.10/2.12 二分查找版本A的判定树与查找长度 + * 图2.13 Fibonacci查找的黄金分割点原理 + * 图2.15 二分查找版本B的两分支逻辑 + * 图2.19 归并排序的递归分解与逐层归并 + +3. **内容准确性** + * **分摊分析细节:** 在解释动态扩容时,必须指出虽然最坏情况(扩容瞬间)是 $O(n)$,但整体分摊是 $O(1)$,并提及装填因子下限(如25%)用于防止缩容抖动。 + * **二分查找细节:** 必须准确描述版本 C 的返回值语义:查找失败时返回“不大于目标元素 $e$ 的最后一个元素”,这对于后续的 `insert` 保持有序性至关重要。 + * **归并排序空间:** 必须说明二路归并算法需要 $O(n)$ 的辅助空间。 + +4. **定量内容的忠实度** + 幻灯片组必须包含至少 4 张包含源自文本的特定定量计算示例的幻灯片: + * **扩容成本计算:** 必须展示几何级数求和公式 $T(n) = 2N + 4N + \dots + n = O(n)$,从而得出分摊成本为 $O(1)$。 + * **查找长度对比:** 必须使用文中 $n=7$ 的实例,对比二分查找版本 A(平均查找长度 4.14/4.50)与 Fibonacci 查找(平均查找长度 4.00/4.38)的具体数值。 + * **唯一化效率对比:** 必须定量展示无序去重 $O(n^2)$ 与有序去重 $O(n)$ 的阶次差异。 + * **下界推导:** 必须展示利用 Stirling 公式推导比较树高度 $h \ge \lceil \log_2(n!) \rceil = \Omega(n \log n)$ 的过程。 +--- + +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 diff --git a/education/THU_DSA/Lecture2/generation_task/judge_prompt.json b/education/THU_DSA/Lecture2/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7a6d1f371cf9fa0bd4bb6790c83047a03ef04789 --- /dev/null +++ b/education/THU_DSA/Lecture2/generation_task/judge_prompt.json @@ -0,0 +1,42 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Vectors\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition* - Chapter 2)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following four foundational frameworks?\n * From Array to Vector (ADT & Interface)\n * Dynamic Space Management (Expand/Shrink & Amortized Analysis)\n * Search Algorithms (Sequential, Binary, Fibonacci)\n * Sorting & Lower Bounds (Bubble, Merge, Comparison Trees)\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Abstraction and Access**\n* Does the content contrast \"Physical Address\" (C-style Arrays) with \"Logical Rank\" (Vector ADT)?\n* Is the \"Call-by-rank\" access mode clearly defined, explaining how the `[]` operator is overloaded to support array-like access?\n If no, specify if the mapping between rank and physical memory is missing.\n", + "\n**Interface Definition**\n* Are the core interface methods listed and defined?\n * Read-only: `get`, `size`, `empty`, `disordered`, `find`, `search`.\n * Writable: `put`, `insert`, `remove`, `deduplicate`, `uniquify`.\n * Traversal: `traverse`.\n If no, specify which category of interface is overlooked.\n", + "\n**Expand Strategy**\n* Does the content clearly explain the \"Overflow\" scenario where internal capacity is exhausted?\n* Is the \"Doubling Strategy\" (Capacity * 2) explicitly contrasted with a \"Fixed Increment\" strategy?\n If no, specify if the rationale for choosing the doubling strategy is missing.\n", + "\n**Amortized Complexity Analysis**\n* Is the concept of \"Amortized Complexity\" introduced to justify the $O(n)$ cost of a single expansion?\n* Does the analysis show that despite occasional expensive operations, the average cost over a sequence of operations is $O(1)$?\n If no, specify if the mathematical justification for efficiency is absent.\n", + "\n**Shrink Strategy**\n* Is the concept of \"Underflow\" and \"Lazy Contraction\" introduced?\n* Does it define a specific Load Factor threshold (e.g., 25%) to trigger shrinking (halving capacity) to prevent \"Thrashing\" (frequent oscillation between expand and shrink)?\n If no, specify if the stability mechanism for memory management is overlooked.\n", + "\n**Unordered Operations**\n* Is the implementation of `insert` and `remove` described, specifically noting the necessity of shifting suffix elements?\n* Is the complexity for these operations identified as $O(n)$?\n If no, specify if the physical movement of elements is ignored.\n", + "\n**Uniquify Strategies**\n* Does the content distinguish between `deduplicate` (for unsorted vectors, $O(n^2)$) and `uniquify` (for sorted vectors, $O(n)$)?\n* Is the high-efficiency \"Double Pointer/Sliding Window\" approach for `uniquify` explained?\n If no, specify if the efficiency gain from sorting is missing.\n", + "\n**Ordered Vector Search**\n* Does the material distinguish between `find` (sequential search, $O(n)$) and `search` (binary search, $O(\\log n)$)?\n If no, specify if the distinction between unordered and ordered search is blurred.\n", + "\n**Binary Search Variants**\n* Are the three versions of Binary Search explicitly analyzed?\n * **Version A:** Naive 3-branch recursion ($<, >, =$).\n * **Version B:** 2-branch optimization (unified comparison cost, but delays hit detection).\n * **Version C:** The robust semantic version (returns rank of last element $\\le e$, facilitating ordered insertion).\n If no, specify which version is missing.\n", + "\n**Fibonacci Search**\n* Is the motivation for Fibonacci Search explained (optimizing average search length by adjusting the split point using Golden Section)?\n* Is the definition of the split point using Fibonacci numbers ($fib(k-1) - 1$) presented?\n If no, specify if the connection to Golden Section optimization is omitted.\n", + "\n**Comparison Tree Model**\n* Is the \"Comparison Tree\" introduced as a model to determine the lower bound of complexity?\n* Does the derivation show that any comparison-based sort requires $\\Omega(n \\log n)$ time based on the height of a tree with $n!$ leaves?\n If no, specify if the theoretical limit analysis is absent.\n", + "\n**Merge Sort**\n* Is the \"Divide-and-Conquer\" strategy applied to Merge Sort?\n* Does the content explain the 2-way Merge process (iterative, $O(n)$ time) and the overall recursion ($O(n \\log n)$)?\n If no, specify if the mechanics of merging are overlooked.\n", + "\n* Does Figure 2.1 (Vector expansion) have its own dedicated page?\n", + "\n* Does Figure 2.4 (Insertion logic) have its own dedicated page?\n", + "\n* Does Figure 2.5 (Interval deletion) have its own dedicated page?\n", + "\n* Does Figure 2.8/2.9 (Uniquify) have its own dedicated page?\n", + "\n* Does Figure 2.10/2.12 (Binary Search A) have its own dedicated page?\n", + "\n* Does Figure 2.13 (Fibonacci Search) have its own dedicated page?\n", + "\n* Does Figure 2.15 (Binary Search B) have its own dedicated page?\n", + "\n* Does Figure 2.19 (Merge Sort) have its own dedicated page?\n" + ], + "material_dependent_checklist_2": [ + "\n### **3.1 Algorithm Correctness & Invariants**\n* **Insertion Logic:** Does the `insert` logic correctly handle the order of element shifting (shifting from back to front to avoid overwriting)?\n * *Detail Check:* Verify the loop direction for moving suffix elements is correct.\n* **Binary Search (Version C) Semantic:** Is the return value of Version C correctly defined to support `insert`?\n * *Detail Check:* Ensure it returns the rank of the *last* element $\\le e$, such that the new element is inserted at `rank + 1` to maintain stability and order.\n* **Merge Sort Stability:** Is the stability of Merge Sort mentioned?\n * *Detail Check:* Ensure the merge logic prefers the element from the left sub-vector when values are equal.\n", + "\n* **Amortized Analysis:** Is the summation formula for expansion costs correctly presented?\n * *Detail Check:* Verify the geometric series $2N + 4N + ... + n = O(n)$ leading to $O(1)$ amortized cost.\n* **Fibonacci Search Efficiency:** Is the average search length improvement quantified?\n * *Detail Check:* Verify the comparison (e.g., for $n=7$, Version A is ~4.14/4.50 vs Fibonacci ~4.00/4.38).\n* **Space Complexity:** Is the auxiliary space requirement for Merge Sort identified?\n * *Detail Check:* Confirm it states $O(n)$ space is required for the temporary buffer B.\n", + "\n* **Double Pointer Logic:** Is the `uniquify` algorithm correctly described using two indices ($i$ and $j$)?\n * *Detail Check:* Ensure $j$ scans forward and $i$ records valid unique elements, demonstrating $O(n)$ complexity.\n* **Golden Section Principle:** Is the calculation of the split point `mi` in Fibonacci Search correct?\n * *Detail Check:* It should be based on `mi = lo + fib.get() - 1`.\n", + "\n* **Bubble Sort Stability:** Is the stability of Bubble Sort linked to the strict inequality condition?\n * *Detail Check:* Swapping only happens if $A[i-1] > A[i]$ (not $\\ge$), preserving the relative order of duplicates.\n* **Permute Algorithm:** Is the iteration direction for permutation correct?\n * *Detail Check:* Swapping the current last element with a random element from the prefix (Fisher-Yates shuffle logic).\n", + "\n* **Vector vs. List:** Is the distinction made between Vector (contiguous memory, rank access) and List (scattered memory, position access)?\n * *Detail Check:* Verify this distinction is made in the intro/background.\n", + "\n* **Stirling's Approximation:** Is Stirling's formula referenced when deriving the $\\log(n!)$ lower bound?\n * *Detail Check:* Ensure the approximation $\\ln(n!) \u0007pprox n \\ln n - n$ is linked to the $\\Omega(n \\log n)$ lower bound.\n", + "\n* Are the Figure 2.1: Vector expansion and overflow handling consistent with the text?\n", + "\n* Are the Figure 2.4: Vector insertion logic (shifting) consistent with the text?\n", + "\n* Are the Figure 2.5: Vector interval deletion logic (shifting) consistent with the text?\n", + "\n* Are the Figure 2.8/2.9: Sorted vector uniquify (sliding window) consistent with the text?\n", + "\n* Are the Figure 2.10/2.12: Binary Search Version A (decision tree/search length) consistent with the text?\n", + "\n* Are the Figure 2.13: Fibonacci Search (Golden section split) consistent with the text?\n", + "\n* Are the Figure 2.15: Binary Search Version B (2-branch logic) consistent with the text?\n", + "\n* Are the Figure 2.19: Merge Sort (Recursion trace and merge process) consistent with the text?\n" + ] +} diff --git a/education/THU_DSA/Lecture2/generation_task/statistics.yaml b/education/THU_DSA/Lecture2/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9d91fb2c5577870417df1fd6478eef859460fe49 --- /dev/null +++ b/education/THU_DSA/Lecture2/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture2 +category: education +input_metrics: + total_input_tokens: 26362 + generation_prompt_tokens: 5082 + materials_total_tokens: 21280 + material_count: 1 + pdf_total_pages: 38 + file_details: + - name: material.pdf + tokens: 21280 + pages: 38 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 22 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 36 + total_count: 66 diff --git a/education/THU_DSA/Lecture2/material.pdf b/education/THU_DSA/Lecture2/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..32d59d7596753bfe162dc3bac5cdb643d773663c --- /dev/null +++ b/education/THU_DSA/Lecture2/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:64bfdb527c6d5784706314dd2a37b1ccde803512e1ab1cfd7c6a7a65eb489745 +size 9654559 diff --git a/education/THU_DSA/Lecture3/generation_task/instructions.md b/education/THU_DSA/Lecture3/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..e471247a10699af5d375bcf32818f14263fd0293 --- /dev/null +++ b/education/THU_DSA/Lecture3/generation_task/instructions.md @@ -0,0 +1,178 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** +* **课程/书名:**"数据结构 (C++语言版) 第3版" +* **章节重点:**第3章:列表 (List) +* **背景:**线性表的动态存储实现,从静态的“循秩访问”转向动态的“循位置访问”。 + +2. **议程/大纲 (Agenda / Outline)** +* **章节主题:**列表ADT、双向链表实现、常用算法与排序器。 +* **核心话题:**从向量到列表的思维转变、哨兵节点 (Sentinel Node) 的作用、动态操作 ($O(1)$) 与静态操作 ($O(n)$) 的权衡、无序与有序列表的查找与去重、列表排序算法(插入、选择、归并)。 +* **目标:**掌握链式存储结构的设计原理,理解其在动态操作上的优势及随机访问上的劣势。 + +3. **计算模型演变:从向量到列表 (Section 3.1)** +* **存储策略对比:** +* **向量 (Vector):**静态存储,物理地址连续,支持“循秩访问” (Call-by-rank),静态操作高效 ($O(1)$),动态操作低效 ($O(n)$)。 +* **列表 (List):**动态存储,逻辑次序线性但物理地址任意,依赖指针维护索引,支持“循位置访问” (Call-by-position) 或“循链接访问” (Call-by-link)。 +* **权衡 (Trade-off):**列表牺牲了$O(1)$的随机访问能力,换取了$O(1)$的动态调整(插入/删除)能力。 + +4. **列表节点与ADT接口 (Section 3.2)** +* **ListNode模板类:**包含数据对象 `data`、前驱指针 `pred`、后继指针 `succ`。 +* **基本操作:**`insertAsPred` (前插入) 与 `insertAsSucc` (后插入)。 +* **List模板类:**封装了规模 `_size` 以及头尾节点。 +* **接口设计:**`first()`/`last()` 返回位置而非值,强调位置 (Position) 在列表算法中的核心地位。 + +5. **列表内部结构:哨兵节点 (Section 3.3)** +* **结构可视化:**双向链表 (Doubly Linked List)。 +* **哨兵 (Sentinel):**头节点 (header) 与尾节点 (trailer)。 +* **设计意图:** +* 对外不可见,初始时互指构成空表。 +* **优势:**消除首、末节点操作的边界情况(如在空表插入、删除唯一节点),简化算法实现,避免空指针错误。 + +6. **基本操作实现与复杂度 (Section 3.3)** +* **循秩访问的代价:**重载 `[]` 操作符,需从头(或尾)扫描,复杂度为 $O(n)$,说明列表不适合频繁的随机访问。 +* **查找 (Find):**无序列表只能顺序查找,复杂度 $O(n)$。 +* **插入 (Insert) 与删除 (Remove):** +* **过程:**仅需调整局部节点的 `pred` 和 `succ` 指针,无需移动数据。 +* **效率:**时间复杂度严格为 $O(1)$(假设位置已知)。 + +7. **唯一化算法:无序与有序 (Section 3.3 & 3.4)** +* **无序去重 (Deduplicate):** +* **方法:**自前向后遍历,对每个节点在当前前驱中查找雷同者并删除。 +* **复杂度:**$O(n^2)$(因查找需 $O(n)$)。 +* **有序去重 (Uniquify):** +* **方法:**仅需比较逻辑上相邻的节点 (p 与 p->succ)。 +* **复杂度:**$O(n)$,体现了有序性的算法优势。 + +8. **列表排序器:插入排序 (Section 3.5.2)** +* **构思:**将序列划分为“有序前缀”和“无序后缀”。反复将后缀首元素转移并插入前缀的适当位置。 +* **不变性:**前缀 $S[0, r)$ 始终有序。 +* **稳定性:**算法是稳定的 (Stable)。 +* **复杂度:**最好 $O(n)$(已有序),最坏及平均 $O(n^2)$。 + +9. **列表排序器:选择排序 (Section 3.5.3)** +* **构思:**将序列划分为“无序前缀”和“有序后缀”。反复从前缀中选出最大者 (selectMax),移至后缀首部。 +* **复杂度陷阱:**无论输入如何,`selectMax` 总是遍历无序部分,导致整体复杂度恒为 $\Theta(n^2)$。 +* **对比:**虽然移动操作少,但比较次数多,效率通常低于插入排序。 + +10. **列表排序器:归并排序 (Section 3.5.4)** +* **分治策略 (Divide and Conquer):**二分列表(需 $O(n)$ 寻找中点),递归排序,最后二路归并。 +* **优势:**尽管寻找中点慢,但归并操作 $O(n)$ 与向量相同,整体复杂度仍保持 $O(n \log n)$。 +* **实现细节:**利用列表结构的灵活性,节点转移仅涉及指针修改,无需额外数据空间(除了递归栈)。 + +--- + + +## 2.内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1. **覆盖范围约束 (硬性要求)** +你必须涵盖PDF中定义的所有主要概念,具体包括: +* **定义:**文本中每一个加粗或核心术语(例如 **Call-by-rank**(循秩访问)、**Call-by-position**(循位置访问)、**Sentinel Node**(哨兵节点)、**Pred/Succ**(前驱/后继)、**Stable Algorithm**(稳定算法))都必须在幻灯片上进行定义或解释。 +* **算法机制:**必须准确描述双向链表中插入和删除节点时的指针操作顺序(例如:先创建新节点并链接相邻节点,再更新相邻节点的指针指向新节点)。 +* **总结:**对比向量和列表在不同操作下的性能差异(静态操作 $O(1)$ vs $O(n)$,动态操作 $O(n)$ vs $O(1)$)。 + +2. **图表与视觉辅助** +这些图像需要单独占据一页ppt,且必须保证内容正确性: +* 图3.1 列表对象的内部组成及逻辑结构 +* 图3.3 ListNode::insertAsPred 算法过程 a-d +* 图3.4 List::remove 算法过程 a-d +* 图3.5 序列的插入排序原理 +* 图3.6 序列的选择排序原理 + +3. **内容准确性** +* **查找算法限制:**在讲解有序列表查找 (Section 3.4.2) 时,必须指出由于列表不支持随机访问,**无法**使用二分查找 (Binary Search),只能沿用顺序查找,因此复杂度仍为 $O(n)$。 +* **选择排序特性:**必须强调选择排序 (Section 3.5.3) 的复杂度是固定的 $\Theta(n^2)$,即便是最好情况(已有序)也不例外,这一点与插入排序不同。 +* **边界处理:**在展示算法代码逻辑时,需说明哨兵节点如何使得 `insert` 和 `remove` 操作无需对空表或首末节点做特殊判断。 + +4. **定量内容的忠实度** +幻灯片组必须包含至少 4 张包含源自文本的特定定量计算示例或表格的幻灯片: + +* **循秩访问代码:**必须展示代码 3.4 (重载下标操作符),并解释为何其循环次数为 $r$,导致复杂度为 $O(r)$ 即 $O(n)$。 +* **插入排序实例:**必须完整重现 **表 3.3 (插入排序算法实例)**,展示 7 步迭代中前缀有序子序列和后缀无序子序列的变化,以及下划线标示的比较元素。 +* **选择排序实例:**必须完整重现 **表 3.4 (选择排序算法实例)**,展示无序前缀和有序后缀的变化,特别是由大到小选取元素的过程。 +* **唯一化复杂度对比:**必须对比无序列表去重 `deduplicate` ($O(n^2)$) 与有序列表去重 `uniquify` ($O(n)$) 的效率差异,并解释原因(后者仅需局部比较)。 +--- +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture3/generation_task/judge_prompt.json b/education/THU_DSA/Lecture3/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..5e7fed1fd761cd86f412949023e0851fab02cac6 --- /dev/null +++ b/education/THU_DSA/Lecture3/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Linear Lists,\" or \"Chapter 3: List\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition* or *DSACPP*)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following three foundational frameworks?\n * From Vectors to Lists (Static vs. Dynamic, Call-by-rank vs. Call-by-position)\n * List Architecture (Sentinel Nodes, Doubly Linked Nodes)\n * List Algorithms (Deduplication, Traversal, Sorting)\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Static vs. Dynamic Storage**\n* Does the content contrast \"Static Storage\" (Vectors: continuous physical address) with \"Dynamic Storage\" (Lists: arbitrary physical address)?\n* Is the trade-off clearly articulated? (Vector: Efficient static operations $O(1)$, costly dynamic operations $O(n)$; List: Efficient dynamic operations $O(1)$, costly static operations $O(n)$).\n If no, specify if the fundamental trade-off is missing.\n", + "\n**Call-by-rank vs. Call-by-position**\n* Is the shift from \"Call-by-rank\" (Vector) to \"Call-by-position\" / \"Call-by-link\" (List) explicitly defined?\n* Does it explain that while elements have a logical order (rank), physically they are linked via indices/pointers?\n If no, specify if the distinction in access methods is overlooked.\n", + "\n**Node Implementation**\n* Are the components of a `ListNode` defined?\n * Data object\n * Predecessor pointer (`pred`)\n * Successor pointer (`succ`)\n If no, specify which member is missing.\n", + "\n**Sentinel Nodes**\n* Does the material explain the concept of **Sentinel Nodes** (`header` and `trailer`)?\n* Is the purpose of sentinels clearly stated? (To unify boundary conditions, avoid checking for NULL on insert/remove, and simplify algorithms).\n If no, specify if the internal structure description is incomplete.\n", + "\n**ADT Interfaces**\n* Are the key ADT operations listed?\n * `size()`, `empty()`\n * `first()`, `last()`\n * `insertAsFirst()`, `insertAsLast()`\n * `insertA()` (After), `insertB()` (Before)\n * `remove()`\n If no, specify which core interface group is missing.\n", + "\n**Deduplication Strategies**\n* Does the content distinguish between \"Unordered Deduplication\" (`deduplicate`) and \"Ordered Uniqueness\" (`uniquify`)?\n* Is the efficiency gap highlighted? (Unordered: $O(n^2)$ vs. Ordered: $O(n)$).\n If no, specify if the optimization for sorted lists is omitted.\n", + "\n**Traversal**\n* Is the traversal mechanism described, mentioning support for both function pointers and function objects (functors)?\n If no, specify if the iteration mechanism is missing.\n", + "\n**Algorithm Selection**\n* Does the material cover the three specific sorting algorithms adapted for lists?\n * Insertion Sort\n * Selection Sort\n * Merge Sort\n If no, specify which sorting strategy is missing.\n", + "\n**Stability and Adaptability**\n* Is the **stability** of the implemented Insertion Sort mentioned?\n* Is the **adaptability** of Insertion Sort (performance varies with input) contrasted with the rigidity of Selection Sort?\n If no, specify if algorithm properties are overlooked.\n", + "\n* Does **Figure 3.1** (List Structure) have its own page?\n", + "\n* Does **Figure 3.3** (Insert Process) have its own page?\n", + "\n* Does **Figure 3.4** (Remove Process) have its own page?\n", + "\n* Does **Figure 3.5** (Insertion Sort Visualization) have its own page?\n", + "\n* Does **Figure 3.6** (Selection Sort Visualization) have its own page?\n" + ], + "material_dependent_checklist_2": [ + "\n**Pointer Manipulation**\n* **Insertion Logic:** Is the pointer update sequence for insertion (e.g., `insertAsPred`) correct?\n * *Detail Check:* Does it show creating a new node, linking it to `pred` and `succ`, and then updating the neighbors' pointers to point to the new node?\n* **Removal Logic:** Is the logic for `remove(p)` accurate?\n * *Detail Check:* Does it describe backup of data, linking `p->pred` to `p->succ` (and vice versa), and explicitly `delete p`?\n", + "\n**Sentinel Invariance**\n* **Boundary Handling:** Does the content explain that `header` and `trailer` are never removed and are invisible to the external caller?\n * *Detail Check:* Ensure `valid(p)` checks exclude `header` and `trailer` (treating them effectively as NULL).\n", + "\n**Rank-to-Position Conversion**\n* **Operator [] cost:** Is the cost of the overloaded `operator[]` correctly identified as $O(n)$?\n * *Detail Check:* Ensure it explains that one must scan from `header` (or `trailer`) to the $r$-th element, unlike the $O(1)$ access in Vectors.\n* **Search Complexity:** Is the `find()` operation for unsorted lists and `search()` for sorted lists both identified as $O(n)$?\n * *Detail Check:* Verify the explanation that despite logical order, the lack of physical continuity prevents binary search, forcing sequential search.\n", + "\n**Sorting Costs**\n* **Insertion Sort:** Is the complexity range correctly defined?\n * *Detail Check:* Best case $O(n)$ (already sorted), Worst/Average case $O(n^2)$.\n* **Selection Sort:** Is the complexity correctly identified as $\\Theta(n^2)$ regardless of input?\n * *Detail Check:* Verify the explanation that `selectMax()` always scans the entire unsorted prefix, making it inefficient compared to adaptive insertion sort.\n* **Merge Sort:** Is the total complexity confirmed as $O(n \\log n)$?\n * *Detail Check:* Does it note that finding the midpoint takes $O(n)$ (unlike vector's $O(1)$), but since merge is also $O(n)$, the recurrence solution remains $O(n \\log n)$?\n", + "\n**Uniquify Optimization**\n* **Logic:** Is the `uniquify` algorithm for sorted lists correctly described as a local operation?\n * *Detail Check:* Verify it checks logical neighbors ($p$ and $q$); if equal, remove $q$; if different, advance $p$.\n* **Deduplicate Overhead:** Is the `deduplicate` algorithm for unsorted lists correctly described as a global operation?\n * *Detail Check:* Verify it involves nested loops (or repeated `find`), leading to quadratic time.\n", + "\n**Selection Sort Max Logic**\n* **Stability:** In `selectMax`, is the handling of duplicate max elements correct to maintain stability?\n * *Detail Check:* When duplicates exist, does it select the *latest* occurrence (closest to the unsorted border) to ensure stability during the move?\n", + "\n* **Structure:** Are the **Figure 3.1: The internal composition and logic structure of List objects** (showing Header, Trailer, First, Last) consistent with the text?\n", + "\n* **Insertion:** Are the **Figure 3.3: ListNode::insertAsPred() algorithm** (steps a-d) consistent with the pointer manipulation logic?\n", + "\n* **Removal:** Are the **Figure 3.4: List::remove() algorithm** (steps a-d) consistent with the logic of bypassing and deleting a node?\n", + "\n* **Sort Visualization:** Are the **Figure 3.5: Insertion Sort of a sequence** and **Figure 3.6: Selection Sort of a sequence** consistent with the described \"Prefix/Suffix\" invariants?\n" + ] +} diff --git a/education/THU_DSA/Lecture3/generation_task/statistics.yaml b/education/THU_DSA/Lecture3/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..58fedbeab4be56935aa633b9facee1ce62f7d745 --- /dev/null +++ b/education/THU_DSA/Lecture3/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture3 +category: education +input_metrics: + total_input_tokens: 16803 + generation_prompt_tokens: 5043 + materials_total_tokens: 11760 + material_count: 1 + pdf_total_pages: 21 + file_details: + - name: material.pdf + tokens: 11760 + pages: 21 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 16 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/education/THU_DSA/Lecture3/material.pdf b/education/THU_DSA/Lecture3/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4af6ce19a7eed55c6e15ef71fdbb5c6ece9d0ea4 --- /dev/null +++ b/education/THU_DSA/Lecture3/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0b818983b2b332ea070b529616ca2ab9c1d3d5fd0bfcf18d4c8753efddab9262 +size 9363229 diff --git a/education/THU_DSA/Lecture4/generation_task/instructions.md b/education/THU_DSA/Lecture4/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..50e278a6593d84e5198ec4abd400381f82678d52 --- /dev/null +++ b/education/THU_DSA/Lecture4/generation_task/instructions.md @@ -0,0 +1,186 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** + * **课程/书名:** "数据结构 (C++语言版) 第3版" + * **章节重点:** 第4章:栈与队列 (Stacks and Queues) + * **背景:** 线性序列结构的特例与延伸,算法设计中的基本出发点与硬件实现的标准配置。 + +2. **议程/大纲 (Agenda / Outline)** + * **章节主题:** 栈与队列。 + * **核心话题:** 栈 (Stack) 与队列 (Queue) 的 ADT、函数调用栈、逆序输出与进制转换、表达式求值 (RPN)、试探回溯法 (Backtracking)、循环分配器。 + * **目标:** 掌握受限数据结构的特性,理解递归的底层实现,并能够利用栈解决复杂的组合搜索问题。 + +3. **栈 ADT 与实现 (Section 4.1)** + * **定义:** 限制仅在逻辑某端(栈顶 Top)进行插入和删除的线性序列。 + * **核心特性:** 后进先出 (LIFO - Last In First Out)。 + * **操作接口:** `push` (入栈), `pop` (出栈), `top` (取栈顶)。 + * **实现模式:** 基于 `Vector` 或 `List` 的派生类。 + * **复杂度分析:** 利用向量末端或列表首端操作,实现所有接口均在 $O(1)$ 时间内完成。 + +4. **栈与递归机制 (Section 4.2)** + * **操作系统视角:** 函数调用栈 (Call Stack) 与栈帧 (Stack Frame)。 + * **帧结构:** 存储返回地址、局部变量、参数及前一帧位置。 + * **递归模拟:** 解释如何通过显式维护一个栈结构来模拟系统调用栈,从而消除递归(如尾递归消除),以空间换时间或优化空间常系数。 + +5. **栈的典型应用 I:逆序输出与进制转换 (Section 4.3)** + * **特征:** 输出次序与计算次序相反 (LIFO 特性的直接应用)。 + * **进制转换算法:** + * **原理:** 短除法,利用 $n \% base$ 得到低位,结果需逆序输出。 + * **实现:** 递归版 vs 迭代版(显式使用 Stack),分析其空间效率差异。 + +6. **栈的典型应用 II:括号匹配 (Section 4.3)** + * **问题描述:** 判定表达式中括号嵌套的合法性。 + * **减而治之 (递归版):** 寻找切分点 divide,由外向内递归。复杂度 $O(n^2)$。 + * **迭代版优化:** + * **栈混洗 (Stack Permutation):** 每一个合法括号序列对应一个合法的栈混洗。 + * **算法:** 扫描表达式,左括号入栈,右括号与栈顶匹配并出栈。线性时间 $O(n)$。 + +7. **栈的典型应用 III:表达式求值与 RPN (Section 4.3)** + * **延迟缓冲:** 栈作为数据缓冲区,处理计算滞后于扫描的情况。 + * **优先级处理:** 建立二维优先级表,比较当前运算符与栈顶运算符。 + * **逆波兰表达式 (RPN):** + * **定义:** 后缀表达式,运算符紧邻操作数之后,无需括号。 + * **求值算法:** 单栈结构,遇操作数入栈,遇运算符弹出对应操作数计算后回推。 + * **转换算法:** 在中缀求值过程中同步生成 RPN。 + +8. **试探回溯法:设计模式 (Section 4.4)** + * **隐喻:** 忒修斯的线绳 (Thread of Theseus) —— 栈作为记录路径的“线绳”。 + * **核心思想:** 试探 (Probing) + 回溯 (Backtracking) + 剪枝 (Pruning)。 + * **搜索空间:** 树状结构,通过剪枝排除大规模的候选解子集。 + +9. **试探回溯实例:八皇后与迷宫 (Section 4.4)** + * **N皇后问题:** + * **约束:** 行、列、对角线互斥。 + * **实现:** 使用栈 `solu` 记录每一行皇后的列号,冲突时回溯(出栈)。 + * **迷宫寻径:** + * **格点状态:** AVAILABLE (可用), ROUTE (路径中), BACKTRACKED (已回溯), WALL (墙)。 + * **流程:** 栈记录当前路径,死胡同时标记状态并退栈。 + +10. **队列 ADT 与应用 (Section 4.5 - 4.6)** + * **定义:** 限制只能在队尾 (Rear) 插入、队头 (Front) 删除的序列。 + * **核心特性:** 先进先出 (FIFO - First In First Out)。 + * **实现:** 基于 `List` 的派生类,$O(1)$ 复杂度。 + * **典型应用:** + * **循环分配器 (Round Robin):** 公平资源调度。 + * **离散事件模拟:** 银行窗口服务模型(最短队列优先原则)。 + +--- + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1. **覆盖范围约束 (硬性要求)** + 你必须涵盖 PDF 中定义的所有主要概念,具体包括: + * **定义:** 文本中每一个加粗的术语(例如 **Stack**(栈)、**LIFO**(后进先出)、**Call Stack**(调用栈)、**RPN**(逆波兰表达式)、**Backtracking**(回溯)、**Pruning**(剪枝)、**FIFO**(先进先出))都必须在幻灯片上进行定义。 + * **继承关系:** 必须明确指出 `Stack` 模板类继承自 `Vector`,而 `Queue` 模板类继承自 `List`,并解释这种复用背后的 $O(1)$ 效率逻辑。 + * **总结:** 对比栈与队列在操作受限性上的对称性(一端 vs 两端,LIFO vs FIFO),并总结试探回溯法中“栈”所扮演的“线绳”角色的本质。 + +2. **图表与视觉辅助** + + 这些图像需要单独占据一页 ppt,且必须保证内容正确性: + * 图 4.1 一摞椅子作为栈的物理隐喻 + * 图 4.3 函数调用栈每一帧的结构与压栈过程 + * 图 4.4 进制转换的逆序输出流程 + * 图 4.5 栈混洗的过程演示 + * 图 4.6 迭代式括号匹配的栈演变 + * 图 4.9 四皇后问题求解过程 + * 图 4.10 迷宫寻径中的状态转换与最终路径 + * 图 4.11 羽毛球桶作为队列的物理隐喻 + +3. **内容准确性** + * **算法细节:** 在讲解 N 皇后问题时,必须说明利用重载操作符判断冲突的逻辑(行、列、对角线),特别是利用栈的大小 (`solu.size()`) 来表示当前处理的行号。 + * **RPN 逻辑:** 必须解释清楚为何 RPN 不需要括号,且计算顺序与运算符出现顺序一致。 + * **迷宫状态:** 在迷宫算法中,必须严格区分 `ROUTE` (当前路径) 和 `BACKTRACKED` (已回溯/死路) 两种状态,说明这是防止死循环的关键“粉笔标记”。 + +4. **定量内容的忠实度** + 幻灯片组必须包含至少 5 张包含源自文本的特定定量计算示例的幻灯片: + + * **栈操作实例:** 必须包含表 4.2 的完整操作序列,展示 `push(5), push(6), pop()` 等操作后栈内元素的变化(如 `11, 3, 7, 5`)。 + * **进制转换算式:** 必须使用文中 $12345_{(10)} = 30071_{(8)}$ 的例子,并展示递归/迭代计算中 $n \% base$ 的序列。 + * **栈混洗序列:** 必须使用 `<1, 2, 3, 4]` 转变为 `[3, 2, 4, 1>` 的操作序列 `{push, push, push, pop, pop, push, pop, pop}` 进行演示。 + * **RPN 求值追踪:** 必须展示表 4.3 的完整求值过程,使用表达式 `0 ! 1 + 2 3 ! 4 + ^ *`,并展示操作数栈的变化(例如从 `2, 10` 变为 `1024`)。 + * **四皇后回溯:** 必须复现图 4.9 的四皇后求解过程,展示从 `(a)` 到 `(l)` 的试探与回溯步骤,特别是当第 3 行冲突时回溯到第 2 行调整位置的过程。 + +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture4/generation_task/judge_prompt.json b/education/THU_DSA/Lecture4/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..e2a961b8c512053d7550d191fd0ba100ddc6021e --- /dev/null +++ b/education/THU_DSA/Lecture4/generation_task/judge_prompt.json @@ -0,0 +1,40 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Stacks and Queues\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition* - Chapter 4)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following four foundational frameworks?\n * Stack ADT & Implementation (Inheritance from Vector/List)\n * Recursion & The Call Stack\n * Typical Applications (Base Conversion, RPN, Parenthesis Matching)\n * Backtracking & Queues (N-Queens, Maze, Round Robin)\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Definition and LIFO Nature**\n* Is the \"Stack\" defined as a constrained linear sequence where operations are limited to one specific end (the \"Top\")?\n* Is the **LIFO** (Last-In-First-Out) principle clearly articulated as the governing rule for access?\n If no, specify if the fundamental access pattern is missing.\n", + "\n**ADT Interfaces & Template Class**\n* Are the core operations explicitly listed?\n * `push(e)`: Insert at top\n * `pop()`: Remove from top\n * `top()`: Reference top element\n* Is the implementation strategy described? (e.g., deriving `Stack` from `Vector` and utilizing `insertAtSize` / `removeAtSize-1` for $O(1)$ efficiency).\n If no, specify which interface or implementation detail is overlooked.\n", + "\n**The Call Stack Mechanism**\n* Does the content explain how the Operating System uses a \"Call Stack\" or \"Execution Stack\" to manage function calls?\n* Are \"Stack Frames\" defined, containing return addresses, local variables, and parameters?\n If no, specify if the link between data structures and system architecture is missing.\n", + "\n**Demystifying Recursion**\n* Is the relationship between recursion and stack depth discussed?\n* Does the material mention methods to \"avoid recursion\" (e.g., converting to iteration) to optimize space efficiency by explicitly managing a stack?\n", + "\n**Base Conversion (Reverse Output)**\n* Is the Base Conversion problem presented as a classic LIFO scenario where the calculation order (low bit first) is opposite to the output order (high bit first)?\n* Does it illustrate the process of pushing remainders (`n % base`) and popping them for output?\n", + "\n**Parenthesis Matching & Stack Permutations**\n* Is the concept of \"Stack Permutation\" introduced regarding valid parenthesis sequences?\n* Is the iterative algorithm described: Push left brackets, pop and match on right brackets?\n", + "\n**Expression Evaluation (RPN)**\n* Are **Reverse Polish Notation (RPN)** (Postfix) and its advantages (no parentheses needed) explained?\n* Does the content cover the \"Delay Buffering\" strategy using two stacks (one for operands, one for operators) for infix evaluation?\n", + "\n**The Metaphor of Theseus**\n* Is the \"Thread of Theseus\" used as a metaphor for the Stack in backtracking algorithms?\n* Is the concept of \"Pruning\" (cutting off search branches) effectively explained?\n", + "\n**Search Strategies**\n* Are the **N-Queens Problem** and **Maze Pathfinding** presented as primary case studies?\n* Does it explain how the stack records the current path/solution and allows for \"Retreat/Backtracking\" when a dead end is reached?\n", + "\n**Queue ADT & FIFO**\n* Is the \"Queue\" defined with operations restricted to insertion at the \"Rear\" and removal at the \"Front\"?\n* Is the **FIFO** (First-In-First-Out) principle clearly contrasted with LIFO?\n", + "\n**Applications**\n* Are specific applications like **Round Robin** scheduling (cyclic resource allocation) and **Bank Service Simulation** (shortest queue priority) covered?\n", + "\n* Does **Figure 4.1: A stack of chairs** have its own page?\n", + "\n* Does **Figure 4.3: Function Call Stack** have its own page?\n", + "\n* Does **Figure 4.4: Base Conversion Flow** have its own page?\n", + "\n* Does **Figure 4.5: Stack Permutation** have its own page?\n", + "\n* Does **Figure 4.6: Iterative Parenthesis Matching** have its own page?\n", + "\n* Does **Figure 4.9: 4-Queens Solution Process** have its own page?\n", + "\n* Does **Figure 4.10: Maze Pathfinding** have its own page?\n", + "\n* Does **Figure 4.11: Badminton Shuttlecocks** have its own page?\n" + ], + "material_dependent_checklist_2": [ + "\n* **Access Restrictions:** Is the distinction strictly maintained that Stacks operate on the \"Top\" (End of Vector) and Queues operate on \"Front/Rear\" (Head/Tail of List)?\n * *Detail Check:* Ensure `push`/`pop` corresponds to `Vector::insertAsLast`/`removeLast`.\n* **Complexity:** Is it correctly stated that standard Stack and Queue operations (`push`, `pop`, `enqueue`, `dequeue`) run in **$O(1)$** time?\n", + "\n* **Recursion Elimination:** Is the rationale for converting recursion to iteration (reducing spatial overhead of stack frames) accurate?\n* **Base Conversion:** Is the math correct? (e.g., `n % base` gets the current digit, `n / base` moves to the next position).\n * *Detail Check:* Ensure the output order is described as \"Reverse of calculation order.\"\n", + "\n* **Priority Handling:** In Infix evaluation, is the logic for the priority table correct? (e.g., if current operator priority < stack top priority, calculate stack top first).\n* **RPN Transformation:** Is the process of appending operands immediately and buffering operators correctly described?\n", + "\n* **State Management:** In Maze Pathfinding, are the states **AVAILABLE**, **ROUTE**, **BACKTRACKED**, and **WALL** correctly distinguished?\n * *Detail Check:* Verify that \"BACKTRACKED\" status is essential to prevent infinite loops.\n* **Conflict Detection:** In N-Queens, is the conflict check logic accurate (Row, Column, and Diagonal checks)?\n", + "\n* **Base Conversion Example:** Does the slide use the specific text example $12345_{(10)} = 30071_{(8)}$?\n* **Stack Permutation:** Is the sequence `<1, 2, 3, 4]` to `[3, 2, 4, 1>` correctly mapped to operations `{push, push, push, pop, pop, push, pop, pop}`?\n* **RPN Evaluation:** Is the evaluation of `0 ! 1 + 2 3 ! 4 + ^ *` traceable with the correct intermediate stack values (e.g., reaching `1024`)?\n", + "\n* Are the **Figure 4.1: A stack of chairs** and its physical metaphor consistent with the facts?\n", + "\n* Are the **Figure 4.3: Function Call Stack** and the structure of stack frames consistent with the facts?\n", + "\n* Are the **Figure 4.4: Base Conversion Flow** showing the reverse output consistent with the facts?\n", + "\n* Are the **Figure 4.5: Stack Permutation** process from input to output consistent with the facts?\n", + "\n* Are the **Figure 4.6: Iterative Parenthesis Matching** and stack evolution consistent with the facts?\n", + "\n* Are the **Figure 4.9: 4-Queens Solution Process** (showing backtracking from row 3 to 2) consistent with the facts?\n", + "\n* Are the **Figure 4.10: Maze Pathfinding** (showing the path and backtracked nodes) consistent with the facts?\n", + "\n* Are the **Figure 4.11: Badminton Shuttlecocks** as a Queue metaphor consistent with the facts?\n" + ] +} diff --git a/education/THU_DSA/Lecture4/generation_task/statistics.yaml b/education/THU_DSA/Lecture4/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..81f8887ff5fed3011e5b7f994b8ba45317898854 --- /dev/null +++ b/education/THU_DSA/Lecture4/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture4 +category: education +input_metrics: + total_input_tokens: 18139 + generation_prompt_tokens: 5259 + materials_total_tokens: 12880 + material_count: 1 + pdf_total_pages: 23 + file_details: + - name: material.pdf + tokens: 12880 + pages: 23 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 21 + Content Correctness: 13 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 34 + total_count: 64 diff --git a/education/THU_DSA/Lecture4/material.pdf b/education/THU_DSA/Lecture4/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a64408e4acbe8ee92efb498abe5d970742a1bad5 --- /dev/null +++ b/education/THU_DSA/Lecture4/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:361a80f4258deaa698ce89dc286dcd8e7e1f31226a500321fb132dc3d045e76c +size 9620974 diff --git a/education/THU_DSA/Lecture5/generation_task/instructions.md b/education/THU_DSA/Lecture5/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..dee7a809d3c92aeaee7e56f924f16cd8db6dca92 --- /dev/null +++ b/education/THU_DSA/Lecture5/generation_task/instructions.md @@ -0,0 +1,175 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1.**标题页 (Title Slide)** +* **课程/书名:** "数据结构 (C++语言版) 第3版" +* **章节重点:** 第5章:二叉树 (Binary Tree) +* **背景:** 从线性结构到半线性结构 (Semi-linear Structure) 的思维飞跃,层次化数据的逻辑与实现。 + +2.**议程/大纲 (Agenda / Outline)** +* **章节主题:** 树与二叉树。 +* **核心话题:** 树的逻辑性质、长子-兄弟表示法、PFC编码、BinNode与BinTree模板设计、四种遍历策略(先/中/后/层)、迭代式遍历的栈/队列实现、Huffman最优编码树构造。 +* **目标:** 掌握二叉树的底层实现机制,深刻理解递归到迭代的转换技巧,以及基于统计特性的数据压缩算法。 + +3.**树与二叉树基础 (Section 5.1)** +* **逻辑结构:** 定义树为连通无环图,引入根 (Root)、深度 (Depth)、高度 (Height) 的严格定义。 +* **半线性结构:** 强调元素间不存在天然的直接后继或前驱,需通过“遍历”确定线性次序。 +* **多叉树转二叉树:** 重点讲解“长子-兄弟”表示法 (Left-Child Right-Sibling),证明二叉树对多叉树的描述能力具有普适性。 +* **基本术语:** 区分真祖先/真后代、度数 (Degree)、叶节点 (Leaf) 与内部节点。 + +4.**二叉树的应用:编码树 (Section 5.2)** +* **通讯模型:** 编码 (Encoding) 与解码 (Decoding) 的映射过程。 +* **前缀无歧义编码 (PFC):** + * **问题:** 变长编码可能导致的解码歧义(如 "11" 是 "M" 还是 "S" 的前缀)。 + * **解决方案:** 将字符映射为二叉树的叶节点,路径即编码。 + * **优势:** 扫描二进制流时不需回溯,自然消除歧义。 + +5.**二叉树的C++实现 (Section 5.3)** +* **BinNode 模板类:** + * **成员变量:** `data`, `parent`, `lc` (左孩子), `rc` (右孩子), `height`。 + * **操作接口:** `insertAsLC`, `succ` (直接后继) 等。 +* **高度更新策略:** 只有祖先节点的高度受后代变动影响,算法复杂度控制在 $O(depth)$。 +* **BinTree 模板类:** 封装根节点与规模,提供子树接入 (`attach`) 与分离 (`secede`) 接口。 + +6.**遍历算法:递归视角 (Section 5.4.1)** +* **遍历定义:** 按约定次序访问节点,将半线性结构转化为线性序列。 +* **三种次序:** + * **先序 (Preorder, V-L-R):** 根->左->右。 + * **中序 (Inorder, L-V-R):** 左->根->右(二叉搜索树的关键)。 + * **后序 (Postorder, L-R-V):** 左->右->根。 +* **递归美学:** 展示代码的简洁性,但需指出其在大规模数据下的空间风险。 + +7.**遍历算法:迭代视角 (Section 5.4.2 - 5.4.4)** +* **消除递归:** 引入辅助栈 (Stack) 模拟函数调用栈,提升效率。 +* **先序迭代:** 引入“最左侧通路” (Leftmost Path) 概念,自顶向下访问左侧链,右子树入栈暂存。 +* **中序迭代:** 核心在于“控制权转交”,沿最左侧通路深入到底,回溯时访问节点并转向右子树。 +* **后序迭代:** 最为复杂,引入 `HLVFL` (最高左侧可见叶节点) 概念,逆序构建遍历逻辑。 + +8.**层次遍历与完全二叉树 (Section 5.4.5)** +* **层次遍历 (Level-order):** 基于辅助队列 (Queue) 实现,遵循“先上后下、先左后右”。 +* **完全二叉树 (Complete Binary Tree):** + * **定义:** 叶节点仅出现在最底两层,且底层叶节点向左对齐。 + * **性质:** 高度 $h = \lfloor \log_2 n \rfloor$,紧凑存储的潜力。 +* **满二叉树 (Full Binary Tree):** 所有层级节点饱和。 + +9.**Huffman 编码 (Section 5.5)** +* **优化目标:** 最小化带权平均编码长度 (Weighted Average Leaf Depth, WALD)。 +* **最优编码树特性:** + * **双子性:** 真二叉树,无度数为1的节点。 + * **层次性:** 频率最低的叶节点深度最深且互为兄弟。 +* **贪心策略:** 每次合并森林中权重最小的两棵树(或超字符),自底向上构建。 +* **效率:** 变长编码相比定长编码在频率分布不均时的显著优势。 + + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1.**覆盖范围约束 (硬性要求)** +你必须涵盖PDF中定义的所有主要概念,具体包括: +* **定义:** 文本中每一个加粗或核心定义的术语(例如 **Semi-linear structure**(半线性结构)、**Height/Depth**(高度/深度)、**Prefix-free code**(前缀无歧义编码)、**Leftmost path**(最左侧通路)、**HLVFL**(最高左侧可见叶节点)、**Complete Binary Tree**(完全二叉树))都必须在幻灯片上进行定义。 +* **转换逻辑:** 必须清晰解释如何通过“长子-兄弟”表示法将有序多叉树等价转换为二叉树,并保留其逻辑次序。 +* **算法差异:** 必须对比递归版与迭代版遍历算法,指出迭代版引入“辅助栈”或“辅助队列”的必要性以及对空间复杂度的控制。 + +2.**图表与视觉辅助** +这些图像需要单独占据一页ppt,且必须保证内容正确性: +* 图5.1 节点深度与高度的定义及差异 +* 图5.6 多叉树的“长子+兄弟”表示法及其转为二叉树的过程 +* 图5.10 BinNode模板类的逻辑结构图,展示parent/lc/rc指针 +* 图5.20 迭代式中序遍历的栈演变过程 +* 图5.25 层次遍历的队列演变过程 +* 图5.38 Huffman树构造算法的6步迭代实例 + +3.**内容准确性** +* **高度与深度:** 必须明确区分 **Depth** (从根到节点的路径长度,根为0) 与 **Height** (从节点到最深叶节点的路径长度,叶为0,空树为-1) 的定义差异。 +* **中序后继:** 在讲解中序遍历时,需准确描述 `succ()` 算法的逻辑:若有右子树,则为右子树中的最小节点;否则,为“将当前节点包含于其左子树中的最低祖先”。 +* **Huffman构造:** 必须强调 Huffman 树只是“最优带权编码树”的一种,且构造过程基于贪心算法(每次取最小权重的两棵树合并)。 + +4.**定量内容的忠实度** +幻灯片组必须包含至少 4 张包含源自文本的特定定量计算示例的幻灯片: +* **PFC解码示例:** 必须包含表5.2或表5.4中的解码过程,展示二进制流(如 `110011...`)如何映射回 `MESSAGE` 文本。 +* **高度更新成本:** 在讲解 `updateHeight` 时,须说明其时间复杂度为 $O(depth(v) + 1)$,即线性正比于节点深度。 +* **Huffman频率表:** 必须使用表5.6的数据(A=623, B=99, C=239, D=290, E=906, F=224)来演示构建过程。 +* **WALD计算:** 必须展示图5.33或5.35中的计算对比,例如 `wald(T) = 2.5` vs `wald(T) = 2.875`,说明频率分布对编码效率的影响。 +--- +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture5/generation_task/judge_prompt.json b/education/THU_DSA/Lecture5/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..bd9f42ef94af72cfb7789149bee5883cfb34aca6 --- /dev/null +++ b/education/THU_DSA/Lecture5/generation_task/judge_prompt.json @@ -0,0 +1,34 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Trees\" or \"Binary Trees\")?\n* Is the source or textbook context provided (e.g., *Data Structures (C++ Edition) 3rd Edition* or *Chapter 5: Binary Trees*)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following five foundational frameworks?\n * Tree Fundamentals & Semi-linear Structure\n * Binary Tree Implementation (BinNode/BinTree)\n * Traversal Algorithms (Recursive & Iterative)\n * Special Trees (Complete/Full Binary Trees)\n * Huffman Encoding & PFC Applications\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Logical Structure & Properties**\n* Is the concept of \"Semi-linear Structure\" defined, distinguishing trees from linear structures (arrays/lists) and defining the need for traversal?\n* Are the core metrics defined: **Depth** (path length from root) and **Height** (path length to deepest leaf)?\n If no, specify if the distinction between node height and tree height is missing.\n", + "\n**Multi-ary to Binary Conversion**\n* Does the content explain the equivalence between Ordered Multi-ary Trees and Binary Trees?\n* Is the \"Left-Child Right-Sibling\" (Child-Sibling) representation strategy explicitly described and visualized?\n If no, specify if the mechanism for converting general trees to binary trees is overlooked.\n", + "\n**Communication Model**\n* Does the material introduce the Encoding/Decoding model involving Encoders, Decoders, and Channels?\n* Is the concept of **Prefix-free Code (PFC)** defined as a method to prevent decoding ambiguity without backtracking?\n If no, specify if the link between leaf nodes and binary codes is missing.\n", + "\n**BinNode Template Class**\n* Are the essential members of the `BinNode` class listed?\n * `parent`, `lc` (left child), `rc` (right child) pointers.\n * `data` (payload), `height` (structural metric).\n* Is the `updateHeight` strategy explained (updating only ancestors upon modification)?\n If no, specify if the $O(depth)$ complexity constraint is omitted.\n", + "\n**BinTree Template Class**\n* Does the content cover the `BinTree` wrapper class and its key structural operations?\n * `insertAsRoot`, `insertAsLC`, `insertAsRC`.\n * `attach` (Subtree insertion) and `secede` (Subtree separation).\n If no, specify which interface method is missing.\n", + "\n**Recursive Traversals**\n* Are the three depth-first traversal orders defined based on the position of the Root (V)?\n * **Preorder (V-L-R)**\n * **Inorder (L-V-R)**\n * **Postorder (L-R-V)**\n If no, specify which order is missing.\n", + "\n**Iterative Traversals**\n* Does the material explain the necessity of Iterative methods (efficiency, stack control)?\n* Are the specific techniques for iteration covered?\n * **Auxiliary Stack:** Simulating recursion for Preorder/Inorder/Postorder.\n * **Leftmost Path:** The specific strategy for efficient Preorder/Inorder iteration.\n * **HLVFL:** The \"Highest Leaf Visible From Left\" concept for Postorder iteration.\n If no, specify if the stack-based mechanics are overlooked.\n", + "\n**Level-order Traversal**\n* Is **Level-order Traversal** defined (Top-down, Left-to-right)?\n* Is the use of an **Auxiliary Queue** (instead of a stack) explicitly mentioned?\n If no, specify if the distinction between depth-first and breadth-first mechanisms is missing.\n", + "\n**Optimization Criteria**\n* Is **Weighted Average Leaf Depth (WALD)** introduced as the metric for coding efficiency?\n* Does the content distinguish between \"Complete Binary Trees\" (optimal for uniform frequency) and \"Optimal Weighted Encoding Trees\" (optimal for non-uniform frequency)?\n If no, specify if the impact of character frequency on tree structure is ignored.\n", + "\n**Construction Algorithm**\n* Is the Greedy Algorithm for building Huffman trees described?\n * Start with forest of single-node trees.\n * Repeatedly merge the two trees with the lowest weights.\n If no, specify if the bottom-up construction process is missing.\n", + "\n* Does Figure 5.1 (Node depth vs height definition) have its own page?\n", + "\n* Does Figure 5.6 (Multi-ary to Binary transformation) have its own page?\n", + "\n* Does Figure 5.10 (BinNode logical structure) have its own page?\n", + "\n* Does Figure 5.20 (Iterative Inorder Traversal Stack) have its own page?\n", + "\n* Does Figure 5.25 (Level-order Traversal Queue) have its own page?\n", + "\n* Does Figure 5.38 (Huffman Tree Construction Steps) have its own page?\n" + ], + "material_dependent_checklist_2": [ + "\n* **Height vs. Depth:** Is the distinction accurate?\n * *Detail Check:* Depth of root is 0; Height of a single-node tree is 0; Height of an empty tree is -1.\n* **Proper Binary Tree:** Is the definition of a \"Proper Binary Tree\" (or full binary tree in some contexts) correct (every node has degree 0 or 2)?\n * *Detail Check:* Verify the statement that optimal encoding trees must be proper binary trees (Twin Property).\n", + "\n* **Inorder Successor (`succ`):** Is the logic for finding the direct successor correct?\n * *Detail Check:* If right child exists -> go to right child, then traverse left as far as possible. If no right child -> go up until the current node is a left child of its parent.\n* **Height Update Cost:** Is the time complexity for `updateHeightAbove` correctly identified?\n * *Detail Check:* It should be $O(depth(v) + 1)$ or $O(h)$, not constant time.\n* **Traversal Complexity:** Is the time complexity for all traversals noted as $O(n)$?\n * *Detail Check:* Verify that space complexity for iterative versions is proportional to tree height $O(h)$ (stack depth) or width (queue size).\n", + "\n* **Multi-ary to Binary:** Is the transformation logic accurate?\n * *Detail Check:* \"First child becomes Left Child; Next sibling becomes Right Child.\"\n* **Complete Binary Tree:** Is the definition strict?\n * *Detail Check:* Leaves only in the bottom two layers; bottom layer leaves are aligned to the left. $Height = \\lfloor \\log_2 n \rfloor$.\n", + "\n* **Greedy Strategy:** Is the selection criteria for merging trees accurate?\n * *Detail Check:* Must select the *two* trees with the *minimum* weights from the *entire* forest (not just adjacent ones).\n* **Super-character:** Is the concept of the internal node acting as a \"super-character\" with weight equal to the sum of its children correctly explained?\n", + "\n* **Figure 5.1 (Depth/Height):** Does the diagram correctly label the depth increasing downwards and height increasing upwards?\n", + "\n* **Figure 5.6 (Transformation):** Does the diagram accurately show the conversion from a generic tree to a binary tree using the Child-Sibling rule?\n", + "\n* **Figure 5.10 (BinNode):** Does the logical structure diagram correctly depict the bidirectional pointers (parent vs. children) and data/height members?\n", + "\n* **Figure 5.20 (Inorder Stack):** Does the stack evolution diagram match the code logic (pushing along leftmost path, popping, switching to right child)?\n", + "\n* **Figure 5.25 (Level-order Queue):** Does the queue evolution correctly depict FIFO behavior (First-In-First-Out) for the given tree example?\n", + "\n* **Figure 5.38 (Huffman Construction):** Does the step-by-step iteration correctly show the forest shrinking and trees merging based on minimal weights (e.g., merging 99 and 224 first)?\n" + ] +} diff --git a/education/THU_DSA/Lecture5/generation_task/statistics.yaml b/education/THU_DSA/Lecture5/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f2a0946b6edf2c1632b9fe03c8d1c0bf1ea3ad62 --- /dev/null +++ b/education/THU_DSA/Lecture5/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture5 +category: education +input_metrics: + total_input_tokens: 27524 + generation_prompt_tokens: 5124 + materials_total_tokens: 22400 + material_count: 1 + pdf_total_pages: 40 + file_details: + - name: material.pdf + tokens: 22400 + pages: 40 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 18 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 28 + total_count: 58 diff --git a/education/THU_DSA/Lecture5/material.pdf b/education/THU_DSA/Lecture5/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..617a1a58c49ccb2f699f6bc639a0d83f1db00616 --- /dev/null +++ b/education/THU_DSA/Lecture5/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09f1be4a1cdd74d9ad21f127e484bcf101d3d7e31ffa0d691c7733e681304157 +size 10142351 diff --git a/education/THU_DSA/Lecture6/generation_task/instructions.md b/education/THU_DSA/Lecture6/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..2168897b2d532a300761b1db52384d3a1017d969 --- /dev/null +++ b/education/THU_DSA/Lecture6/generation_task/instructions.md @@ -0,0 +1,192 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** +   * **课程/书名:** "数据结构 (C++语言版) 第3版" +   * **章节重点:** 第6章:图 (Graph) +   * **背景:** 从线性结构(向量/列表)与半线性结构(树)向非线性结构(图)的演进,以及二元关系的通用描述。 + +2. **议程/大纲 (Agenda / Outline)** +   * **章节主题:** 图的存储结构 +   * **核心话题:** 图的定义与类型、邻接矩阵与邻接表、广度/深度优先搜索 (BFS/DFS)、拓扑排序、双连通分量、优先级搜索框架 (PFS)、最小支撑树 (Prim)、最短路径 (Dijkstra)。 +   * **目标:** 理解非线性结构的复杂性,掌握将图转化为生成树(森林)的处理技巧,统一图搜索的算法框架。 + +3. **图的基本概念 (Section 6.1)** +   * **定义:** $G = (V, E)$,其中 $V$ 为顶点集,$E$ 为边集。 +   * **类型:** 无向图 (Undigraph)、有向图 (Digraph)、混合图 (Mixed Graph) 及带权网络 (Network)。 +   * **术语:** 邻接 (Adjacency) 与关联 (Incidence)、度 (Degree: in/out-degree)、简单图 (Simple Graph)、通路 (Path) 与环路 (Cycle)、DAG (有向无环图)。 +   * **复杂度度量:** 输入规模以顶点数 $n$ 与边数 $e$ 的总和 $(n+e)$ 衡量。 + +4. **存储结构对比:邻接矩阵 (Section 6.3)** +   * **原理:** 使用方阵 $A[n][n]$ 描述顶点间关系,是否存在边 $(u, v)$ 取决于 $A[u][v]$ 的值(1/0 或 权重/$\infty$)。 +   * **实现:** `Vector V` 配合 `Vector> E`。 +   * **性能分析:** +       * **优点:** 静态操作(如判断边是否存在)效率高,仅需 $O(1)$。 +       * **缺点:** 空间复杂度恒为 $O(n^2)$,造成空间冗余;动态操作(增删顶点)耗时;遍历所有邻居需 $O(n)$。 +   * **适用性:** 稠密图 (Dense Graph)。 + +5. **存储结构对比:邻接表 (Section 6.4)** +   * **原理:** 将向量替换为列表,仅存储实际存在的边。 +   * **实现:** 每个顶点维护一个列表,记录其所有出边(或邻接顶点)。 +   * **性能分析:** +       * **空间优化:** 降至 $O(n+e)$,适应稀疏图 (Sparse Graph)。 +       * **时间权衡:** 判断边是否存在需 $O(n)$(最坏情况);但枚举邻居仅需 $O(1+outDegree(v))$,利于批量处理。 + +6. **广度优先搜索 (BFS) (Section 6.6)** +   * **策略:** “越早被访问到的顶点,其邻居越优先被选用”。 +   * **机制:** 使用**队列 (Queue)** 维护波峰集 (Frontier)。 +   * **过程:** 从起点 $s$ 开始,逐层向外扩展,类似树的层次遍历。 +   * **复杂度:** 需访问所有顶点和边,时间复杂度为 $O(n+e)$。 +   * **产物:** BFS 树(森林),包含树边 (Tree Edge) 和跨边 (Cross Edge)。 + +7. **深度优先搜索 (DFS) (Section 6.7)** +   * **策略:** “优先选取最后一个被访问到的顶点的邻居”。 +   * **机制:** 使用**栈 (Stack)**(或递归)实现回溯。 +   * **核心指标:** 时间标签 `dTime` (discovered) 和 `fTime` (finished),定义了顶点的活跃期。 +   * **边的分类:** 树边 (Tree)、后向边 (Backward - 对应环路)、前向边 (Forward)、跨边 (Cross)。 +   * **嵌套引理:** 顶点间的祖先/后代关系由其活跃期的包含关系决定。 + +8. **DFS 典型应用 (Section 6.8 - 6.9)** +   * **拓扑排序 (Topological Sort):** +       * **对象:** 有向无环图 (DAG)。 +       * **原理:** 零出度顶点即为极小元。DFS 搜索中,顶点被标记为 `VISITED` 的次序(逆序)即为拓扑排序。 +   * **双连通分量 (BCC) 分解:** +       * **关节点 (Cut Vertex):** 删除该点导致图的连通域增加。 +       * **判定依据:** 利用 DFS 树及 `hca[v]` (最高连通祖先) 判断子树能否通过后向边回溯到祖先。 + +9. **优先级搜索框架 (PFS) (Section 6.10)** +   * **统一范式:** 无论是 BFS、DFS、Prim 还是 Dijkstra,均可纳入此框架。 +   * **核心逻辑:** 维护顶点的优先级数 (Priority Number),每一步选取优先级最高的顶点加入遍历树,并更新其邻接顶点的优先级。 +   * **差异点:** 仅在于**优先级更新策略 (Updater)** 的不同。 + +10. **最小支撑树 (MST): Prim 算法 (Section 6.11)** +    * **定义:** 连通带权图中成本最低的支撑树(边数 $n-1$)。 +    * **割与跨越边:** 最小支撑树总是采用联接每一割 (Cut) 的**最短跨越边**。 +    * **算法流程:** 基于 PFS 框架。 +        * **优先级定义:** 顶点 $v$ 到当前生成树 $T$ 的距离(即关联边权重)。 +        * **贪心策略:** 每次吸纳距离树最近的顶点。 +    * **复杂度:** 基本实现为 $O(n^2)$。 + +11. **最短路径: Dijkstra 算法 (Section 6.12)** +    * **问题:** 单源最短路径 (Single Source Shortest Path)。 +    * **单调性与三角不等式:** 最短路径的前缀也是最短路径;利用松弛 (Relaxation) 操作更新距离。 +    * **算法流程:** 基于 PFS 框架。 +        * **优先级定义:** 顶点 $v$ 到源点 $s$ 的总距离。 +        * **更新策略:** 若 `dist(s, u) + weight(u, v) < dist(s, v)`,则更新。 +    * **复杂度:** 基本实现为 $O(n^2)$。 + +--- + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1. **术语与符号约束 (硬性要求)** +   * **复杂度表示:** 涉及图算法的时间和空间复杂度时,必须统一使用 $n$ (顶点数) 和 $e$ (边数) 描述,例如 BFS 的时间复杂度为 $O(n+e)$,邻接矩阵的空间复杂度为 $O(n^2)$。 +   * **状态标记:** 在描述遍历算法时,必须使用文中定义的状态枚举值:`UNDISCOVERED` (未发现)、`DISCOVERED` (已发现)、`VISITED` (访问完毕)。 +   * **边类型:** 在 DFS 分析中,必须明确区分并定义四种边:`TREE` (树边)、`BACKWARD` (后向边)、`FORWARD` (前向边)、`CROSS` (跨边),并指出后向边意味着图中存在环路。 + +2. **图表与视觉辅助** +   这些图像需要单独占据一页ppt或作为页面核心,且必须保证与教材图示逻辑一致: +   * 图 6.1:展示无向图、混合图、有向图及度的概念 +   * 图 6.6:同一无向图的矩阵与列表表示对比 +   * 图 6.7:BFS 搜索过程、队列演变及 BFS 树的生成 +   * 图 6.8:DFS 搜索过程、时间标签、边分类及 DFS 森林 +   * 图 6.10/6.11:教材编写计划或课程依赖图的线性化 +   * 图 6.20:割与最短跨越边的示意 +   * 图 6.21 和 6.25:对比两种算法在同一图上的执行差异,特别是优先级的含义 + +3. **算法逻辑准确性** +   * **BFS vs DFS:** 必须明确指出 BFS 使用**队列**实现,对应树的层次遍历,主要用于寻找最短路径(无权图)或连通分量;DFS 使用**栈**(或递归)实现,对应树的先序/后序遍历,善于检测环路和拓扑排序。 +   * **PFS 统一性:** 在介绍 Prim 和 Dijkstra 时,必须强调它们都是优先级搜索 (PFS) 的特例。 +       * **Prim 的优先级:** 顶点到**树**的距离 (`weight(u, v)`)。 +       * **Dijkstra 的优先级:** 顶点到**源点**的距离 (`priority(u) + weight(u, v)`)。 +   * **双连通域判定:** 必须解释 `hca[v]` (Highest Connected Ancestor) 的作用:若 `hca[u] >= dTime[v]`,则 `v` 为关节点。 + +4. **定量与实例内容的忠实度** +   幻灯片组必须包含以下源自文本的特定分析案例: +   * **时间标签的作用:** 在讲解 DFS 时,必须展示 `dTime` 和 `fTime` 如何形成“括号引理” (Parenthesis Theorem) 或“活跃期”,即 $u$ 是 $v$ 的后代当且仅当 $u$ 的活跃期被 $v$ 包含。 +   * **拓扑排序的两种方法:** 必须对比“基于零入度顶点”的迭代删除法与“基于 DFS 完成时间 (`VISITED`)”的逆序输出法。 +   * **Prim 算法实例:** 必须使用文中图 6.21 的带权图示例,展示子树 $T$ 从单个顶点逐步扩张覆盖全图的过程,以及如何通过贪心策略选择最短跨越边。 +--- +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture6/generation_task/judge_prompt.json b/education/THU_DSA/Lecture6/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..189f47b34db72224783eb6b811fc1ef94e39675d --- /dev/null +++ b/education/THU_DSA/Lecture6/generation_task/judge_prompt.json @@ -0,0 +1,37 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Graph Data Structures,\" or \"Graph Traversal\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition* - Chapter 6)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following foundational frameworks?\n * Graph Definitions & Terminology ($G=(V,E)$, Directed/Undirected)\n * Storage Implementations (Adjacency Matrix vs. Adjacency List)\n * Traversal Strategies (BFS & DFS)\n * Priority Search Framework (PFS) & Optimization Applications (Prim, Dijkstra)\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Basic Elements**\n* Is the graph defined mathematically as $G = (V, E)$?\n* Are the types of graphs clearly distinguished?\n * Undirected Graph (Edge $(u, v)$ equals $(v, u)$)\n * Directed Graph (Digraph)\n * Mixed Graph\n * Weighted Network\n If no, specify which type is missing.\n", + "\n**Key Terminology**\n* Are essential terms defined?\n * Adjacency vs. Incidence\n * Degree (In-degree vs. Out-degree)\n * Path vs. Simple Path\n * Cycle vs. Simple Cycle\n * DAG (Directed Acyclic Graph)\n If no, specify which term is overlooked.\n", + "\n**Adjacency Matrix**\n* Is the Adjacency Matrix represented as a 2D array/vector ($A[n][n]$)?\n* Is the space complexity explicitly stated as $O(n^2)$?\n* Are the pros (fast static operations) and cons (space redundancy, slow dynamic operations) discussed?\n", + "\n**Adjacency List**\n* Is the Adjacency List represented as a vector of lists/vectors?\n* Is the space complexity explicitly stated as $O(n+e)$?\n* Is the efficiency trade-off (slower single edge check vs. faster neighbor enumeration) analyzed?\n", + "\n**Breadth-First Search (BFS)**\n* Is the traversal strategy defined (\"visit neighbors of earlier visited vertices first\")?\n* Is the mechanism explicitly linked to a **Queue** data structure?\n* Is the concept of the \"Frontier\" or \"Wave peak\" explained?\n", + "\n**Depth-First Search (DFS)**\n* Is the traversal strategy defined (\"visit neighbors of the last visited vertex first\")?\n* Is the mechanism explicitly linked to a **Stack** data structure (or Recursion)?\n* Are the time stamps (`dTime`, `fTime`) and their role in determining vertex states introduced?\n", + "\n**Topological Sorting**\n* Is the prerequisite of a DAG (Directed Acyclic Graph) stated?\n* Are the two approaches covered?\n * Iterative: Based on zero in-degree vertices.\n * Recursive: Based on DFS reverse completion order (Stack).\n", + "\n**Bi-Connected Components (BCC)**\n* Is the concept of a \"Cut Vertex\" (Articulation Point) defined?\n* Is the relationship between the DFS tree and back-edges used to identify cut vertices (using `hca` - Highest Connected Ancestor)?\n", + "\n**Unified Framework**\n* Is the Priority First Search (PFS) introduced as a generalization of BFS, DFS, Prim, and Dijkstra?\n* Is the role of the `prioUpdater` (Priority Updater) object explained in distinguishing different algorithms?\n", + "\n**Minimum Spanning Tree (MST)**\n* Is the \"Cut Property\" (MST always adopts the shortest crossing edge of a cut) explained?\n* Is Prim's Algorithm presented as an instance of PFS?\n", + "\n**Shortest Path**\n* Is the problem defined as Single-Source Shortest Path?\n* Is Dijkstra's Algorithm presented, focusing on the relaxation technique (`dist(u) + w < dist(v)`)?\n", + "\n* Does the **Figure 6.1** have its own slide/page?\n", + "\n* Does the **Figure 6.6** have its own slide/page?\n", + "\n* Does the **Figure 6.7** have its own slide/page?\n", + "\n* Does the **Figure 6.8** have its own slide/page?\n", + "\n* Does the **Figure 6.10** have its own slide/page?\n", + "\n* Does the **Figure 6.20** have its own slide/page?\n", + "\n* Does the **Figure 6.21 & 6.25** have its own slide/page?\n" + ], + "material_dependent_checklist_2": [ + "\n* **Symbol Consistency:** Are complexities consistently expressed using $n$ (vertices) and $e$ (edges)?\n * *Detail Check:* BFS/DFS time complexity should be $O(n+e)$ for Adjacency Lists, not just $O(n)$.\n* **Space Constraints:** Is the adjacency matrix correctly identified as suitable for **Dense Graphs** ($O(n^2)$) and adjacency lists for **Sparse Graphs** ($O(n+e)$)?\n", + "\n* **Vertex States:** Are the three vertex states used in the algorithms correctly named?\n * *Detail Check:* `UNDISCOVERED`, `DISCOVERED`, `VISITED`.\n* **Edge Classification:** Does the DFS section correctly classify edges into four types?\n * *Detail Check:* `TREE` (Tree edge), `BACKWARD` (Back edge - implies cycle), `FORWARD` (Forward edge), `CROSS` (Cross edge).\n* **Parenthesis Theorem:** Is the nested property of DFS discovery/finish times accurately described?\n * *Detail Check:* Vertex $u$ is a descendant of $v$ iff $[dTime(u), fTime(u)] \\subseteq [dTime(v), fTime(v)]$.\n", + "\n* **BFS vs. DFS Implementation:** Is the data structure distinction accurate?\n * *Detail Check:* BFS must use a **Queue** (First-In-First-Out); DFS must use a **Stack** (Last-In-First-Out).\n* **Topological Sort Logic:** Is the logic for detecting cycles (non-DAG) correct?\n * *Detail Check:* Finding a `BACKWARD` edge during DFS implies a cycle, making Topological Sort impossible.\n* **BCC Logic:** Is the condition for a Cut Vertex accurate?\n * *Detail Check:* Root has >1 children OR Non-root vertex $v$ has a child $u$ such that `hca[u] >= dTime[v]`.\n", + "\n* **Prim's Priority:** Is the priority definition for Prim's algorithm correct?\n * *Detail Check:* Priority is the distance from a node to the **Tree** (weight of the connecting edge).\n* **Dijkstra's Priority:** Is the priority definition for Dijkstra's algorithm correct?\n * *Detail Check:* Priority is the total distance from a node to the **Source** ($dist(s, u) + weight(u, v)$).\n* **Edge Weights:** Is the limitation of Dijkstra's algorithm mentioned?\n * *Detail Check:* It assumes non-negative edge weights to ensure monotonicity.\n", + "\n* **Graph Types:** Does Figure 6.1 correctly illustrate the difference between Undirected, Mixed, and Directed graphs?\n", + "\n* **Storage Comparison:** Does Figure 6.6 accurately map the same graph to both an Adjacency Matrix and an Adjacency List?\n", + "\n* **BFS Execution:** Does Figure 6.7 show the \"Level-order\" expansion of the traversal tree?\n", + "\n* **DFS Execution:** Does Figure 6.8 clearly visualize the backtracking process and edge classification (Solid vs. Dotted lines)?\n", + "\n* **Topological Sort:** Does Figure 6.10/6.11 demonstrate the linearization of dependencies (e.g., Course Prerequisites)?\n", + "\n* **Cut Property:** Does Figure 6.20 visually prove why the shortest crossing edge must be in the MST?\n", + "\n* **Prim vs. Dijkstra:** Do Figures 6.21 and 6.25 highlight the difference in tree growth (Prim grows from the tree, Dijkstra grows from the source)?\n" + ] +} diff --git a/education/THU_DSA/Lecture6/generation_task/statistics.yaml b/education/THU_DSA/Lecture6/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..50b9ab9eb3985efb46c3e1b9df465f8ba52d5fee --- /dev/null +++ b/education/THU_DSA/Lecture6/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture6 +category: education +input_metrics: + total_input_tokens: 23734 + generation_prompt_tokens: 5814 + materials_total_tokens: 17920 + material_count: 1 + pdf_total_pages: 32 + file_details: + - name: material.pdf + tokens: 17920 + pages: 32 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 20 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 31 + total_count: 61 diff --git a/education/THU_DSA/Lecture6/material.pdf b/education/THU_DSA/Lecture6/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e7673de5a953af39caabf2b9a3262240b276c09e --- /dev/null +++ b/education/THU_DSA/Lecture6/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5272f4256232473b6598d833deec5aac588f37028a78ad39a277732ff109dbb5 +size 11572422 diff --git a/education/THU_DSA/Lecture7/generation_task/instructions.md b/education/THU_DSA/Lecture7/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..65ac46e37d90844079bed59f69b23366098a79a0 --- /dev/null +++ b/education/THU_DSA/Lecture7/generation_task/instructions.md @@ -0,0 +1,175 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** + * **课程/书名:** "数据结构 (C++语言版) 第3版" + * **章节重点:** 第7章:搜索树 (Search Trees) + * **背景:** 从静态查找(向量/列表)向动态查找的高效演进,引入树形结构以兼顾查找与修改效率。 + +2. **议程/大纲 (Agenda / Outline)** + * **章节主题:** 二叉搜索树 (BST) 与 平衡二叉搜索树 (AVL)。 + * **核心话题:** 循关键码访问、BST的顺序性与单调性、BST的动态操作(查找/插入/删除)、树高与性能瓶颈、等价变换与旋转、AVL树的定义与重平衡(3+4重构)。 + * **目标:** 理解如何通过几何约束(树高控制)来实现算法效率的对数级界限 $O(\log n)$。 + +3. **查找技术概览与词条 (Section 7.1)** + * **循关键码访问 (Call-by-key):** 区别于循秩或循位置访问,查找结果取决于目标对象的关键码 (key)。 + * **词条 (Entry) 抽象:** 介绍 `Entry` 模板类,强调 Key 与 Value 的分离,以及比较器 (Comparator) 的作用。 + * **有序性假设:** 所有词条之间存在全序关系,这是二叉搜索树得以定义的前提。 + +4. **二叉搜索树:定义与性质 (Section 7.2)** + * **顺序性 (Order Property):** 任一节点 $r$ 的左子树所有节点 $\le r$,右子树所有节点 $\ge r$。 + * **单调性:** 证明二叉树是 BST 当且仅当其中序遍历序列单调非降。 + * **BST 模板类:** 基于 `BinTree` 派生,新增 `search`, `insert`, `remove` 标准接口。 + +5. **BST:查找与接口语义 (Section 7.2)** + * **减而治之:** 从根出发,视比较结果向左或向右深入,类似二分查找的推广。 + * **语义约定 (Semantics):** 详细解释 `searchIn` 算法的返回值与 `_hot` 变量的作用。 + * 成功:返回指向命中节点的引用,`_hot` 指向其父。 + * 失败:返回指向“假想哨兵”(空节点)的引用,`_hot` 指向查找终止处的父节点(即插入位置)。 + * **效率分析:** 时间复杂度线性正比于查找路径长度,最坏情况 $O(n)$。 + +6. **BST:动态修改操作 (Section 7.2)** + * **插入 (Insert):** 必在叶节点(或空节点)处进行。利用 `_hot` 快速定位并接入新节点,更新祖先高度。 + * **删除 (Remove) - 单分支:** 直接用非空孩子替代目标节点。 + * **删除 (Remove) - 双分支:** 找到直接后继 (Successor),交换数据后,化简为单分支情况处理。 + * **一致性维护:** 操作后需更新全树规模 (`_size`) 及历代祖先高度 (`updateHeightAbove`)。 + +7. **平衡性的必要性 (Section 7.3)** + * **最坏情况:** BST 可能退化为单链表,效率降至 $O(n)$。 + * **平均性能悖论:** . * **随机生成 (Randomly Generated):** 按随机排列插入,平均树高 $O(\log n)$。 + * **随机组成 (Randomly Composed):** 随机拓扑结构,平均树高 $O(\sqrt{n})$。 + * **结论:** 实际应用中数据往往非随机,需引入“适度平衡”标准。 + * **等价变换:** 只要中序遍历序列相同,两棵 BST 即等价。 + +8. **旋转调整与局部性 (Section 7.3)** + * **局部性 (Locality):** 刚失衡的 BST 仅需 $O(1)$ 次局部调整即可复衡。 + * **旋转操作 (Rotation):** + * **zig (顺时针):** 提升左孩子,右降为右孩子。 + * **zag (逆时针):** 提升右孩子,左降为左孩子。 + * **特性:** 旋转前后中序遍历序列不变(保持 BST 性质),时间复杂度 $O(1)$。 + +9. **AVL树:定义与界限 (Section 7.4)** + * **定义:** 任一节点左右子树高度差(平衡因子)的绝对值不超过 1。 + * **高度界限:** 高度为 $h$ 的 AVL 树至少包含 $fib(h+3)-1$ 个节点。 + * **推论:** 含 $n$ 个节点的 AVL 树高度保持在 $O(\log n)$,保证了所有操作的最坏时间复杂度。 + +10. **AVL树:重平衡算法 (Section 7.4)** + * **失衡触发:** 插入或删除后,祖先节点的平衡因子可能变为 $\pm 2$。 + * **插入重平衡:** 仅需 $O(1)$ 次旋转(单旋或双旋),失衡不传播。 + * **删除重平衡:** 恢复平衡后高度可能降低,导致失衡向上传播,最多需 $O(\log n)$ 次调整。 + * **3+4 重构 (Unified Rebalancing):** 统一处理单旋 (zig/zag) 和双旋 (zig-zag/zag-zig) 的通用算法模式。 + +--- + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1. **覆盖范围约束 (硬性要求)** +你必须涵盖PDF中定义的所有主要概念,具体包括: + * **定义:** 文本中每一个加粗或关键术语(例如 **Call-by-key**(循关键码访问)、**Balance Factor**(平衡因子)、**3+4 Reconstruction**(3+4重构)、**Imbalance Propagation**(失衡传播))都必须在幻灯片上进行定义。 + * **宏定义语义:** 必须解释代码 7.10 中 `tallerChild` 宏的逻辑:在AVL重平衡选择方向时,若子树等高,优先选择与父亲“同向”的孩子(即 zig-zig 或 zag-zag 优先),以减少旋转次数。 + * **对比分析:** 必须对比 BST 在“随机生成”与“随机组成”两种统计口径下的平均高度差异($O(\log n)$ vs $O(\sqrt{n})$),并解释原因(不同排列可能生成同一棵树)。 + +2. **图表与视觉辅助** +这些图像需要单独占据一页ppt,且必须保证内容正确性: + * 图 7.2,展示顺序性:左子树 $\le$ 根 $\le$ 右子树 + * 图 7.5,展示查找 22 的路径 + * 图 7.7,展示插入 40 和 55 的过程及 `_hot` 位置 + * 图 7.8,展示单分支删除和双分支交换后继的过程 + * 图 7.11 和 7.12,展示旋转前后的拓扑变化 + * 图 7.19,展示统一重平衡的拓扑结构 + +3. **内容准确性** + * **接口逻辑:** 在解释 `search()` 接口时,必须明确指出返回值是 `BinNodePosi&`(引用),这使得该接口可以直接用于 `insert` 中的节点接入,体现了实现的精妙之处。 + * **AVL 最小节点数:** 必须引用数学归纳法结论:高度为 $h$ 的 AVL 树最少节点数 $S_h = fib(h+3) - 1$,并指出这是 AVL 树保持 $O(\log n)$ 高度的数学基础。 + * **失衡传播:** 必须明确区分插入和删除的后果:插入操作修复后高度复原,失衡不传播;删除操作修复后高度可能降低,失衡可能向上传播至根。 + +4. **定量内容的忠实度** +幻灯片组必须包含至少 4 张包含源自文本的特定定量计算或算法实例的幻灯片: + * **查找实例:** 必须使用图 7.5 中的具体数值序列 `{16, 10, 25, ...}` 演示查找关键码 22 的过程,并指出查找失败时 `_hot` 停留在节点 19 或 22 的情况。 + * **删除实例:** 必须展示图 7.8 中删除双分支节点 36 的过程:先找到后继 40,交换数据,然后实际删除节点 40(原 36 的位置),并由 46 接替。 + * **旋转实例:** 必须展示 AVL 树插入 'M' 导致节点 'G' 失衡的案例(图 7.14),并说明如何通过旋转恢复。 + * **复杂度对比表:** 必须包含一个表格,对比 向量(Vector)、列表(List)、普通 BST 和 AVL 树在 查找、插入、删除 三种操作上的最坏时间复杂度(AVL 全为 $O(\log n)$,其他在某些项为 $O(n)$)。 + +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture7/generation_task/judge_prompt.json b/education/THU_DSA/Lecture7/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..31aabc28a6dc1b79007ae1e928416edc7917dbc0 --- /dev/null +++ b/education/THU_DSA/Lecture7/generation_task/judge_prompt.json @@ -0,0 +1,35 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Search Trees,\" \"Binary Search Trees,\" or \"AVL Trees\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition*)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following four foundational frameworks?\n * Search Fundamentals (Call-by-key, Entry, Ordering)\n * Binary Search Trees (Definition, Monotonicity, Interfaces)\n * Balance & Equivalence (Tree height issues, Rotations)\n * AVL Trees (Definition, Rebalancing, 3+4 Reconstruction)\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Call-by-key vs. Call-by-position**\n* Does the content explicitly distinguish \"Call-by-key\" (search based on data content) from previous methods like \"Call-by-rank\" or \"Call-by-position\"?\n* Is the `Entry` template class introduced, emphasizing the separation of `key` (comparison) and `value` (data)?\n If no, specify if the fundamental shift in addressing mode is missing.\n", + "\n**Order and Comparators**\n* Is the assumption of a \"Total Order\" (or at least comparison capability) among keys clearly stated as a prerequisite for BSTs?\n If no, specify if the requirement for comparison operators (<, >, ==) is overlooked.\n", + "\n**Definition and Properties**\n* Is the **Order Property** defined? (Any node's left subtree $\\le$ node $\\le$ right subtree).\n* Is the **Monotonicity** of the In-order Traversal sequence explicitly mentioned as a necessary and sufficient condition for a BST?\n If no, specify if the connection between topology and linear order is missing.\n", + "\n**Interface Semantics**\n* Are the three standard interfaces (`search`, `insert`, `remove`) listed?\n* Is the specific semantic role of the `_hot` variable (pointing to the parent of the target/insert location) explained?\n* Does it explain that `search` returns a reference to a pointer (allowing direct modification)?\n If no, specify if the implementation details regarding `_hot` or return types are omitted.\n", + "\n**Dynamic Modification Algorithms**\n* Does the content cover the **Insertion** strategy (always at a leaf/null position)?\n* Does it distinguish between **Single-branch Removal** (direct replacement) and **Double-branch Removal** (swapping with a successor)?\n If no, specify if the handling of the double-branch case is missing.\n", + "\n**Performance Analysis**\n* Is the relationship between operation time and Tree Height ($h$) established?\n* Is the **Worst Case** scenario ($O(n)$ for degenerate linear trees) explicitly contrasted with the **Best Case**?\n If no, specify if the dependency on tree topology is ignored.\n", + "\n**Randomness and Average Height**\n* Does the material compare **Randomly Generated** trees (random permutation, $O(\\log n)$) vs. **Randomly Composed** trees (random topology, $O(\\sqrt{n})$)?\n* Is the conclusion drawn that \"Moderate Balance\" is necessary because real-world data is rarely random?\n If no, specify if the statistical analysis of tree height is omitted.\n", + "\n**Equivalence and Rotations**\n* Is the concept of **Equivalent BSTs** defined (sharing the same in-order sequence)?\n* Are **zig** (clockwise) and **zag** (counter-clockwise) rotations defined as $O(1)$ operations that preserve the in-order sequence?\n If no, specify if the geometric transformations are missing.\n", + "\n**Definition and Bounds**\n* Is the **AVL Condition** defined? (Balance factor absolute value $\\le 1$).\n* Is the connection between Tree Height and Fibonacci numbers ($fib(h+3)-1$) mentioned to prove the $O(\\log n)$ height bound?\n If no, specify if the mathematical justification for efficiency is missing.\n", + "\n**Rebalancing Logic**\n* Does the content distinguish between **Insertion Rebalancing** (1 rotation, no propagation) and **Removal Rebalancing** (multiple rotations, propagation possible)?\n* Is the **3+4 Reconstruction** (Unified Rebalancing) introduced as a general method to handle all zig/zag combinations?\n If no, specify if the unified algorithmic approach is overlooked.\n", + "\n* Does the **Figure 7.2: Binary Search Tree property** have its own page?\n", + "\n* Does the **Figure 7.5: Search path example** have its own page?\n", + "\n* Does the **Figure 7.7: Node insertion process** have its own page?\n", + "\n* Does the **Figure 7.8: Node removal process** have its own page?\n", + "\n* Does the **Figure 7.11/7.12: Zig and Zag rotation diagrams** have its own page?\n", + "\n* Does the **Figure 7.19: 3+4 Unified Reconstruction diagram** have its own page?\n" + ], + "material_dependent_checklist_2": [ + "\n* **SearchIn Semantics:** Does the description of `searchIn` accurately reflect that it returns a reference to the node pointer, allowing seamless insertion/deletion?\n * *Detail Check:* Verify if the slide explains that on failure, the return value points to the specific `NULL` where the new node should be attached.\n* **_hot Variable:** Is the role of `_hot` correctly identified as the \"parent of the current node\" during traversal?\n * *Detail Check:* Ensure `_hot` is described as valid (non-null) even when `search` returns null (failure), indicating the parent of the future leaf.\n* **Successor Swap:** In double-branch removal, is the logic correctly described as \"Swap data with successor, then delete the successor (which is now easy to remove)\"?\n * *Detail Check:* Confirm the diagram or text shows the data swap happening *before* the structural detachment.\n", + "\n* **Degenerate Cases:** Is the worst-case complexity of a standard BST correctly identified as $O(n)$ (linear)?\n * *Detail Check:* Ensure this is linked to the tree degrading into a linked list (e.g., inserting sorted data).\n* **AVL Height Bound:** Is the minimum node calculation accurate?\n * *Detail Check:* specific formula $S_h = fib(h+3) - 1$. For example, verify if $h=0 \to 1$ node, $h=1 \to 2$ nodes.\n* **Rotation Complexity:** Are rotations (zig/zag) and 3+4 reconstruction strictly defined as $O(1)$ constant time operations?\n * *Detail Check:* Ensure there is no confusion suggesting rotations depend on tree size.\n", + "\n* **Insertion vs. Removal:** Is the distinction in \"Imbalance Propagation\" accurate?\n * *Detail Check:* Insertion fix is local ($O(1)$ rotations), while Removal fix may propagate up to the root ($O(\\log n)$ rotations).\n* **tallerChild Logic:** Is the `tallerChild` macro logic correctly explained for tie-breaking?\n * *Detail Check:* When children are equal height, does it prefer the side that creates a \"zig-zig\" or \"zag-zag\" configuration (same direction as parent) to minimize double rotations?\n", + "\n* **3+4 Reconstruction:** Is the mapping of nodes ($a, b, c$) and subtrees ($T_0, T_1, T_2, T_3$) correct based on In-order rank?\n * *Detail Check:* $a$ is the left child, $b$ is the root, $c$ is the right child in the final balanced local topology.\n* **Balance Factor Calculation:** Is the formula consistent?\n * *Detail Check:* $balFac(v) = height(lc(v)) - height(rc(v))$. (Or vice versa, as long as it is consistent with the text).\n", + "\n* **Random Tree Stats:** Is the distinction between \"Random Permutation\" and \"Random Topology\" accurate?\n * *Detail Check:* Random Permutation $\to \\log n$ height; Random Topology $\to \\sqrt{n}$ height. This explains why we cannot rely on randomness for balance.\n", + "\n* **BST Property Image:** Does the visual representation of the BST property correctly show the inequality relationships for *entire* subtrees, not just direct children?\n", + "\n* **Search Path:** Does the image for `search(22)` (Figure 7.5) correctly highlight the path 16 -> 25 -> 19 -> 22?\n", + "\n* **Insertion Logic:** Does the image for `insert` (Figure 7.7) show `_hot` stopping at the parent node?\n", + "\n* **Removal Logic:** Does the removal image (Figure 7.8) correctly show the transformation from a double-branch case to a single-branch case via successor swapping?\n", + "\n* **Rotation Topology:** Do the zig/zag diagrams (Figure 7.11/7.12) correctly preserve the horizontal (In-order) sequence of subtrees $X, Y, Z$?\n", + "\n* **3+4 Reconstruction:** Does the unified reconstruction diagram (Figure 7.19) show the specific re-attachment of the four subtrees ($T_0$ to $T_3$) to nodes $a$ and $c$?\n" + ] +} diff --git a/education/THU_DSA/Lecture7/generation_task/statistics.yaml b/education/THU_DSA/Lecture7/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fc01bf36510048dd3da818ee7661c06d93806cb2 --- /dev/null +++ b/education/THU_DSA/Lecture7/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture7 +category: education +input_metrics: + total_input_tokens: 17593 + generation_prompt_tokens: 5273 + materials_total_tokens: 12320 + material_count: 1 + pdf_total_pages: 22 + file_details: + - name: material.pdf + tokens: 12320 + pages: 22 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 18 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 29 + total_count: 59 diff --git a/education/THU_DSA/Lecture7/material.pdf b/education/THU_DSA/Lecture7/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..900503e96e94f47f7a7eb347d88f96bd8cd926fd --- /dev/null +++ b/education/THU_DSA/Lecture7/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dd86843edf1e96faa7f556eb7e31390ef8ac5b4d92575b0aa48bda5b06c98201 +size 10269186 diff --git a/education/THU_DSA/Lecture8/generation_task/instructions.md b/education/THU_DSA/Lecture8/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..d494ca49e74552b6eef6757f03d446cdcc8262c6 --- /dev/null +++ b/education/THU_DSA/Lecture8/generation_task/instructions.md @@ -0,0 +1,172 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** + * **课程/书名:** "数据结构 (C++语言版) 第3版" + * **章节重点:** 第8章:高级搜索树 (Advanced Search Trees) + * **背景:** 从内存到外存,从单次最优到分摊最优,探索适应不同应用场景的平衡二叉搜索树变种。 + +2. **议程/大纲 (Agenda / Outline)** + * **章节主题:** 伸展树 (Splay Tree)、B-树 (B-Tree)、红黑树 (Red-Black Tree)、kd-树 (kd-Tree)。 + * **核心话题:** 数据局部性与分摊复杂度、分级存储与多路搜索、红黑树与B-树的等价性、多维范围查询。 + * **目标:** 掌握针对特定访问模式(局部性)、特定存储介质(磁盘I/O)以及特定数据维度(多维空间)的搜索树设计策略。 + +3. **伸展树:局部性与自调整 (Section 8.1)** + * **核心理念:** 数据局部性 (Data Locality) —— “刚被访问的元素极可能再次被访问”。 + * **基本策略:** 逐层伸展 vs. 双层伸展 (Double-level Splaying)。 + * **操作原语:** * **Zig / Zag:** 单旋操作。 + * **Zig-Zig / Zag-Zag:** 同侧双旋(关键改进,折半路径深度)。 + * **Zig-Zag / Zag-Zig:** 异侧双旋。 + * **性能分析:** 虽然单次最坏情况为 $O(n)$,但分摊复杂度保证为 $O(\log n)$,无需维护平衡因子。 + +4. **B-树:分级存储与多路平衡 (Section 8.2)** + * **背景痛点:** 内存与外存(磁盘)访问速度的巨大差异(纳秒 vs 毫秒),I/O操作成为瓶颈。 + * **结构定义:** $m$ 阶B-树($m$-way balanced search tree)。 + * **宏观结构:** 所有叶节点深度相同,树高 $h = \Theta(\log_m N)$。 + * **节点限制:** 内部节点关键码数量 $n$ 满足 $\lceil m/2 \rceil - 1 \le n \le m - 1$。 + * **优势:** 通过增加节点宽度(多路分支)降低树高,显著减少磁盘I/O次数。 + +5. **B-树的关键操作 (Section 8.2)** + * **查找:** 结合内存二分查找与外存页面读取。 + * **插入与上溢 (Overflow):** 节点分裂 (Split) —— 中位数上升,分裂传导至根导致树增高。 + * **删除与下溢 (Underflow):** * **旋转 (Rotation):** 向兄弟节点“借”关键码。 + * **合并 (Merge):** 兄弟节点与父节点关键码合并,导致树高可能降低。 + +6. **红黑树:定义与等价性 (Section 8.3)** + * **动机:** 解决AVL树删除操作可能导致的 $O(\log n)$ 次结构调整问题,实现持久性结构。 + * **四条规则:** (1) 根黑、(2) 外部黑、(3) 红之子必黑、(4) 黑高度统一。 + * **核心洞察:** 红黑树等价于 4 阶 B-树 (2,4)-树。 + * **提升变换:** 将红节点提升至与父节点水平,形成含有 1~3 个关键码的B-树节点。 + * **适度平衡:** 树高 $h \le 2 \cdot \text{black-height} = O(\log n)$。 + +7. **红黑树的重平衡算法 (Section 8.3)** + * **插入修正 (Double Red):** * **RR-1:** 叔父为黑 $\to$ 旋转 + 染色。 + * **RR-2:** 叔父为红 $\to$ 染色 + 上溢传导(对应B-树分裂)。 + * **删除修正 (Double Black):** * **BB-1 / BB-2R / BB-3:** 旋转 + 染色,常数次结构调整。 + * **BB-2B:** 下溢传导(对应B-树合并)。 + * **结论:** 无论插入或删除,拓扑结构调整(旋转)均不超过常数次。 + +8. **kd-树:高维数据索引 (Section 8.4)** + * **问题场景:** 多维范围查询 (Range Query) —— 如“查找年龄20-30且工资10k-20k的员工”。 + * **结构设计:** * **空间划分:** 每一层交替使用不同维度(x轴, y轴...)作为划分依据。 + * **中位点切分:** 保证树的平衡性。 + * **查询算法:** 剪枝策略 —— 若子树区域与查询区域无交集则剪枝,全包含则报告,相交则递归。 + * **复杂度:** 2D情况下,最坏查询时间 $O(\sqrt{n})$。 + +--- + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1. **覆盖范围约束 (硬性要求)** + 你必须涵盖PDF中定义的所有主要概念,具体包括: + * **定义:** 文本中每一个加粗的术语(例如 **Data Locality**(数据局部性)、**Amortized Complexity**(分摊复杂度)、**Overflow/Underflow**(上溢/下溢)、**Double Red**(双红)、**Planar Range Query**(平面范围查询))都必须在幻灯片上进行定义。 + * **原理映射:** 必须明确指出红黑树与4阶B-树的对应关系(红节点对应B-树节点内部的水平连接)。 + * **总结:** 每一节(8.1至8.4)结束时必须总结该数据结构的适用场景(例如:伸展树适用于局部性强的访问,B-树适用于外存数据库)。 + +2. **图表与视觉辅助** + + 这些图像需要单独占据一页ppt,且必须保证内容正确性: + * 图8.3和图8.4 双层伸展调整 + * 图8.11 B-树的宏观结构与高度 + * 图8.14 B-树节点分裂修复上溢 + * 图8.23 红黑树到4阶B-树的等价转换 + * 图8.40 2d-树的构造与平面划分 + * 图8.41 基于2d-树的平面范围查询 + +3. **内容准确性** + * **伸展树分析:** 必须强调“简易伸展” (Simple Splay) 在最坏情况下的 $O(n)$ 缺陷,以及“双层伸展”如何通过折半路径深度解决此问题。 + * **B-树阶次:** 必须准确界定 $m$ 阶B-树中节点分支数的范围 $[ \lceil m/2 \rceil, m ]$,并说明根节点作为例外的特殊情况(分支数 $\ge 2$)。 + * **红黑树高度:** 必须展示红黑树高度证明的关键不等式 $h \le 2 \log_2(n+1)$,说明其为何不是严格平衡但仍是适度平衡。 + * **输出敏感性:** 在kd-树部分,必须解释“输出敏感算法” (Output Sensitive) 的含义,即查询时间取决于输出点的数量。 + +4. **定量内容的忠实度** + 幻灯片组必须包含至少 4 张包含源自文本的特定定量计算或实例演示的幻灯片: + + * **伸展树最坏情况:** 必须展示对单调序列(如 1,2,3,4,5)进行简易伸展导致的 $O(n^2)$ 总操作次数的例子(对应图8.2)。 + * **B-树分裂实例:** 必须使用文中图8.15的例子,展示在3阶B-树中插入关键码 {23, 29, 45} 引发的连续上溢和分裂过程。 + * **红黑树修正统计:** 必须包含表8.1和表8.2,列出插入(RR-1, RR-2)和删除(BB-1, BB-2R等)各情况下的旋转次数和染色次数统计,证明拓扑调整不超过常数次。 + * **kd-树查询实例:** 必须使用图8.41的例子,展示查询范围与树节点区域相交时,如何通过递归(黑色节点)和剪枝(灰色节点)完成 {F, H, C} 的查找。 +--- +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture8/generation_task/judge_prompt.json b/education/THU_DSA/Lecture8/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d397e6025c7ffd5de2d23c2f1f860e8662b9dd2d --- /dev/null +++ b/education/THU_DSA/Lecture8/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Advanced Search Trees,\" \"Splay Trees,\" \"B-Trees,\" or \"Red-Black Trees\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition*)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Data Structures**\n* Does the material explicitly outline the following four advanced tree structures?\n * Splay Trees (Locality & Self-adjusting)\n * B-Trees (Memory Hierarchy & Multi-way)\n * Red-Black Trees (B-Tree Equivalence & Topology Stability)\n * kd-Trees (Multi-dimensional Indexing)\n Note: Check for presence. If no, indicate which structure is omitted.\n", + "\n**Data Locality Principle**\n* Is the concept of \"Data Locality\" (Temporal and Spatial) clearly defined as the driving motivation for Splay Trees?\n* Does the content explain the \"Move-to-Root\" heuristic?\n If no, specify if the motivation behind splaying is missing.\n", + "\n**Splaying Strategies**\n* Does the material distinguish between \"Simple Splaying\" (Single rotations) and \"Double-level Splaying\" (Zig-Zig/Zig-Zag)?\n* Is the \"Amortized Complexity\" bound of $O(\\log n)$ explicitly stated, contrasting it with the worst-case single operation cost of $O(n)$?\n If no, specify if the efficiency analysis is overlooked.\n", + "\n**The I/O Bottleneck**\n* Is the disparity between RAM and Disk access speeds (nanoseconds vs. milliseconds) presented as the problem context?\n* Does the content introduce the B-Tree as a solution to minimize Disk I/O operations through \"fat\" nodes and shallow height?\n If no, specify if the hardware context is missing.\n", + "\n**Structure and Properties**\n* Are the structural constraints of an $m$-order B-Tree defined?\n * Root constraints (at least 2 children)\n * Internal node key counts ($\\lceil m/2 \rceil - 1$ to $m-1$)\n * Uniform leaf depth\n If no, specify which constraint definition is absent.\n", + "\n**Definition and Rules**\n* Are the four governing rules of Red-Black Trees listed?\n * Root is black\n * External nodes (leaves) are black\n * No double red (children of red are black)\n * Equal black height for all external paths\n If no, specify which rule is omitted.\n", + "\n**The B-Tree Equivalence**\n* Is the conceptual link between Red-Black Trees and 4-order B-Trees ((2,4)-Trees) explicitly explained?\n* Does the material demonstrate how lifting red nodes creates the corresponding B-Tree super-nodes?\n If no, specify if the \"Isomorphism\" concept is missing.\n", + "\n**Multi-dimensional Indexing**\n* Is the problem of \"Range Query\" in multi-dimensional space introduced?\n* Does the content explain the construction logic: alternating splitting dimensions (e.g., x-axis, then y-axis) at the median point?\n If no, specify if the construction methodology is unclear.\n", + "\n* Does the **Figure 8.3/8.4: Splay rotations** have its own page?\n", + "\n* Does the **Figure 8.11: B-Tree structure** have its own page?\n", + "\n* Does the **Figure 8.14: B-Tree Split process** have its own page?\n", + "\n* Does the **Figure 8.23: Red-Black/B-Tree equivalence** have its own page?\n", + "\n* Does the **Figure 8.40: kd-tree partition** have its own page?\n", + "\n* Does the **Figure 8.41: kd-tree search process** have its own page?\n" + ], + "material_dependent_checklist_2": [ + "\n* **Splay Tree Folding:** Is the \"Folding\" effect of Double-level Splaying (Zig-Zig) correctly explained as halving the path depth, unlike simple rotations?\n * *Detail Check:* Does the slide visually or textually confirm that Zig-Zig reduces the depth of the queried node's original path by roughly half?\n* **B-Tree Growth:** Is the growth direction of a B-Tree correctly described?\n * *Detail Check:* Verify the statement that B-Trees grow at the root (height increases only when the root splits), unlike BSTs which grow at the leaves.\n* **Red-Black Tree Rebalancing:** Is the claim regarding topological stability accurate?\n * *Detail Check:* Ensure the content states that structural changes (rotations) are bounded by $O(1)$ for both insertion and deletion, unlike AVL trees which may require $O(\\log n)$ for deletion.\n", + "\n* **Splay Worst Case:** Is the worst-case scenario for Simple Splay correctly identified?\n * *Detail Check:* Verify the example of accessing a monotonic list sequentially leading to $O(n^2)$ total time (or $O(n)$ amortized per op).\n* **B-Tree Height:** Is the height formula for an $m$-order B-Tree with $N$ keys correctly presented?\n * *Detail Check:* Check for the logarithmic base $m$ (specifically $\\log_m N$), highlighting the reduction in height compared to binary trees.\n* **kd-Tree Query:** Is the complexity of 2D range query correctly quantified?\n * *Detail Check:* Confirm the worst-case time complexity is noted as $O(\\sqrt{n})$ (or more precisely $O(r + \\sqrt{n})$ including reporting), classifying it as an \"Output Sensitive\" algorithm.\n", + "\n* **B-Tree Split:** Is the mechanism of \"Overflow\" handling correctly described?\n * *Detail Check:* Does the split promote the *median* key to the parent and divide the remaining $m$ keys into two nodes?\n* **B-Tree Merge:** Is the mechanism of \"Underflow\" handling correctly described?\n * *Detail Check:* Does it distinguish between \"Rotation\" (borrowing from a rich sibling) and \"Merge\" (combining with a sibling and a parent key)?\n* **Red-Black Double Red:** Are the two correction cases (RR-1 and RR-2) correctly distinguished based on the uncle node's color?\n * *Detail Check:* RR-1 (Uncle Black) leads to Rotation; RR-2 (Uncle Red) leads to Recoloring and upward propagation.\n", + "\n* Are the Figure 8.3/8.4: The zig-zig and zig-zag splay rotations consistent with the standard definitions (e.g., zig-zig moves the grand-parent)?\n* Are the Figure 8.11: The macro structure of a B-Tree (fat nodes, uniform leaf depth) consistent with the facts?\n* Are the Figure 8.14: The B-Tree node split process (median promotion) consistent with the facts?\n* Are the Figure 8.23: The equivalence mapping between Red-Black Trees and 4-order B-Trees consistent with the facts?\n* Are the Figure 8.40: The kd-tree construction and plane partition consistent with the facts?\n* Are the Figure 8.41: The pruning logic in kd-tree range search (checking intersection vs. containment) consistent with the facts?\n", + "\n* **Simple Splay Failure:** Does the example sequence (1, 2, 3, 4, 5) demonstrate the $O(n)$ cost per operation clearly?\n* **B-Tree Insertion:** Does the 3-order B-Tree example (inserting 23, 29, 45) correctly show the cascade of splits up to the root?\n* **Rebalancing Statistics:** Does Table 8.1/8.2 accurately listing the rotation counts?\n * *Detail Check:* Insertion rotations $\\le 2$, Deletion rotations $\\le 2$ (mostly 1 or 0).\n* **kd-Tree Pruning:** Does the search example correctly distinguish between nodes that are fully reported (inside), pruned (disjoint), or recursed (intersecting)?\n", + "\n* Are the Figure 8.3/8.4: Splay rotations consistent with the textbook?\n", + "\n* Are the Figure 8.11: B-Tree structure consistent with the textbook?\n", + "\n* Are the Figure 8.14: B-Tree Split process consistent with the textbook?\n", + "\n* Are the Figure 8.23: Red-Black/B-Tree equivalence consistent with the textbook?\n", + "\n* Are the Figure 8.40: kd-tree partition consistent with the textbook?\n", + "\n* Are the Figure 8.41: kd-tree search process consistent with the textbook?\n" + ] +} diff --git a/education/THU_DSA/Lecture8/generation_task/statistics.yaml b/education/THU_DSA/Lecture8/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ade633117800f4912361b395ad2ade560ab32ca8 --- /dev/null +++ b/education/THU_DSA/Lecture8/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture8 +category: education +input_metrics: + total_input_tokens: 28710 + generation_prompt_tokens: 5190 + materials_total_tokens: 23520 + material_count: 1 + pdf_total_pages: 42 + file_details: + - name: material.pdf + tokens: 23520 + pages: 42 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/education/THU_DSA/Lecture8/material.pdf b/education/THU_DSA/Lecture8/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c501b2e9271b98a522b1675905a43742a4196e59 --- /dev/null +++ b/education/THU_DSA/Lecture8/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ef32b11e2414c03a202c9868f0ea63182324fc3e40fb4043115f9e5461104b7d +size 12707391 diff --git a/education/THU_DSA/Lecture9/generation_task/instructions.md b/education/THU_DSA/Lecture9/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..c87fa1904367e81687965cd935a61ce6ca262809 --- /dev/null +++ b/education/THU_DSA/Lecture9/generation_task/instructions.md @@ -0,0 +1,170 @@ +你是一位专家讲师。你的任务是制作一套完整的**课堂授课幻灯片**,面向**本科水平**的教学。幻灯片必须忠实地呈现并解释所提供的大学级教科书章节内容。 + +--- + +## 1. 结构要求 + +幻灯片组必须包含 **21-35 张幻灯片**。 + +幻灯片组必须包含以下**有序章节**,并满足各部分的特定覆盖要求。各部分的幻灯片数量可根据需要自行决定。 + +对于幻灯片中提出的任何主张或结论,仅陈述结果是不够的;还必须对底层的原理或原因给出适当的解释。 + +1. **标题页 (Title Slide)** +   * **课程/书名:** "数据结构 (C++语言版) 第3版" +   * **章节重点:** 第9章:词典 (Dictionary) +   * **背景:** 从基于比较的高效查找(如BST)到基于值的直接访问(Hashing),探索查找算法效率的极致。 + +2. **议程/大纲 (Agenda / Outline)** +   * **章节主题:** 词典ADT、跳转表 (Skip List) 与散列表 (Hash Table)。 +   * **核心话题:** 循值访问 (Call-by-value)、分层查找结构、散列函数设计、冲突排解策略 (Open/Closed Hashing)、懒惰删除 (Lazy Removal)。 +   * **目标:** 掌握 $O(\log n)$ 的概率性数据结构与期望 $O(1)$ 的散列技术。 + +3. **词典 ADT 与基本概念 (Section 9.1)** +   * **定义:** 由关键码 (key) 和数据项 (value) 合成的词条 (Entry) 集合。 +   * **词典 vs 映射:** 区分“允许关键码雷同” (Dictionary) 与“关键码互异” (Map) 的语义差异,统称符号表。 +   * **循值访问:** 摒弃“比较大小”的限制,直接根据数据项的数值定位,不依赖全序关系。 +   * **操作接口:** `get(key)`, `put(key, value)`, `remove(key)`。 + +4. **跳转表:逻辑与结构 (Section 9.2)** +   * **设计初衷:** 结合有序链表(易维护)与二叉搜索树(查找快)的优点,替代复杂的平衡树。 +   * **分层结构:**        * 宏观上由多层列表 $\{S_0, S_1, \dots, S_h\}$ 组成。 +       * **塔 (Tower):** 节点沿纵向耦合,高层是低层的子集,顶层 $S_h$ 极空,底层 $S_0$ 包含所有词条。 +   * **四联表 (Quadlist):** 节点拥有 `pred`, `succ` (水平) 和 `above`, `below` (垂直) 四个指针。 + +5. **跳转表:操作与概率分析 (Section 9.2)** +   * **查找算法 (`skipSearch`):** 从顶层 start,沿“右-下”阶梯式逼近,直到发现目标或穿透底层。 +   * **概率生长:**        * 插入时通过抛硬币 (Random/Fair Coin) 决定新塔高度。 +       * **生长概率逐层减半:** 保证期望层高 $O(\log n)$,空间复杂度 $O(n)$。 +   * **复杂度:** 查找与更新的期望时间均为 $O(\log n)$。 + +6. **散列表:设计思想 (Section 9.3)** +   * **物理结构:** 桶数组 (Bucket Array) 与地址空间,利用数组下标实现 $O(1)$ 访问。 +   * **散列函数 (`hash()`):**        * 目标:将大范围关键码空间压缩映射到有限的桶地址空间。 +       * **除余法 (Division Method):** $hash(key) = key \pmod M$,强调 $M$ 必须取**素数**以降低冲突概率。 +       * **MAD 法:** $(a \times key + b) \pmod M$,消除连续性缺陷,利用线性运算打散分布。 + +7. **冲突排解:开散列策略 (Section 9.3.5)** +   * **散列冲突 (Collision):** 不同关键码映射到同一桶地址 ($key_1 \neq key_2$ 但 $hash(key_1) == hash(key_2)$)。 +   * **独立链法 (Separate Chaining):**        * 每个桶维护一个列表,存储所有冲突词条。 +       * 优点:动态扩容,对装填因子容忍度高;缺点:需要额外指针空间,I/O 局部性差。 +   * **公共溢出区法:** 设立单独的词典结构存放冲突元素。 + +8. **冲突排解:闭散列策略 (Section 9.3.6)** +   * **开放定址 (Open Addressing):** 冲突时在桶数组内部寻找空桶,所有桶对所有词条开放。 +   * **试探序列 (Probing):** +       * **线性试探 (Linear):** 逐个向后查找 $(hash(key) + i) \pmod M$,存在“聚集现象” (Clustering)。 +       * **平方试探 (Quadratic):** 以平方数跳跃 $(hash(key) + j^2) \pmod M$,快速跳离聚集区。 +   * **懒惰删除 (Lazy Removal):** 删除时不实际清空,而是打上标记,保证查找链 (Probing Chain) 不断裂。 + +9. **散列码转换与应用 (Section 9.3.10 & 9.4)** +   * **HashCode转换:** 将非整数(字符串、对象)转化为整数。 +       * **多项式散列码:** 针对字符串,考虑字符次序,$x_0 a^{n-1} + \dots + x_{n-1}$,取 $a=33$ 等经验值。 +   * **重散列 (Rehashing):** 当装填因子 $\lambda > 0.5$ 时,扩容桶数组并重新分配所有词条。 +   * **应用案例:** 桶排序 (Bucket Sort) 实现 $O(n)$ 排序;基数排序 (Radix Sort) 处理多关键字。 + +--- + +## 2. 内容实质与准确性约束 + +**关于必须包含哪些信息以及信息质量的严格规定。** + +1.**覆盖范围约束 (硬性要求)** +你必须涵盖PDF中定义的所有主要概念,具体包括: +* **定义:** 文本中每一个加粗的术语(例如 **Entry**(词条)、**Skip List**(跳转表)、**Hash Function**(散列函数)、**Collision**(冲突)、**Load Factor**(装填因子)、**Open Addressing**(开放定址))都必须在幻灯片上进行定义。 +* **算法细节:** 必须解释跳转表如何通过“抛硬币”模拟生长概率减半,以及散列表为何需要“懒惰删除”来维持查找链的完整性。 +* **总结:** 必须对比“开散列”(独立链)与“闭散列”(开放定址)在空间利用率、I/O 局部性和实现复杂度上的权衡。 + +2.**图表与视觉辅助** + +这些图像需要单独占据一页ppt,且必须保证内容正确性: +* 图9.2 跳转表的总体逻辑结构,展示分层与塔 +* 图9.3 跳转表查找与插入路径,展示右移下移过程 +* 图9.6 关键码空间到散列地址空间的压缩映射 +* 图9.11 利用独立链排解散列冲突 +* 图9.16 线性试探导致的聚集现象与平方试探的跳离效果 + +3.**内容准确性** +* **素数选取:** 在讲解除余法时,必须强调表长 $M$ 取**素数**对于减少“聚集”现象和提高空间利用率的重要性(参考图9.8的对比)。 +* **装填因子阈值:** 必须明确指出对于闭散列策略,装填因子 $\lambda$ 应控制在 **0.5** 以下,一旦超过需进行重散列 (Rehashing)。 +* **懒惰删除必要性:** 必须说明直接清空桶会导致后续冲突词条“丢失”(查找链断裂),因此必须使用 Lazy Removal 标记。 + +4.**定量内容的忠实度** +幻灯片组必须包含至少 4 张包含源自文本的特定定量计算示例的幻灯片: + +* **生日悖论 (Birthday Paradox):** 必须引用文中案例,说明当 $M=365$ 时,只需 $n \ge 23$ 人,发生冲突的概率即超过 50%,以此证明冲突的普遍性。 +* **线性试探序列:** 必须使用文中示例(图9.14),展示关键码集合 `{2011, 2028, 2045...}` 插入散列表后形成的查找链。 +* **平方试探序列:** 必须展示平方试探如何以 $+1, +4, +9...$ 的步长跳离聚集区段,对比其与线性试探的区别。 +* **多项式散列码:** 必须列出字符串 "stop" 和 "tops" 若仅简单求和会冲突的例子,并展示多项式散列码计算公式(常数 $a$ 推荐取 33, 37 等)。 +## 3. 内容约束 + +* **覆盖范围:** 你必须涵盖所有主要概念,特别是: + * **定义:** 文中引入的每个关键概念必须至少出现在一张幻灯片上。 + * **正式模型:** 必须明确解释数学定义、规则、不变性或代数性质。 + * **示例:** 必须包含并逐步解释文中重要的计算实例。 + * **总结:** 每个主要章节或小节必须以简洁的总结幻灯片结束。 + * 对于教科书中包含的每个关键图表、表格或视觉示例,你必须提供对应的幻灯片来描述或重建该图表。 + * *注:你不得仅因为材料具有技术性或细节性而将其**省略**。* +* **忠实于原始材料:** 仅使用材料中的信息。不要引入文中未出现的术语、外部示例或额外定理。不得伪造事实内容,也不得修改或重新阐释作者的主张。 +* **准确性:** 所有内容必须事实准确,特别是定量内容和事实。 +* **简洁性:** 使用简短、精炼的短语,不要使用长篇段落。重点总结关键事实和事件,避免过分详细。为求清晰可使用列举项。如果使用列举项,每张幻灯片不得超过 6 个要点。 +* **足够的深度:** 不要以过于肤浅或高层级的方式总结材料。幻灯片应保留必要的细节、关键论据和实质性见解,而不仅仅是呈现模糊的结论。 +* **逻辑流:** 幻灯片应呈现清晰的叙述逻辑,从早期的空间探索到近期的发展。确保时间线和事件演进过程清晰。 +* **信息相关性:** 不得添加无关内容。 +* **代码与标记格式:** 除非必要,否则避免使用原始 LaTeX 或 Markdown 代码。 +* **引用与参考:** + * **每张幻灯片**必须明确指出其内容源自教科书的哪些章节和小节。 + * 归属引用必须指代**尽可能细粒度的小节层级**(例如,“Section 2.3.2–2.3.5”)。 + * 未明确标注章节/小节归属的幻灯片将被视为**错误**。 + * 准确引用教科书的图表和示例。如果幻灯片使用了教科书中的数据,必须在该幻灯片上清晰标明数据来源(例如:第 xx 页,图 xx,表 xx)。 + * 所有参考文献(如有)必须置于幻灯片的左下角。 + +## 4. 视觉与设计 + +* **图表与示意图:** 在需要直观呈现和澄清信息的地方使用适当的图表,而不仅仅依赖文字(和演示)。 + * 如果幻灯片包含图表,确保所有视觉元素都有清晰的标注(例如:坐标轴标签、指定单位、必要的图例,以及必要时对数据点的解释)。 + * 在适当时候加入**图表描述**,例如:“该图表(源自论文第 4 页)显示私有模型的表现优于权重开放模型。” +* **图片:** 必要时包含相关图片。图片必须高质量、标签清晰且与内容相关。 +* **易读性:** 使用易读的字体,避免画面杂乱。文字大小应确保易于阅读。 +* **视觉平衡:** 平衡文字与视觉元素,确保幻灯片在投影时易于阅读。 +* **版式:** 保持干净、专业的版式,使用合适的字体、颜色和格式。 +* **风格一致性:** 整个幻灯片组应遵循统一且连贯的视觉风格。 +* **信息负载:** 每页幻灯片应避免过多的信息,以保持可读性。 + +## 5. 文本质量 + +* 所有生成的文本应清晰,无缺失或错误字符/词汇。 +* 拼写、语法和排版在整个内容中必须准确无误。 + +## 6. 技术忠实度要求 + +幻灯片组必须包含至少 7 张具有定量内容的幻灯片,如数学公式、计算示例、推导实例或实验结果。整个幻灯片组不得仅依赖高层级的自然语言解释。 + +* 实验数据和常数必须与教科书中呈现的完全一致。 +* 公式必须与教科书中的一致、在数学上等价,或可从教科书公式中推导得出。 +* 所有计算和推理必须遵循教科书描述的规则和方法,且逻辑正确。 +* 确保幻灯片组中的任何图表与教科书保持一致。具体而言,对于幻灯片中的每个图表: + * 如果是直接复制自教科书,请在幻灯片上明确标明对应的图表编号(例如:教科书中的图 1,教科书中的表 2)。 + * 如果是根据教科书数据重新绘制,请明确说明数据取自教科书的哪个部分(例如:Section 3.1)。此外,需清楚解释图中每个图例项以及表中每行每列的含义。 +* 数学图形(如函数图像)在逻辑上必须与教科书对应内容等价,而不仅仅是形状相似。 +* 如果幻灯片中使用了统计图表(如散点图、折线图或雷达图),确保每个数据点与教科书原图中的数据点完全匹配。请注意,数值必须**精确**一致,而不仅仅是整体趋势吻合。 +* 幻灯片可包含用于概念说明的数据或实验数据。但是,你必须在相应的幻灯片上明确指出哪些数据是概念说明,哪些是教科书报告的实验数据。 + +## 7. 演示语气与受众 + +* **语气:** + * 学术性、清晰且具有教学性。 + * 保持一致的语气和格式。 + * 不得使用口语化语言、反问句、表情符号、笑话或故事。 + * 使用适用于计算机专业课程的精确专业术语。 +* **受众:** 初次接触这些材料的本科生。 +* **目标:** 帮助学生理解核心概念,跟随逻辑推导,解读图表,并将机制与推理联系起来。 +* **前提条件:** 避免假设学生具备标准先修课程之外的背景知识。 + +你生成的幻灯片组应能直接用于课堂教学。 + +--- + +# **预期输出** + +一套满足上述所有约束条件的**完整幻灯片组**。 \ No newline at end of file diff --git a/education/THU_DSA/Lecture9/generation_task/judge_prompt.json b/education/THU_DSA/Lecture9/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..c22d4630e77d74109027656738dd699549075cc6 --- /dev/null +++ b/education/THU_DSA/Lecture9/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n**Completeness of the Title and Identification**\n* Does the document/slide clearly identify the core topic (e.g., \"Dictionary ADT,\" \"Skip Lists,\" or \"Hash Tables\")?\n* Is the source or textbook context provided (e.g., *Data Structures and Algorithms in C++, 3rd Edition* or *Chapter 9: Dictionary*)?\n Note: Check only for presence. If missing, specify which identifiers are absent.\n", + "\n**Coverage of Key Frameworks**\n* Does the material explicitly outline the following three foundational frameworks?\n * Dictionary ADT & Call-by-value concept\n * Hierarchical Search Structures (Skip Lists)\n * Direct Access Techniques (Hashing & Collision Resolution)\n * Applications (Bucket Sort, Radix Sort)\n Note: Check for presence. If no, indicate which framework is omitted.\n", + "\n**Definition and Semantics**\n* Is the \"Dictionary\" defined as a collection of Entries (Key-Value pairs)?\n* Does the content distinguish between \"Dictionary\" (allows duplicate keys) and \"Map\" (unique keys), while noting they are collectively \"Symbol Tables\"?\n* Is the concept of \"Call-by-value\" introduced, contrasting it with \"Call-by-rank\" or \"Call-by-position\"?\n If no, specify if the access mechanism distinction is missing.\n", + "\n**Operational Interfaces**\n* Are the standard operations explicitly listed?\n * `get(key)`\n * `put(key, value)`\n * `remove(key)`\n If no, specify which interface method is overlooked.\n", + "\n**Logical Structure**\n* Does the content explain the \"Tower\" structure and the concept of layered lists ($S_0$ through $S_h$)?\n* Is the \"Quadlist\" structure defined, including the four pointers (`pred`, `succ`, `above`, `below`)?\n If no, specify if the structural composition is missing.\n", + "\n**Probabilistic Balancing**\n* Is the \"Growth Probability\" explained? specifically, does it mention the strategy (like flipping a coin) where the probability of growing a layer is 1/2?\n* Is the expected space complexity ($O(n)$) and time complexity ($O(\\log n)$) clearly stated?\n If no, specify if the probabilistic nature of the structure is omitted.\n", + "\n**Bucket Array & Mapping**\n* Is the \"Bucket Array\" introduced as the underlying physical structure?\n* Does the material explain the two-step mapping process: Key -> Hash Code -> Hash Address (Bucket Index)?\n If no, specify if the connection between keys and array indices is broken.\n", + "\n**Hash Function Construction**\n* Are specific methods for hash function construction explained?\n * **Division Method:** $hash(key) = key \\% M$ (and the requirement for $M$ to be prime).\n * **MAD Method:** Multiply-Add-Divide to eliminate continuity.\n * **Polynomial Hash Code:** For strings/vectors to consider order ($a=33$ example).\n If no, specify which construction method is missing.\n", + "\n**Open Hashing (Separate Chaining)**\n* Is \"Separate Chaining\" defined as maintaining a list of conflicting entries outside the bucket array?\n* Does it mention that this method handles Load Factor $> 1$ but has poor locality?\n If no, specify if the external chaining concept is missing.\n", + "\n**Closed Hashing (Open Addressing)**\n* Is \"Open Addressing\" defined as finding an empty bucket within the array itself?\n* Are the specific probing strategies defined?\n * **Linear Probing:** Sequential search ($+1$).\n * **Quadratic Probing:** Jumping by squares ($+j^2$) to avoid primary clustering.\n If no, specify if the internal probing concept is missing.\n", + "\n**Lazy Removal**\n* Is the concept of \"Lazy Removal\" (marking as deleted rather than emptying) explicitly explained as a requirement for Open Addressing to preserve probing chains?\n* Is the Load Factor ($\\lambda$) threshold defined (typically $< 0.5$ for closed hashing)?\n* Is \"Rehashing\" described as the strategy to expand the table when the load factor limit is breached?\n If no, specify if the lifecycle maintenance strategies are overlooked.\n", + "\n* **Skip List Structure:** Does the slide deck illustrate Figure 9.2: Skip List Structure?\n Note: Check only for presence, you do not need to check the accuracy of the figure. If missing, specify which figure is absent.\n", + "\n* **Skip List Search:** Does the slide deck illustrate Figure 9.3: Skip List Search?\n Note: Check only for presence, you do not need to check the accuracy of the figure. If missing, specify which figure is absent.\n", + "\n* **Hash Mapping:** Does the slide deck illustrate Figure 9.6: Hash Mapping?\n Note: Check only for presence, you do not need to check the accuracy of the figure. If missing, specify which figure is absent.\n", + "\n* **Separate Chaining:** Does the slide deck illustrate Figure 9.11: Separate Chaining?\n Note: Check only for presence, you do not need to check the accuracy of the figure. If missing, specify which figure is absent.\n", + "\n* **Linear Probing:** Does the slide deck illustrate Figure 9.16: Linear Probing?\n Note: Check only for presence, you do not need to check the accuracy of the figure. If missing, specify which figure is absent.\n" + ], + "material_dependent_checklist_2": [ + "\n* **Search Path:** Does the description of the `skipSearch` algorithm accurately reflect the \"Right-then-Down\" movement strategy?\n * *Detail Check:* Ensure it does not describe moving \"Up\" or \"Left\" during a standard search.\n* **Insertion Mechanism:** Is the tower growth logic correct?\n * *Detail Check:* Verify it states that a new node is inserted at the bottom, and then probabilistically grows upwards (conceptually similar to coin flipping).\n", + "\n* **Prime Number Necessity:** Is the reason for using a Prime Number $M$ in the Division Method correctly explained?\n * *Detail Check:* Does it explain that prime numbers minimize clustering, especially when keys have periodic patterns (e.g., arithmetic progressions)?\n* **Birthday Paradox:** Is the \"Birthday Paradox\" accurately cited to demonstrate the inevitability of collisions?\n * *Detail Check:* Does it state that with 365 buckets, only ~23 entries are needed for a >50% collision probability?\n* **MAD Constants:** Are the constraints for MAD ($a \times key + b \\% M$) correctly listed?\n * *Detail Check:* $a > 0, b > 0, a \\% M \neq 0$.\n", + "\n* **Clustering Phenomena:** Is the distinction between \"Primary Clustering\" (Linear Probing) and the mitigation by \"Quadratic Probing\" accurately described?\n * *Detail Check:* Linear probing aggregates entries into continuous blocks; Quadratic probing spreads them out.\n* **Probing Cycle:** For Quadratic Probing, is the termination condition accurately described?\n * *Detail Check:* Does it note that if Table Size $M$ is prime and Load Factor $\\le 0.5$, a free bucket is guaranteed to be found?\n", + "\n* **Chain Continuity:** Is the reasoning for Lazy Removal rigorous?\n * *Detail Check:* Must explain that simply deleting an entry breaks the \"Probing Chain,\" causing subsequent `get()` operations for collided keys to fail erroneously.\n* **Reusability:** Does it clarify that \"Lazily Removed\" buckets are treated as \"occupied\" during search but \"empty\" during insertion?\n", + "\n* **Skip List Complexity:** Is the Time Complexity for Skip Lists correctly identified as *Expected* $O(\\log n)$, not worst-case?\n* **Hash Table Complexity:** Is the Time Complexity for Hashing correctly identified as $O(1)$ on average, but potentially $O(n)$ in the worst case (e.g., all keys collide)?\n* **Bucket Sort:** Is the complexity for Bucket Sort (Section 9.4) correctly stated as $O(n+M)$?\n", + "\n* **Skip List Structure:** Does the slide deck correctly illustrate Figure 9.2: Skip List Structure?\n", + "\n* **Skip List Search:** Does the slide deck correctly illustrate Figure 9.3: Skip List Search?\n", + "\n* **Hash Mapping:** Does the slide deck correctly illustrate Figure 9.6: Hash Mapping?\n", + "\n* **Separate Chaining:** Does the slide deck correctly illustrate Figure 9.11: Separate Chaining?\n", + "\n* **Linear Probing:** Does the slide deck correctly illustrate Figure 9.16: Linear Probing?\n" + ] +} diff --git a/education/THU_DSA/Lecture9/generation_task/statistics.yaml b/education/THU_DSA/Lecture9/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b79d01f99e38a865376158b0e405519f6d4a0b1 --- /dev/null +++ b/education/THU_DSA/Lecture9/generation_task/statistics.yaml @@ -0,0 +1,25 @@ +case_path: education/THU_DSA/Lecture9 +category: education +input_metrics: + total_input_tokens: 25394 + generation_prompt_tokens: 5234 + materials_total_tokens: 20160 + material_count: 1 + pdf_total_pages: 36 + file_details: + - name: material.pdf + tokens: 20160 + pages: 36 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 16 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/education/THU_DSA/Lecture9/material.pdf b/education/THU_DSA/Lecture9/material.pdf new file mode 100644 index 0000000000000000000000000000000000000000..be62df7bf4d9488e1c5b5e423167e95136ce999f --- /dev/null +++ b/education/THU_DSA/Lecture9/material.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:26e2a9939077ae33f54c704d7ad59573cb781424048b349740f403d2bb191274 +size 9638487 diff --git a/education/common_judge_prompt.json b/education/common_judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..cf24d594505dc39eac8ca8d9b70bcbde5062c1dc --- /dev/null +++ b/education/common_judge_prompt.json @@ -0,0 +1,83 @@ +{ + "material_independent_prefix": "You are an expert in evaluating lecture slides.\n\nAn AI agent is tasked with creating a complete lecture slide deck based solely on the provided textbook (and other materials, if any). The objective is for the agent to generate a professional, comprehensive, and logically-structured slide deck suitable for **in-class teaching**.\n\nYour task is to **evaluate the slides generated by that AI agent based on the requirement provided below**. The AI-generated slides are provided to you. \n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_independent_checklist_1": [ + { + "__type__": "partial", + "func": "utils.count_pages.check_slide_count", + "args": [], + "keywords": { + "min_count": 21, + "max_count": 35 + } + }, + "\n**Clarity of Key Points**\n\n* Does the slide deck maintain a clear and focused central theme throughout?\n \n If **no**, explain where the clarity is lacking.\n", + "\n**Logical Flow**\n\n* Does the slide deck follow a logical progression from one point to the next?\n\n If **no**, identify specific slides that break the flow.\n", + "\n**Relevance of Information**\n\n* Does each slide contain only the most relevant information, and are the slide titles well aligned with the slide content?\n\n If **no**, identify slides that contain extraneous or irrelevant details, or whose titles do not accurately reflect their content.\n", + "\n**Avoidance of Placeholder Slides**\n\n* Are there no slides with just an introductory sentence and no real content (e.g., \"Introduction to Research\")?\n\n If **no**, mention which slide(s) are too generic or contain placeholders.\n", + "\n**Slide Titles**\n\n* Are the titles clear and do they accurately reflect the content of each slide?\n\n If **no**, list any titles that are unclear or misleading.\n", + "\n**Conciseness**\n\n* Are the slides concise, with minimal unnecessary wording?\n\n If **no**, identify slides that are overly verbose.\n", + "\n**Suitability for Lecture Slides**\n\n* Is the slide deck suitable for use as lecture slides in a classroom setting?\n\n If **no**, explain why the slide deck is not suitable (e.g., inappropriate language style and visual style, inappropriate difficulty level, unclear explanations, poor structure, or lack of alignment with instructional goals).\n", + "\n**Slide-Only Content Compliance**\n\n* Does the slide deck avoid including non-slide content such as scripts, narration, design rationales, or prompts?\n\n If **no**, specify which slides contain non-slide content and describe the content included.\n", + "\n**Harmful or Biased Content**\n\n* Is the presentation free of harmful or biased content (e.g., images or text involving violence, sexual content, discrimination, illegal material, or anything that may cause psychological discomfort)?\n\n If **no**, specify which slides contain harmful or biased content.\n", + "\n**Spelling Accuracy**\n\n* Are all words spelled correctly?\n\n Note: Only evaluate spelling accuracy of words. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., existence of characters, garbling), and do not evaluate grammatical correctness.\n\n If **no**, specify any misspelled words and their location.\n", + "\n**Grammatical Accuracy**\n\n* Are all sentences grammatically correct?\n\n Note: Only evaluate grammatical correctness. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., nonexistent, garbled, or missing characters), and do not evaluate spelling accuracy.\n\n If **no**, specify the slide number and the exact location where the grammar is incorrect.\n", + "\n**Language Consistency**\n\n* Does the entire slide deck consistently use a single language (e.g., all English or all Chinese) without unintended mixing across slides or within individual slides?\n\n Note: Occasional use of standard technical terms (e.g., method names, dataset names, or commonly accepted English acronyms) is acceptable, as long as the primary presentation language remains consistent.\n\n If **no**, specify which slides contain mixed or inconsistent language usage (e.g., English titles with Chinese body text, untranslated labels, or mixed-language bullet points).\n" + ], + "material_independent_checklist_2": [ + "\n**Consistency in Design**\n\n* Is the design consistent across all slides (e.g., font, colors, layout)?\n\n If **no**, specify which slides deviate from the standard design.\n", + "\n**Balance of Text and Visuals**\n\n* Is there a good balance between text and visuals, avoiding overly text-heavy slides?\n\n If **no**, indicate which slides are text-heavy or overly reliant on images.\n", + "\n**Decorative Visual Elements**\n\n* Are the decorative visual elements (images, icons, etc.) used in moderation, avoiding an overly busy or cluttered slide design?\n\n If **no**, specify which slide contains too many decorative elements, making it look overly busy or cluttered.\n", + "\n**Relevance of Visual Elements**\n\n* Are the visual elements (images, icons, etc.) on each slide directly related to the content, contributing meaningfully to the slide's message?\n\n If **no**, specify which slide includes visual elements (images, icons) that are not closely related to the content of the slide.\n", + "\n**Layout Reasonableness**\n\n* Is the layout reasonable? For example, blank slides, slides that contain only a title without any content, or slides with large areas of empty space (without text or images) are generally inappropriate unless there is a clear justification, such as reserving space for content revealed through animations.\n\n If **no**, specify which slide has an unreasonable layout and explain why.\n", + "\n**Text and Content Overlap**\n\n* Is all text fully visible and unobstructed, with no overlap with other text or visual elements (images, charts, icons, shapes) that renders the text unreadable or completely obscures it?\n\n Note: Text with a transparent background image or other visual elements that do not significantly impair readability is not considered a violation. As long as the text remains legible and readable despite the visual elements, this condition is deemed acceptable.\n\n If **no**, specify the slide number(s) and indicate which text elements are overlapped or occluded.\n", + "\n**Visual Element Overlap**\n\n* Are images, charts, diagrams, and decorative visual elements arranged without overlapping or blocking each other in a way that causes visual clutter or hides important information?\n\n Note: If a foreground element overlaps a background element, and the background is primarily decorative and does not affect readability, this is considered acceptable. However, if foreground elements overlap each other, causing confusion or visual obstruction, this is considered a violation.\n \n If **no**, specify which slide(s) contain overlapping visual elements and describe the issue.\n", + "\n**Image Quality**\n\n* Are all images, diagrams, and graphs high-quality and legible?\n\n If **no**, mention specific slides with low-quality visuals.\n", + "\n**Appropriate Visuals**\n\n* Does the slide deck contain appropriate visuals (graphs, tables, diagrams) where necessary?\n\n If **no**, specify which slides lack proper visuals.\n", + "\n**Visual Appeal**\n\n* Are the slides visually appealing and easy to follow?\n\n If **no**, mention any slides with excessive text, crowded visuals, or poor design choices.\n", + "\n**Bullet Point Limitation**\n\n* Are no slides overcrowded with more than 6 bullet points (i.e., readable content)?\n\n If **no**, mention which slide(s) contain excessive information.\n", + "\n**Font Size and Legibility**\n\n* Are the fonts large enough to be easily readable from a distance?\n\n If **no**, specify any slides where text is too small.\n", + "\n**Consistency of Graphical Information Representation**\n\n* Are all graphs, diagrams, flowcharts, charts, and tables presented consistently in terms of style and formatting?\n\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify any inconsistencies in graphical information representation. \n", + "\n**Logical Consistency of Graphical Information**\n\n* Are the visuals themselves logically consistent, such that the height of each bar in bar charts or line charts is proportional to the corresponding numerical value, and the angle of each sector in pie charts is proportional to its numerical value? \n\n Note: For this criterion, you should assess only the internal logical consistency of the visuals themselves, not whether the data shown matches the values reported in the original material. If the slide deck does not contain graphs, diagrams, flowcharts, charts, and tables, your answer should be \"no\".\n\n If **no**, specify which visual elements (e.g. which bar chart / pie chart in which slide) in the charts do not follow the correct proportional relationship. \n", + "\n**Clarity of Graphical Information**\n\n* Are all charts and figures clearly annotated (i.e., understandable to the audience)?\n\n For static charts, such as bar charts, line charts, pie charts, and tables, you should check if the axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary.\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify which charts (e.g., bar chart in Slide 4, line plot in Slide 7) lack necessary annotation elements (axis labels, units, legends, captions, etc.).\n", + "\n**Clarity of Text**\n\n* Is all generated text clear, with no missing or incorrect characters or words?\n\n Note: Only consider whether the characters/letters themselves are valid and correctly rendered (e.g., no nonexistent or garbled characters). Do not consider spelling accuracy or grammatical correctness.\n\n If **no**, specify the slide number and the exact location where the text is unclear or contains erroneous characters.\n", + "\n**Typographical Accuracy**\n\n* Are all words, labels, axis titles, annotations, and text elements free of typographical errors?\n\n The slide deck should ensure consistent font, font size and line spacing within the same block of text. All text must use correct and consistent capitalization styles throughout the slides.\n \n Note: Only evaluate typographical and formatting aspects. Do not consider character validity or rendering (e.g., nonexistent or garbled characters), spelling accuracy, or grammatical correctness.\n\n If **no**, list specific slides and the errors found.\n" + ], + "material_dependent_prefix": "You are an expert in evaluating lecture slides.\n\nAn AI agent is tasked with creating a complete lecture slide deck based solely on the provided textbook (and other materials, if any). The objective is for the agent to generate a professional, comprehensive, and logically structured slide deck suitable for **in-class teaching**.\n\nYour task is to **evaluate the slides generated by the AI agent using the checklist provided below**. The AI-generated slides are provided as File 1, and the original textbook (and other materials, if any) used by the AI agent is provided in the subsequent files.\n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_dependent_checklist_3": [ + "\n Is all content on Slide 1 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 2 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 3 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 4 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 5 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 6 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 7 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 8 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 9 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 10 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 11 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 12 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 13 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 14 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 15 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 16 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 17 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 18 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 19 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 20 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 21 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 22 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 23 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 24 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 25 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 26 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 27 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 28 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 29 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 30 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 31 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 32 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 33 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 34 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 35 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n" + ] +} diff --git a/education/judge_weights.yaml b/education/judge_weights.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6068cc7e57121c016a3cb41b8b5b150bd45f643 --- /dev/null +++ b/education/judge_weights.yaml @@ -0,0 +1,9 @@ +# total: 100.0 +material_independent: + "1": 20.0 + "2": 20.0 +material_dependent: + "1": 20.0 + "2": 20.0 + "3": 20.0 + diff --git a/talk/US_presidential_speech/01/generation_task/instructions.md b/talk/US_presidential_speech/01/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..6a3ad904c3d12fd31b4ebca12a51d0de555713f3 --- /dev/null +++ b/talk/US_presidential_speech/01/generation_task/instructions.md @@ -0,0 +1,95 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: Parallel Fates** + * Concept: The birth of a nation and the birth of a man (1776 vs. 1777). + * Key Point: How Henry Clay and the American Republic grew "hand in hand" for 75 years. + * Visual Idea: A dual timeline showing the growth of the U.S. alongside Clay’s life stages. + +2. **Core Logic 1: The Self-Made Statesman** + * Background: Born to undistinguished parents in an obscure district; lacked formal education. + * Achievement: How he rose to become the most loved (and sometimes most feared) political figure through sheer "wise head and stout heart." + * Key Theme: The triumph of intellect and eloquence over humble beginnings. + +3. **Core Logic 2: The Great Compromiser & Patriot** + * Character: Deeply devoted to the cause of human liberty but guided by "practicality." + * Political Philosophy: He was not a man of "narrow" party lines; he loved his country as a whole. + * Key Insight: His ability to unify a fractured nation through the art of compromise and his unwavering attachment to the Union. + +4. **Core Logic 3: Eloquence as a Weapon and a Shield** + * Style: Analysis of Clay's oratory—not just beautiful words, but words that "moved the hearts of men." + * Impact: How his speeches served the nation during times of peril, acting as a stabilizing force for the American experiment. + +5. **Core Logic 4: The Moral Dilemma (Slavery and Colonization)** + * Perspective: Clay’s stance on the "dangerous presence of slavery." + * Idealism: His support for the colonization movement as a gradual, peaceful path to freedom. + * Sentiment: His desire to see both the enslaved people restored to a "father-land" and the American land freed from the institution of slavery. + +6. **Conclusion: An Enduring Legacy** + * Summary: "Henry Clay is dead," but the country he helped build remains prosperous and powerful. + * Final Reflection: Lincoln’s prayer for Divine Providence to continue providing such "instruments of safety" in future national emergencies. + * Closing Statement: A call to strive to deserve the continued care of Providence, inspired by Clay’s life. + +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/01/generation_task/judge_prompt.json b/talk/US_presidential_speech/01/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..3aa2ea1bd26d68fb5919a82fd97d20a39ede8d4b --- /dev/null +++ b/talk/US_presidential_speech/01/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the text introduce the historical parallel between Henry Clay’s birth and the birth of the American nation?**\n\n* The text should mention that Clay was born in 1777, shortly after the Declaration of Independence, suggesting he and the nation \"began the race of life together.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this historical parallel is missing.\n", + "\n**Is Henry Clay’s humble background and lack of formal education mentioned?**\n\n* The text should describe him as being born to undistinguished parents in an obscure district and being \"self-educated\" without the aid of wealthy friends or early patronage.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what detail regarding his early life is missing.\n", + "\n**Does the text highlight Clay’s primary quality as an \"eloquent\" and \"persuasive\" orator?**\n\n* It should mention that his eloquence was not just a gift but a tool used to master the hearts of his listeners and influence the course of the country.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of his oratory skills is missing.\n", + "\n**Is Clay’s deep-seated \"patriotism\" and love for the Union emphasized?**\n\n* The text should state that his primary motivation was the prosperity and liberty of the American people, and he loved his country because it was his own and it was free.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what thematic statement regarding his patriotism is missing.\n", + "\n**Does the text address Clay's role in the \"Missouri Compromise\" or his efforts to preserve the Union?**\n\n* It should mention his ability to reconcile conflicting interests (North vs. South) and his devotion to the \"American System\" to keep the states together.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of his political contribution is missing.\n", + "\n**Is Clay’s stance on \"Liberty\" and universal freedom discussed?**\n\n* The text should describe his sympathy for people struggling for liberty in other lands (such as Greece or South America) as well as his own.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of his view on liberty is missing.\n", + "\n**Does the text include Lincoln’s analysis of Clay’s stance on \"Slavery\"?**\n\n* It should mention that Clay was both a slaveholder and an opponent of slavery in principle, favoring \"gradual emancipation\" over radical abolition.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the slavery discussion is missing.\n", + "\n**Is the \"Colonization Society\" and Clay’s involvement mentioned?**\n\n* The text should describe Clay’s support for the American Colonization Society as a means to return freed black people to Africa (Liberia) to avoid racial conflict in America.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what detail about the colonization efforts is missing.\n", + "\n**Does the text contrast Clay with \"extreme\" politicians on both sides of the slavery issue?**\n\n* It should mention how he was criticized by both pro-slavery extremists (who saw him as an enemy) and radical abolitionists (who saw him as too slow or hypocritical).\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of this political contrast is missing.\n", + "\n**Is Clay’s \"American System\" or his economic vision for the nation mentioned?**\n\n* The text should touch upon his support for internal improvements, protective tariffs, and the development of national resources.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of his economic policy is missing.\n", + "\n**Does the text reflect on the impact of Clay's death on the nation?**\n\n* It should describe the sense of loss and the question of whether the country could have achieved its current power without his specific leadership.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the conclusion regarding his death is missing.\n", + "\n**Does the conclusion mention \"Divine Providence\" and the hope for future leaders?**\n\n* The text should end with a call to deserve the care of Divine Providence and a trust that God will provide \"instruments of safety\" in future national emergencies.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the final prayer/conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the opening slide accurately reflect the historical connection Lincoln draws between Henry Clay and the American nation?**\nThe opening should state that Henry Clay and the American nation began their \"race of life\" together (Clay was born in 1777, during the first year of independence) and traveled hand in hand for three quarters of a century.\n\n If **no**, specify if the shared timeline or the symbolic connection between the man and the nation is misrepresented.\n", + "\n**Is Henry Clay’s early life and background presented exactly as described in the eulogy?**\nThe slide should reflect that Clay was born to \"undistinguished parents\" in an \"obscure district\" and rose to prominence through his own \"wise head and stout heart\" rather than inherited wealth or status.\n\n If **no**, specify if his background is exaggerated or incorrectly attributed to a privileged upbringing.\n", + "\n**Does the slide deck accurately convey Lincoln’s assessment of Clay’s eloquence and \"true\" patriotism?**\nIt should capture Lincoln's view that Clay’s primary quality was his \"patriotism\"—a love for liberty and the capacity of people for self-government—rather than just his skill as a speaker or party leader.\n\n If **no**, identify if the emphasis is shifted solely to his rhetorical skills without mentioning his ideological core.\n", + "\n**Are the three specific \"shining periods\" of Clay's public life (the Compromises) identified?**\nThe slides should correctly mention Clay’s role in resolving national crises:\n1. The Missouri Question (1819-21).\n2. The Nullification/Tariff crisis (1832).\n3. The Compromise of 1850.\n\n If **no**, specify if any of these critical mediation periods are omitted or described incorrectly.\n", + "\n**Is Clay’s stance on the American Colonization Society and slavery presented faithfully?**\nThe slide should reflect Clay’s dual position: he was both a slaveholder and a critic of slavery, believing in the gradual \"colonization\" of African Americans back to their \"long-lost father-land\" (Africa) to free the U.S. from slavery's presence.\n\n If **no**, specify if his complex (and now controversial) stance is oversimplified or mischaracterized.\n", + "\n**Does the slide deck accurately reflect Clay's opposition to \"military glory\" and \"ambitious conquerors\"?**\nIt should mention Clay's warning against choosing leaders based solely on military success, and his belief that such a path leads to the destruction of liberty and the rise of \"would-be-masters.\"\n\n If **no**, specify if Clay's distrust of military populism is omitted.\n", + "\n**Is the comparison between the 1850 Compromise and the preservation of the Union handled correctly?**\nThe slides should state that Lincoln viewed Clay’s efforts in 1850 as essential to quieting the \"commotion\" of the country and preventing the \"dissolution of the Union.\"\n\n If **no**, identify if the gravity of the 1850 crisis is downplayed.\n", + "\n**Are the details regarding Clay's vision for \"African Colonization\" accurately described?**\nThe slide should mention the goal of restoring \"a captive people\" to Africa so gradually that neither \"races nor individuals shall have suffered by the change.\"\n\n If **no**, specify if the \"gradual\" and \"voluntary\" nature of his proposal is misrepresented.\n", + "\n**Does the slide deck capture Lincoln’s description of Clay’s \"indomitable\" character?**\nIt should reflect Lincoln's claim that Clay never \"bowed his knee to any man\" and remained firm in his principles even when they were unpopular.\n\n If **no**, specify if the description of Clay's personal integrity is softened.\n", + "\n**Is the quote regarding \"The Great Pacificator\" or Clay’s role as a mediator used in context?**\nThe slides should reflect that Clay was not a man of \"compromise for the sake of ease,\" but for the sake of the survival of the republic.\n\n If **no**, specify if the purpose of his compromises is misinterpreted as mere political expediency.\n", + "\n**Does the slide deck accurately represent Lincoln’s closing invocation of \"Divine Providence\"?**\nThe conclusion should reflect Lincoln's trust that God provided the nation with an instrument like Clay in times of emergency and his hope that such \"instruments of safety\" will be provided in the future.\n\n If **no**, specify if the religious or providential tone of the conclusion is omitted.\n", + "\n**Does the conclusion slide accurately reflect the finality of Clay’s death and his legacy?**\nThe conclusion should state: \"But Henry Clay is dead. His long and eventful life is closed,\" and pose the question of whether the country could have been what it is today without him.\n\n If **no**, specify if the final tribute to Clay’s essential role in American history is misrepresented.\n" + ] +} diff --git a/talk/US_presidential_speech/01/generation_task/statistics.yaml b/talk/US_presidential_speech/01/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..46cb840887762886031a8da85e05aec690ef2d32 --- /dev/null +++ b/talk/US_presidential_speech/01/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/01 +category: talk +input_metrics: + total_input_tokens: 14828 + generation_prompt_tokens: 1464 + materials_total_tokens: 13364 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 13364 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/01/material.md b/talk/US_presidential_speech/01/material.md new file mode 100644 index 0000000000000000000000000000000000000000..f9dba85b9de9b59d15a59de2ef168e1ae3c9bcb4 --- /dev/null +++ b/talk/US_presidential_speech/01/material.md @@ -0,0 +1,112 @@ +Honors To Henry Clay + +Author: Abraham Lincoln + + +On the fourth day of July, 1776, the people of a few feeble and oppressed colonies of Great Britain, inhabiting a portion of the Atlantic coast of North America, publicly declared their national independence, and made their appeal to the justice of their cause, and to the God of battles, for the maintainance of that declaration. That people were few in numbers, and without resources, save only their own wise heads and stout hearts. Within the first year of that declared independence, and while its maintainance was yet problematical---while the bloody struggle between those resolute rebels, and their haughty would-be-masters, was still waging, of undistinguished parents, and in an obscure district of one of those colonies, Henry Clay was born. The infant nation, and the infant child began the race of life together. For three quarters of a century they have travelled hand in hand. They have been companions ever. The nation has passed its perils, and is free, prosperous, and powerful. The child has reached his manhood, his middle age, his old age, and is dead. In all that has concerned the nation the man ever sympathised; and now the nation mourns for the man. + +The day after his death, one of the public Journals, opposed to him politically, held the following pathetic and beautiful language, which I adopt, partly because such high and exclusive eulogy, originating with a political friend, might offend good taste, but chiefly, because I could not, in any language of my own, so well express my thoughts--- + +"Alas! who can realize that Henry Clay is dead! Who can realize that never again that majestic form shall rise in the council-chambers of his country to beat back the storms of anarchy which may threaten, or pour the oil of peace upon the troubled billows as they rage and menace around? Who can realize, that the workings of that mighty mind have ceased---that the throbbings of that gallant heart are stilled---that the mighty sweep of that graceful arm will be felt no more, and the magic of that eloquent tongue, which spake as spake no other tongue besides, hushed---hushed forever! Who can realize that freedom's champion---the champion of a civilized world, and of all tongues and kindreds and people, has indeed fallen! Alas, in those dark hours, which, as they come in the history of all nations, must come in ours---those hours of peril and dread which our land has experienced, and which she may be called to experience again---to whom now may her people look up for that council [counsel] and advice, which only wisdom and experience and patriotism can give, and which only the undoubting confidence of a nation will receive? Perchance, in the whole circle of the great and gifted of our land, there remains but one on whose shoulders the mighty mantle of the departed statesman may fall---one, while we now write, is doubtless pouring his tears over the bier of his brother and his friend---brother, friend ever, yet in political sentiment, as far apart as party could make them. Ah, it is at times like these, that the petty distinctions of mere party disappear. We see only the great, the grand, the noble features of the departed statesman; and we do not even beg permission to bow at his feet and mingle our tears with those who have ever been his political adherents---we do [not?] beg this permission---we claim it as a right, though we feel it as a privilege. Henry Clay belonged to his country---to the world, mere party cannot claim men like him. His career has been national---his fame has filled the earth---his memory will endure to `the last syllable of recorded time.' + +"Henry Clay is dead!---He breathed his last on yesterday at twenty minutes after eleven, in his chamber at Washington. To those who followed his lead in public affairs, it more appropriately belongs to pronounce his eulogy, and pay specific honors to the memory of the illustrious dead---but all Americans may show the grief which his death inspires, for, his character and fame are national property. As on a question of liberty, he knew no North, no South, no East, no West, but only the Union, which held them all in its sacred circle, so now his countrymen will know no grief, that is not as wide-spread as the bounds of the confederacy. The career of Henry Clay was a public career. From his youth he has been devoted to the public service, at a period too, in the world's history justly regarded as a remarkable era in human affairs. He witnessed in the beginning the throes of the French Revolution. He saw the rise and fall of Napoleon. He was called upon to legislate for America, and direct her policy when all Europe was the battle-field of contending dynasties, and when the struggle for supremacy imperilled the rights of all neutral nations. His voice, spoke war and peace in the contest with Great Britain. + +"When Greece rose against the Turks and struck for liberty, his name was mingled with the battle-cry of freedom. When South America threw off the thraldom of Spain, his speeches were read at the head of her armies by Bolivar. His name has been, and will continue to be, hallowed in two hemispheres, for it is--- + +`One of the few the immortal names + +That were not born to die,' + +"To the ardent patriot and profound statesman, he added a quality possessed by few of the gifted on earth. His eloquence has not been surpassed. In the effective power to move the heart of man, Clay was without an equal, and the heaven born endowment, in the spirit of its origin, has been most conspicuously exhibited against intestine feud. On at least three important occasions, he has quelled our civil commotions, by a power and influence, which belonged to no other statesman of his age and times. And in our last internal discord, when this Union trembled to its center---in old age, he left the shades of private life and gave the death blow to fraternal strife, with the vigor of his earlier years in a series of Senatorial efforts, which in themselves would bring immortality, by challenging comparison with the efforts of any statesman in any age. He exorcised the demon which possessed the body politic, and gave peace to a distracted land. Alas! the achievement cost him his life! He sank day by day to the tomb---his pale, but noble brow, bound with a triple wreath, put there by a grateful country. May his ashes rest in peace, while his spirit goes to take its station among the great and good men who preceded him!'' + +While it is customary, and proper, upon occasions like the present, to give a brief sketch of the life of the deceased; in the case of Mr. Clay, it is less necessary than most others; for his biography has been written and re-written, and read, and re-read, for the last twenty-five years; so that, with the exception of a few of the latest incidents of his life, all is as well known, as it can be. The short sketch which I give is, therefore merely to maintain the connection of this discourse. + +Henry Clay was born on the 12th of April 1777, in Hanover county, Virginia. Of his father, who died in the fourth or fifth year of Henry's age, little seems to be known, except that he was a respectable man, and a preacher of the baptist persuasion. Mr. Clay's education, to the end of his life, was comparatively limited. I say ``to the end of his life,'' because I have understood that, from time to time, he added something to his education during the greater part of his whole life. Mr. Clay's lack of a more perfect early education, however it may be regretted generally, teaches at least one profitable lesson; it teaches that in this country, one can scarcely be so poor, but that, if he will, he can acquire sufficient education to get through the world respectably. In his twenty-third year Mr. Clay was licenced to practice law, and emigrated to Lexington, Kentucky. Here he commenced and continued the practice till the year 1803, when he was first elected to the Kentucky Legislature. By successive elections he was continued in the Legislature till the latter part of 1806, when he was elected to fill a vacancy, of a single session, in the United States Senate. In 1807 he was again elected to the Kentucky House of Representatives, and by that body, chosen its speaker. In 1808 he was re-elected to the same body. In 1809 he was again chosen to fill a vacancy of two years in the United States Senate. In 1811 he was elected to the United States House of Representatives, and on the first day of taking his seat in that body, he was chosen its speaker. In 1813 he was again elected Speaker. Early in 1814, being the period of our last British war, Mr. Clay was sent as commissioner, with others, to negotiate a treaty of peace, which treaty was concluded in the latter part of the same year. On his return from Europe he was again elected to the lower branch of Congress, and on taking his seat in December 1815 was called to his old post---the speaker's chair, a position in which he was retained, by successive elections, with one brief intermission, till the inauguration of John Q. Adams in March 1825. He was then appointed Secretary of State, and occupied that important station till the inauguration of Gen. Jackson in March 1829. After this he returned to Kentucky, resumed the practice of the law, and continued it till the Autumn of 1831, when he was by the Legislature of Kentucky, again placed in the United States Senate. By a re-election he was continued in the Senate till he resigned his seat, and retired, in March 1842. In December 1849 he again took his seat in the Senate, which he again resigned only a few months before his death. + +By the foregoing it is perceived that the period from the beginning of Mr. Clay's official life, in 1803, to the end of it in 1852, is but one year short of half a century; and that the sum of all the intervals in it, will not amount to ten years. But mere duration of time in office, constitutes the smallest part of Mr. Clay's history. Throughout that long period, he has constantly been the most loved, and most implicitly followed by friends, and the most dreaded by opponents, of all living American politicians. In all the great questions which have agitated the country, and particularly in those great and fearful crises, the Missouri question---the Nullification question, and the late slavery question, as connected with the newly acquired territory, involving and endangering the stability of the Union, his has been the leading and most conspicuous part. In 1824 he was first a candidate for the Presidency, and was defeated; and, although he was successively defeated for the same office in 1832, and in 1844, there has never been a moment since 1824 till after 1848 when a very large portion of the American people did not cling to him with an enthusiastic hope and purpose of still elevating him to the Presidency. With other men, to be defeated, was to be forgotten; but to him, defeat was but a trifling incident, neither changing him, or the world's estimate of him. Even those of both political parties, who have been preferred to him for the highest office, have run far briefer courses than he, and left him, still shining, high in the heavens of the political world. Jackson, Van Buren, Harrison, Polk, and Taylor, all rose after, and set long before him. The spell---the long enduring spell---with which the souls of men were bound to him, is a miracle. Who can compass it? It is probably true he owed his pre-eminence to no one quality, but to a fortunate combination of several. He was surpassingly eloquent; but many eloquent men fail utterly; and they are not, as a class, generally successful. His judgment was excellent; but many men of good judgment, live and die unnoticed. His will was indomitable; but this quality often secures to its owner nothing better than a character for useless obstinacy. These then were Mr. Clay's leading qualities. No one of them is very uncommon; but all taken together are rarely combined in a single individual; and this is probably the reason why such men as Henry Clay are so rare in the world. + +Mr. Clay's eloquence did not consist, as many fine specimens of eloquence does [do], of types and figures---of antithesis, and elegant arrangement of words and sentences; but rather of that deeply earnest and impassioned tone, and manner, which can proceed only from great sincerity and a thorough conviction, in the speaker of the justice and importance of his cause. This it is, that truly touches the chords of human sympathy; and those who heard Mr. Clay, never failed to be moved by it, or ever afterwards, forgot the impression. All his efforts were made for practical effect. He never spoke merely to be heard. He never delivered a Fourth of July Oration, or an eulogy on an occasion like this. As a politician or statesman, no one was so habitually careful to avoid all sectional ground. Whatever he did, he did for the whole country. In the construction of his measures he ever carefully surveyed every part of the field, and duly weighed every conflicting interest. Feeling, as he did, and as the truth surely is, that the world's best hope depended on the continued Union of these States, he was ever jealous of, and watchful for, whatever might have the slightest tendency to separate them. + +Mr. Clay's predominant sentiment, from first to last, was a deep devotion to the cause of human liberty---a strong sympathy with the oppressed every where, and an ardent wish for their elevation. With him, this was a primary and all controlling passion. Subsidiary to this was the conduct of his whole life. He loved his country partly because it was his own country, but mostly because it was a free country; and he burned with a zeal for its advancement, prosperity and glory, because he saw in such, the advancement, prosperity and glory, of human liberty, human right and human nature. He desired the prosperity of his countrymen partly because they were his countrymen, but chiefly to show to the world that freemen could be prosperous. + +That his views and measures were always the wisest, needs not to be affirmed; nor should it be, on this occasion, where so many, thinking differently, join in doing honor to his memory. A free people, in times of peace and quiet---when pressed by no common danger---naturally divide into parties. At such times, the man who is of neither party, is not---cannot be, of any consequence. Mr. Clay, therefore, was of a party. Taking a prominent part, as he did, in all the great political questions of his country for the last half century, the wisdom of his course on many, is doubted and denied by a large portion of his countrymen; and of such it is not now proper to speak particularly. But there are many others, about his course upon which, there is little or no disagreement amongst intelligent and patriotic Americans. Of these last are the War of 1812, the Missouri question, Nullification, and the now recent compromise measures. In 1812 Mr. Clay, though not unknown, was still a young man. Whether we should go to war with Great Britain, being the question of the day, a minority opposed the declaration of war by Congress, while the majority, though apparently inclining to war, had, for years, wavered, and hesitated to act decisively. Meanwhile British aggressions multiplied, and grew more daring and aggravated. By Mr. Clay, more than any other man, the struggle was brought to a decision in Congress. The question, being now fully before congress, came up, in a variety of ways, in rapid succession, on most of which occasions Mr. Clay spoke. Adding to all the logic, of which the subject was susceptible, that noble inspiration, which came to him as it came to no other, he aroused, and nerved, and inspired his friends, and confounded and bore-down all opposition. Several of his speeches, on these occasions, were reported, and are still extant; but the best of these all never was. During its delivery the reporters forgot their vocations, dropped their pens, and sat enchanted from near the beginning to quite the close. The speech now lives only in the memory of a few old men; and the enthusiasm with which they cherish their recollection of it is absolutely astonishing. The precise language of this speech we shall never know; but we do know---we cannot help knowing, that, with deep pathos, it pleaded the cause of the injured sailor---that it invoked the genius of the revolution---that it apostrophised the names of Otis, of Henry and of Washington---that it appealed to the interest, the pride, the honor and the glory of the nation---that it shamed and taunted the timidity of friends---that it scorned, and scouted, and withered the temerity of domestic foes---that it bearded and defied the British Lion---and rising, and swelling, and maddening in its course, it sounded the onset, till the charge, the shock, the steady struggle, and the glorious victory, all passed in vivid review before the entranced hearers. + +Important and exciting as was the War question, of 1812, it never so alarmed the sagacious statesmen of the country for the safety of the republic, as afterwards did the Missouri question. This sprang from that unfortunate source of discord---negro slavery. When our Federal Constitution was adopted, we owned no territory beyond the limits or ownership of the states, except the territory North-West of the River Ohio, and East of the Mississippi. What has since been formed into the States of Maine, Kentucky, and Tennessee, was, I believe, within the limits of or owned by Massachusetts, Virginia, and North Carolina. As to the North Western Territory, provision had been made, even before the adoption of the Constitution, that slavery should never go there. On the admission of the States into the Union carved from the territory we owned before the constitution, no question---or at most, no considerable question---arose about slavery---those which were within the limits of or owned by the old states, following, respectively, the condition of the parent state, and those within the North West territory, following the previously made provision. But in 1803 we purchased Louisiana of the French; and it included with much more, what has since been formed into the State of Missouri. With regard to it, nothing had been done to forestall the question of slavery. When, therefore, in 1819, Missouri, having formed a State constitution, without excluding slavery, and with slavery already actually existing within its limits, knocked at the door of the Union for admission, almost the entire representation of the non-slave-holding states, objected. A fearful and angry struggle instantly followed. This alarmed thinking men, more than any previous question, because, unlike all the former, it divided the country by geographical lines. Other questions had their opposing partizans in all localities of the country and in almost every family; so that no division of the Union could follow such, without a separation of friends, to quite as great an extent, as that of opponents. Not so with the Missouri question. On this a geographical line could be traced which, in the main, would separate opponents only. This was the danger. Mr. Jefferson, then in retirement wrote: + +``I had for a long time ceased to read newspapers, or to pay any attention to public affairs, confident they were in good hands, and content to be a passenger in our bark to the shore from which I am not distant. But this momentous question, like a fire bell in the night, awakened, and filled me with terror. I considered it at once as the knell of the Union. It is hushed, indeed, for the moment. But this is a reprieve only, not a final sentence. A geographical line, co-inciding with a marked principle, moral and political, once conceived, and held up to the angry passions of men, will never be obliterated; and every irritation will mark it deeper and deeper. I can say, with conscious truth, that there is not a man on earth who would sacrifice more than I would to relieve us from this heavy reproach, in any practicable way. The cession of that kind of property, for so it is misnamed, is a bagatelle which would not cost me a second thought, if, in that way, a general emancipation, and expatriation could be effected; and, gradually, and with due sacrifices I think it might be. But as it is, we have the wolf by the ears and we can neither hold him, nor safely let him go. Justice is in one scale, and self-preservation in the other.'' + +Mr. Clay was in congress, and, perceiving the danger, at once engaged his whole energies to avert it. It began, as I have said, in 1819; and it did not terminate till 1821. Missouri would not yield the point; and congress---that is, a majority in congress---by repeated votes, showed a determination to not admit the state unless it should yield. After several failures, and great labor on the part of Mr. Clay to so present the question that a majority could consent to the admission, it was, by a vote, rejected, and as all seemed to think, finally. A sullen gloom hung over the nation. All felt that the rejection of Missouri, was equivalent to a dissolution of the Union: because those states which already had, what Missouri was rejected for refusing to relinquish, would go with Missouri. All deprecated and deplored this, but none saw how to avert it. For the judgment of Members to be convinced of the necessity of yielding, was not the whole difficulty; each had a constituency to meet, and to answer to. Mr. Clay, though worn down, and exhausted, was appealed to by members, to renew his efforts at compromise. He did so, and by some judicious modifications of his plan, coupled with laborious efforts with individual members, and his own over-mastering eloquence upon the floor, he finally secured the admission of the State. Brightly, and captivating as it had previously shown, it was now perceived that his great eloquence, was a mere embellishment, or, at most, but a helping hand to his inventive genius, and his devotion to his country in the day of her extreme peril. + +After the settlement of the Missouri question, although a portion of the American people have differed with Mr. Clay, and a majority even, appear generally to have been opposed to him on questions of ordinary administration, he seems constantly to have been regarded by all, as the man for a crisis. Accordingly, in the days of Nullification, and more recently in the re-appearance of the slavery question, connected with our territory newly acquired of Mexico, the task of devising a mode of adjustment, seems to have been cast upon Mr. Clay, by common consent---and his performance of the task, in each case, was little else than a literal fulfilment of the public expectation. + +Mr. Clay's efforts in behalf of the South Americans, and afterwards, in behalf of the Greeks, in the times of their respective struggles for civil liberty are among the finest on record, upon the noblest of all themes; and bear ample corroboration of what I have said was his ruling passion---a love of liberty and right, unselfishly, and for their own sakes. + +Having been led to allude to domestic slavery so frequently already, I am unwilling to close without referring more particularly to Mr. Clay's views and conduct in regard to it. He ever was, on principle and in feeling, opposed to slavery. The very earliest, and one of the latest public efforts of his life, separated by a period of more than fifty years, were both made in favor of gradual emancipation of the slaves in Kentucky. He did not perceive, that on a question of human right, the negroes were to be excepted from the human race. And yet Mr. Clay was the owner of slaves. Cast into life where slavery was already widely spread and deeply seated, he did not perceive, as I think no wise man has perceived, how it could be at once eradicated, without producing a greater evil, even to the cause of human liberty itself. His feeling and his judgment, therefore, ever led him to oppose both extremes of opinion on the subject. Those who would shiver into fragments the Union of these States; tear to tatters its now venerated constitution; and even burn the last copy of the Bible, rather than slavery should continue a single hour, together with all their more halting sympathisers, have received, and are receiving their just execration; and the name, and opinions, and influence of Mr. Clay, are fully, and, as I trust, effectually and enduringly, arrayed against them. But I would also, if I could, array his name, opinions, and influence against the opposite extreme---against a few, but an increasing number of men, who, for the sake of perpetuating slavery, are beginning to assail and to ridicule the white-man's charter of freedom---the declaration that ``all men are created free and equal.'' So far as I have learned, the first American, of any note, to do or attempt this, was the late John C. Calhoun; and if I mistake not, it soon after found its way into some of the messages of the Governors of South Carolina. We, however, look for, and are not much shocked by, political eccentricities and heresies in South Carolina. But, only last year, I saw with astonishment, what purported to be a letter of a very distinguished and influential clergyman of Virginia, copied, with apparent approbation, into a St. Louis newspaper, containing the following, to me, very extraordinary language--- + +"I am fully aware that there is a text in some Bibles that is not in mine. Professional abolitionists have made more use of it, than of any passage in the Bible. It came, however, as I trace it, from Saint Voltaire, and was baptized by Thomas Jefferson, and since almost universally regarded as canonical authority ``All men are born free and equal.' + +"This is a genuine coin in the political currency of our generation. I am sorry to say that I have never seen two men of whom it is true. But I must admit I never saw the Siamese twins, and therefore will not dogmatically say that no man ever saw a proof of this sage aphorism.'' + +This sounds strangely in republican America. The like was not heard in the fresher days of the Republic. Let us contrast with it the language of that truly national man, whose life and death we now commemorate and lament. I quote from a speech of Mr. Clay delivered before the American Colonization Society in 1827. + +"We are reproached with doing mischief by the agitation of this question. The society goes into no household to disturb its domestic tranquility; it addresses itself to no slaves to weaken their obligations of obedience. It seeks to affect no man's property. It neither has the power nor the will to affect the property of any one contrary to his consent. The execution of its scheme would augment instead of diminishing the value of the property left behind. The society, composed of free men, concerns itself only with the free. Collateral consequences we are not responsible for. It is not this society which has produced the great moral revolution which the age exhibits. What would they, who thus reproach us, have done? If they would repress all tendencies towards liberty, and ultimate emancipation, they must do more than put down the benevolent efforts of this society. They must go back to the era of our liberty and independence, and muzzle the cannon which thunders its annual joyous return. They must renew the slave trade with all its train of atrocities. They must suppress the workings of British philanthropy, seeking to meliorate the condition of the unfortunate West Indian slave. They must arrest the career of South American deliverance from thraldom. They must blow out the moral lights around us, and extinguish that greatest torch of all which America presents to a benighted world---pointing the way to their rights, their liberties, and their happiness. And when they have achieved all those purposes their work will be yet incomplete. They must penetrate the human soul, and eradicate the light of reason, and the love of liberty. Then, and not till then, when universal darkness and despair prevail, can you perpetuate slavery, and repress all sympathy, and all humane, and benevolent efforts among free men, in behalf of the unhappy portion of our race doomed to bondage.'' + +The American Colonization Society was organized in 1816. Mr. Clay, though not its projector, was one of its earliest members; and he died, as for the many preceding years he had been, its President. It was one of the most cherished objects of his direct care and consideration; and the association of his name with it has probably been its very greatest collateral support. He considered it no demerit in the society, that it tended to relieve slave-holders from the troublesome presence of the free negroes; but this was far from being its whole merit in his estimation. In the same speech from which I have quoted he says: ``There is a moral fitness in the idea of returning to Africa her children, whose ancestors have been torn from her by the ruthless hand of fraud and violence. Transplanted in a foreign land, they will carry back to their native soil the rich fruits of religion, civilization, law and liberty. May it not be one of the great designs of the Ruler of the universe, (whose ways are often inscrutable by short-sighted mortals,) thus to transform an original crime, into a signal blessing to that most unfortunate portion of the globe?'' This suggestion of the possible ultimate redemption of the African race and African continent, was made twenty-five years ago. Every succeeding year has added strength to the hope of its realization. May it indeed be realized! Pharaoh's country was cursed with plagues, and his hosts were drowned in the Red Sea for striving to retain a captive people who had already served them more than four hundred years. May like disasters never befall us! If as the friends of colonization hope, the present and coming generations of our countrymen shall by any means, succeed in freeing our land from the dangerous presence of slavery; and, at the same time, in restoring a captive people to their long-lost father-land, with bright prospects for the future; and this too, so gradually, that neither races nor individuals shall have suffered by the change, it will indeed be a glorious consummation. And if, to such a consummation, the efforts of Mr. Clay shall have contributed, it will be what he most ardently wished, and none of his labors will have been more valuable to his country and his kind. + +But Henry Clay is dead. His long and eventful life is closed. Our country is prosperous and powerful; but could it have been quite all it has been, and is, and is to be, without Henry Clay? Such a man the times have demanded, and such, in the providence of God was given us. But he is gone. Let us strive to deserve, as far as mortals may, the continued care of Divine Providence, trusting that, in future national emergencies, He will not fail to provide us the instruments of safety and security. + +  + +Honors To Henry Clay + +On the fourth day of July, 1776, the people of a few feeble and oppressed colonies of Great Britain, inhabiting a portion of the Atlantic coast of North America, publicly declared their national independence, and made their appeal to the justice of their cause, and to the God of battles, for the maintainance of that declaration. That people were few in numbers, and without resources, save only their own wise heads and stout hearts. Within the first year of that declared independence, and while its maintainance was yet problematical—while the bloody struggle between those resolute rebels, and their haughty would-be-masters, was still waging, of undistinguished parents, and in an obscure district of one of those colonies, Henry Clay was born. The infant nation, and the infant child began the race of life together. For three quarters of a century they have travelled hand in hand. They have been companions ever. The nation has passed its perils, and is free, prosperous, and powerful. The child has reached his manhood, his middle age, his old age, and is dead. In all that has concerned the nation the man ever sympathised; and now the nation mourns for the man. + +The day after his death, one of the public Journals, opposed to him politically, held the following pathetic and beautiful language, which I adopt, partly because such high and exclusive eulogy, originating with a political friend, might offend good taste, but chiefly, because I could not, in any language of my own, so well express my thoughts— + +"Alas! who can realize that Henry Clay is dead! Who can realize that never again that majestic form shall rise in the council-chambers of his country to beat back the storms of anarchy which may threaten, or pour the oil of peace upon the troubled billows as they rage and menace around? Who can realize, that the workings of that mighty mind have ceased—that the throbbings of that gallant heart are stilled—that the mighty sweep of that graceful arm will be felt no more, and the magic of that eloquent tongue, which spake as spake no other tongue besides, hushed—hushed forever! Who can realize that freedom's champion—the champion of a civilized world, and of all tongues and kindreds and people, has indeed fallen! Alas, in those dark hours, which, as they come in the history of all nations, must come in ours—those hours of peril and dread which our land has experienced, and which she may be called to experience again—to whom now may her people look up for that council and advice, which only wisdom and experience and patriotism can give, and which only the undoubting confidence of a nation will receive? Perchance, in the whole circle of the great and gifted of our land, there remains but one on whose shoulders the mighty mantle of the departed statesman may fall—one, while we now write, is doubtless pouring his tears over the bier of his brother and his friend—brother, friend ever, yet in political sentiment, as far apart as party could make them. Ah, it is at times like these, that the petty distinctions of mere party disappear. We see only the great, the grand, the noble features of the departed statesman; and we do not even beg permission to bow at his feet and mingle our tears with those who have ever been his political adherents—we do [not?] beg this permission—we claim it as a right, though we feel it as a privilege. Henry Clay belonged to his country—to the world, mere party cannot claim men like him. His career has been national—his fame has filled the earth—his memory will endure to `the last syllable of recorded time.' + +"Henry Clay is dead!—He breathed his last on yesterday at twenty minutes after eleven, in his chamber at Washington. To those who followed his lead in public affairs, it more appropriately belongs to pronounce his eulogy, and pay specific honors to the memory of the illustrious dead—but all Americans may show the grief which his death inspires, for, his character and fame are national property. As on a question of liberty, he knew no North, no South, no East, no West, but only the Union, which held them all in its sacred circle, so now his countrymen will know no grief, that is not as wide-spread as the bounds of the confederacy. The career of Henry Clay was a public career. From his youth he has been devoted to the public service, at a period too, in the world's history justly regarded as a remarkable era in human affairs. He witnessed in the beginning the throes of the French Revolution. He saw the rise and fall of Napoleon. He was called upon to legislate for America, and direct her policy when all Europe was the battle-field of contending dynasties, and when the struggle for supremacy imperilled the rights of all neutral nations. His voice, spoke war and peace in the contest with Great Britain. + +"When Greece rose against the Turks and struck for liberty, his name was mingled with the battle-cry of freedom. When South America threw off the thraldom of Spain, his speeches were read at the head of her armies by Bolivar. His name has been, and will continue to be, hallowed in two hemispheres, for it is— + +`One of the few the immortal names + +That were not born to die,' + +"To the ardent patriot and profound statesman, he added a quality possessed by few of the gifted on earth. His eloquence has not been surpassed. In the effective power to move the heart of man, Clay was without an equal, and the heaven born endowment, in the spirit of its origin, has been most conspicuously exhibited against intestine feud. On at least three important occasions, he has quelled our civil commotions, by a power and influence, which belonged to no other statesman of his age and times. And in our last internal discord, when this Union trembled to its center—in old age, he left the shades of private life and gave the death blow to fraternal strife, with the vigor of his earlier years in a series of Senatorial efforts, which in themselves would bring immortality, by challenging comparison with the efforts of any statesman in any age. He exorcised the demon which possessed the body politic, and gave peace to a distracted land. Alas! the achievement cost him his life! He sank day by day to the tomb—his pale, but noble brow, bound with a triple wreath, put there by a grateful country. May his ashes rest in peace, while his spirit goes to take its station among the great and good men who preceded him!" + +While it is customary, and proper, upon occasions like the present, to give a brief sketch of the life of the deceased; in the case of Mr. Clay, it is less necessary than most others; for his biography has been written and re-written, and read, and re-read, for the last twenty-five years; so that, with the exception of a few of the latest incidents of his life, all is as well known, as it can be. The short sketch which I give is, therefore merely to maintain the connection of this discourse. + +Henry Clay was born on the 12th of April 1777, in Hanover county, Virginia. Of his father, who died in the fourth or fifth year of Henry's age, little seems to be known, except that he was a respectable man, and a preacher of the baptist persuasion. Mr. Clay's education, to the end of his life, was comparatively limited. I say "to the end of his life," because I have understood that, from time to time, he added something to his education during the greater part of his whole life. Mr. Clay's lack of a more perfect early education, however it may be regretted generally, teaches at least one profitable lesson; it teaches that in this country, one can scarcely be so poor, but that, if he will, he can acquire sufficient education to get through the world respectably. In his twenty-third year Mr. Clay was licenced to practice law, and emigrated to Lexington, Kentucky. Here he commenced and continued the practice till the year 1803, when he was first elected to the Kentucky Legislature. By successive elections he was continued in the Legislature till the latter part of 1806, when he was elected to fill a vacancy, of a single session, in the United States Senate. In 1807 he was again elected to the Kentucky House of Representatives, and by that body, chosen its speaker. In 1808 he was re-elected to the same body. In 1809 he was again chosen to fill a vacancy of two years in the United States Senate. In 1811 he was elected to the United States House of Representatives, and on the first day of taking his seat in that body, he was chosen its speaker. In 1813 he was again elected Speaker. Early in 1814, being the period of our last British war, Mr. Clay was sent as commissioner, with others, to negotiate a treaty of peace, which treaty was concluded in the latter part of the same year. On his return from Europe he was again elected to the lower branch of Congress, and on taking his seat in December 1815 was called to his old post---the speaker's chair, a position in which he was retained, by successive elections, with one brief intermission, till the inauguration of John Q. Adams in March 1825. He was then appointed Secretary of State, and occupied that important station till the inauguration of Gen. Jackson in March 1829. After this he returned to Kentucky, resumed the practice of the law, and continued it till the Autumn of 1831, when he was by the Legislature of Kentucky, again placed in the United States Senate. By a re-election he was continued in the Senate till he resigned his seat, and retired, in March 1842. In December 1849 he again took his seat in the Senate, which he again resigned only a few months before his death. + +By the foregoing it is perceived that the period from the beginning of Mr. Clay's official life, in 1803, to the end of it in 1852, is but one year short of half a century; and that the sum of all the intervals in it, will not amount to ten years. But mere duration of time in office, constitutes the smallest part of Mr. Clay's history. Throughout that long period, he has constantly been the most loved, and most implicitly followed by friends, and the most dreaded by opponents, of all living American politicians. In all the great questions which have agitated the country, and particularly in those great and fearful crises, the Missouri question—the Nullification question, and the late slavery question, as connected with the newly acquired territory, involving and endangering the stability of the Union, his has been the leading and most conspicuous part. In 1824 he was first a candidate for the Presidency, and was defeated; and, although he was successively defeated for the same office in 1832, and in 1844, there has never been a moment since 1824 till after 1848 when a very large portion of the American people did not cling to him with an enthusiastic hope and purpose of still elevating him to the Presidency. With other men, to be defeated, was to be forgotten; but to him, defeat was but a trifling incident, neither changing him, or the world's estimate of him. Even those of both political parties, who have been preferred to him for the highest office, have run far briefer courses than he, and left him, still shining, high in the heavens of the political world. Jackson, Van Buren, Harrison, Polk, and Taylor, all rose after, and set long before him. The spell—the long enduring spell—with which the souls of men were bound to him, is a miracle. Who can compass it? It is probably true he owed his pre-eminence to no one quality, but to a fortunate combination of several. He was surpassingly eloquent; but many eloquent men fail utterly; and they are not, as a class, generally successful. His judgment was excellent; but many men of good judgment, live and die unnoticed. His will was indomitable; but this quality often secures to its owner nothing better than a character for useless obstinacy. These then were Mr. Clay's leading qualities. No one of them is very uncommon; but all taken together are rarely combined in a single individual; and this is probably the reason why such men as Henry Clay are so rare in the world. + +Mr. Clay's eloquence did not consist, as many fine specimens of eloquence does, of types and figures—of antithesis, and elegant arrangement of words and sentences; but rather of that deeply earnest and impassioned tone, and manner, which can proceed only from great sincerity and a thorough conviction, in the speaker of the justice and importance of his cause. This it is, that truly touches the chords of human sympathy; and those who heard Mr. Clay, never failed to be moved by it, or ever afterwards, forgot the impression. All his efforts were made for practical effect. He never spoke merely to be heard. He never delivered a Fourth of July Oration, or an eulogy on an occasion like this. As a politician or statesman, no one was so habitually careful to avoid all sectional ground. Whatever he did, he did for the whole country. In the construction of his measures he ever carefully surveyed every part of the field, and duly weighed every conflicting interest. Feeling, as he did, and as the truth surely is, that the world's best hope depended on the continued Union of these States, he was ever jealous of, and watchful for, whatever might have the slightest tendency to separate them. + +Mr. Clay's predominant sentiment, from first to last, was a deep devotion to the cause of human liberty—a strong sympathy with the oppressed every where, and an ardent wish for their elevation. With him, this was a primary and all controlling passion. Subsidiary to this was the conduct of his whole life. He loved his country partly because it was his own country, but mostly because it was a free country; and he burned with a zeal for its advancement, prosperity and glory, because he saw in such, the advancement, prosperity and glory, of human liberty, human right and human nature. He desired the prosperity of his countrymen partly because they were his countrymen, but chiefly to show to the world that freemen could be prosperous. + +That his views and measures were always the wisest, needs not to be affirmed; nor should it be, on this occasion, where so many, thinking differently, join in doing honor to his memory. A free people, in times of peace and quiet---when pressed by no common danger—naturally divide into parties. At such times, the man who is of neither party, is not—cannot be, of any consequence. Mr. Clay, therefore, was of a party. Taking a prominent part, as he did, in all the great political questions of his country for the last half century, the wisdom of his course on many, is doubted and denied by a large portion of his countrymen; and of such it is not now proper to speak particularly. But there are many others, about his course upon which, there is little or no disagreement amongst intelligent and patriotic Americans. Of these last are the War of 1812, the Missouri question, Nullification, and the now recent compromise measures. In 1812 Mr. Clay, though not unknown, was still a young man. Whether we should go to war with Great Britain, being the question of the day, a minority opposed the declaration of war by Congress, while the majority, though apparently inclining to war, had, for years, wavered, and hesitated to act decisively. Meanwhile British aggressions multiplied, and grew more daring and aggravated. By Mr. Clay, more than any other man, the struggle was brought to a decision in Congress. The question, being now fully before congress, came up, in a variety of ways, in rapid succession, on most of which occasions Mr. Clay spoke. Adding to all the logic, of which the subject was susceptible, that noble inspiration, which came to him as it came to no other, he aroused, and nerved, and inspired his friends, and confounded and bore-down all opposition. Several of his speeches, on these occasions, were reported, and are still extant; but the best of these all never was. During its delivery the reporters forgot their vocations, dropped their pens, and sat enchanted from near the beginning to quite the close. The speech now lives only in the memory of a few old men; and the enthusiasm with which they cherish their recollection of it is absolutely astonishing. The precise language of this speech we shall never know; but we do know—we cannot help knowing, that, with deep pathos, it pleaded the cause of the injured sailor—that it invoked the genius of the revolution---that it apostrophised the names of Otis, of Henry and of Washington—that it appealed to the interest, the pride, the honor and the glory of the nation—that it shamed and taunted the timidity of friends—that it scorned, and scouted, and withered the temerity of domestic foes—that it bearded and defied the British Lion—and rising, and swelling, and maddening in its course, it sounded the onset, till the charge, the shock, the steady struggle, and the glorious victory, all passed in vivid review before the entranced hearers. + +Important and exciting as was the War question, of 1812, it never so alarmed the sagacious statesmen of the country for the safety of the republic, as afterwards did the Missouri question. This sprang from that unfortunate source of discord—negro slavery. When our Federal Constitution was adopted, we owned no territory beyond the limits or ownership of the states, except the territory North-West of the River Ohio, and East of the Mississippi. What has since been formed into the States of Maine, Kentucky, and Tennessee, was, I believe, within the limits of or owned by Massachusetts, Virginia, and North Carolina. As to the North Western Territory, provision had been made, even before the adoption of the Constitution, that slavery should never go there. On the admission of the States into the Union carved from the territory we owned before the constitution, no question—or at most, no considerable question—arose about slavery—those which were within the limits of or owned by the old states, following, respectively, the condition of the parent state, and those within the North West territory, following the previously made provision. But in 1803 we purchased Louisiana of the French; and it included with much more, what has since been formed into the State of Missouri. With regard to it, nothing had been done to forestall the question of slavery. When, therefore, in 1819, Missouri, having formed a State constitution, without excluding slavery, and with slavery already actually existing within its limits, knocked at the door of the Union for admission, almost the entire representation of the non-slave-holding states, objected. A fearful and angry struggle instantly followed. This alarmed thinking men, more than any previous question, because, unlike all the former, it divided the country by geographical lines. Other questions had their opposing partizans in all localities of the country and in almost every family; so that no division of the Union could follow such, without a separation of friends, to quite as great an extent, as that of opponents. Not so with the Missouri question. On this a geographical line could be traced which, in the main, would separate opponents only. This was the danger. Mr. Jefferson, then in retirement wrote: + +"I had for a long time ceased to read newspapers, or to pay any attention to public affairs, confident they were in good hands, and content to be a passenger in our bark to the shore from which I am not distant. But this momentous question, like a fire bell in the night, awakened, and filled me with terror. I considered it at once as the knell of the Union. It is hushed, indeed, for the moment. But this is a reprieve only, not a final sentence. A geographical line, co-inciding with a marked principle, moral and political, once conceived, and held up to the angry passions of men, will never be obliterated; and every irritation will mark it deeper and deeper. I can say, with conscious truth, that there is not a man on earth who would sacrifice more than I would to relieve us from this heavy reproach, in any practicable way. The cession of that kind of property, for so it is misnamed, is a bagatelle which would not cost me a second thought, if, in that way, a general emancipation, and expatriation could be effected; and, gradually, and with due sacrifices I think it might be. But as it is, we have the wolf by the ears and we can neither hold him, nor safely let him go. Justice is in one scale, and self-preservation in the other." + +Mr. Clay was in congress, and, perceiving the danger, at once engaged his whole energies to avert it. It began, as I have said, in 1819; and it did not terminate till 1821. Missouri would not yield the point; and congress—that is, a majority in congress—by repeated votes, showed a determination to not admit the state unless it should yield. After several failures, and great labor on the part of Mr. Clay to so present the question that a majority could consent to the admission, it was, by a vote, rejected, and as all seemed to think, finally. A sullen gloom hung over the nation. All felt that the rejection of Missouri, was equivalent to a dissolution of the Union: because those states which already had, what Missouri was rejected for refusing to relinquish, would go with Missouri. All deprecated and deplored this, but none saw how to avert it. For the judgment of Members to be convinced of the necessity of yielding, was not the whole difficulty; each had a constituency to meet, and to answer to. Mr. Clay, though worn down, and exhausted, was appealed to by members, to renew his efforts at compromise. He did so, and by some judicious modifications of his plan, coupled with laborious efforts with individual members, and his own over-mastering eloquence upon the floor, he finally secured the admission of the State. Brightly, and captivating as it had previously shown, it was now perceived that his great eloquence, was a mere embellishment, or, at most, but a helping hand to his inventive genius, and his devotion to his country in the day of her extreme peril. + +After the settlement of the Missouri question, although a portion of the American people have differed with Mr. Clay, and a majority even, appear generally to have been opposed to him on questions of ordinary administration, he seems constantly to have been regarded by all, as the man for a crisis. Accordingly, in the days of Nullification, and more recently in the re-appearance of the slavery question, connected with our territory newly acquired of Mexico, the task of devising a mode of adjustment, seems to have been cast upon Mr. Clay, by common consent—and his performance of the task, in each case, was little else than a literal fulfilment of the public expectation. + +Mr. Clay's efforts in behalf of the South Americans, and afterwards, in behalf of the Greeks, in the times of their respective struggles for civil liberty are among the finest on record, upon the noblest of all themes; and bear ample corroboration of what I have said was his ruling passion—a love of liberty and right, unselfishly, and for their own sakes. + +Having been led to allude to domestic slavery so frequently already, I am unwilling to close without referring more particularly to Mr. Clay's views and conduct in regard to it. He ever was, on principle and in feeling, opposed to slavery. The very earliest, and one of the latest public efforts of his life, separated by a period of more than fifty years, were both made in favor of gradual emancipation of the slaves in Kentucky. He did not perceive, that on a question of human right, the negroes were to be excepted from the human race. And yet Mr. Clay was the owner of slaves. Cast into life where slavery was already widely spread and deeply seated, he did not perceive, as I think no wise man has perceived, how it could be at once eradicated, without producing a greater evil, even to the cause of human liberty itself. His feeling and his judgment, therefore, ever led him to oppose both extremes of opinion on the subject. Those who would shiver into fragments the Union of these States; tear to tatters its now venerated constitution; and even burn the last copy of the Bible, rather than slavery should continue a single hour, together with all their more halting sympathisers, have received, and are receiving their just execration; and the name, and opinions, and influence of Mr. Clay, are fully, and, as I trust, effectually and enduringly, arrayed against them. But I would also, if I could, array his name, opinions, and influence against the opposite extreme—against a few, but an increasing number of men, who, for the sake of perpetuating slavery, are beginning to assail and to ridicule the white-man's charter of freedom—the declaration that "all men are created free and equal." So far as I have learned, the first American, of any note, to do or attempt this, was the late John C. Calhoun; and if I mistake not, it soon after found its way into some of the messages of the Governors of South Carolina. We, however, look for, and are not much shocked by, political eccentricities and heresies in South Carolina. But, only last year, I saw with astonishment, what purported to be a letter of a very distinguished and influential clergyman of Virginia, copied, with apparent approbation, into a St. Louis newspaper, containing the following, to me, very extraordinary language— + +"I am fully aware that there is a text in some Bibles that is not in mine. Professional abolitionists have made more use of it, than of any passage in the Bible. It came, however, as I trace it, from Saint Voltaire, and was baptized by Thomas Jefferson, and since almost universally regarded as canonical authority "All men are born free and equal.' + +"This is a genuine coin in the political currency of our generation. I am sorry to say that I have never seen two men of whom it is true. But I must admit I never saw the Siamese twins, and therefore will not dogmatically say that no man ever saw a proof of this sage aphorism." + +This sounds strangely in republican America. The like was not heard in the fresher days of the Republic. Let us contrast with it the language of that truly national man, whose life and death we now commemorate and lament. I quote from a speech of Mr. Clay delivered before the American Colonization Society in 1827. + +"We are reproached with doing mischief by the agitation of this question. The society goes into no household to disturb its domestic tranquility; it addresses itself to no slaves to weaken their obligations of obedience. It seeks to affect no man's property. It neither has the power nor the will to affect the property of any one contrary to his consent. The execution of its scheme would augment instead of diminishing the value of the property left behind. The society, composed of free men, concerns itself only with the free. Collateral consequences we are not responsible for. It is not this society which has produced the great moral revolution which the age exhibits. What would they, who thus reproach us, have done? If they would repress all tendencies towards liberty, and ultimate emancipation, they must do more than put down the benevolent efforts of this society. They must go back to the era of our liberty and independence, and muzzle the cannon which thunders its annual joyous return. They must renew the slave trade with all its train of atrocities. They must suppress the workings of British philanthropy, seeking to meliorate the condition of the unfortunate West Indian slave. They must arrest the career of South American deliverance from thraldom. They must blow out the moral lights around us, and extinguish that greatest torch of all which America presents to a benighted world—pointing the way to their rights, their liberties, and their happiness. And when they have achieved all those purposes their work will be yet incomplete. They must penetrate the human soul, and eradicate the light of reason, and the love of liberty. Then, and not till then, when universal darkness and despair prevail, can you perpetuate slavery, and repress all sympathy, and all humane, and benevolent efforts among free men, in behalf of the unhappy portion of our race doomed to bondage." + +The American Colonization Society was organized in 1816. Mr. Clay, though not its projector, was one of its earliest members; and he died, as for the many preceding years he had been, its President. It was one of the most cherished objects of his direct care and consideration; and the association of his name with it has probably been its very greatest collateral support. He considered it no demerit in the society, that it tended to relieve slave-holders from the troublesome presence of the free negroes; but this was far from being its whole merit in his estimation. In the same speech from which I have quoted he says: "There is a moral fitness in the idea of returning to Africa her children, whose ancestors have been torn from her by the ruthless hand of fraud and violence. Transplanted in a foreign land, they will carry back to their native soil the rich fruits of religion, civilization, law and liberty. May it not be one of the great designs of the Ruler of the universe, (whose ways are often inscrutable by short-sighted mortals,) thus to transform an original crime, into a signal blessing to that most unfortunate portion of the globe?" This suggestion of the possible ultimate redemption of the African race and African continent, was made twenty-five years ago. Every succeeding year has added strength to the hope of its realization. May it indeed be realized! Pharaoh's country was cursed with plagues, and his hosts were drowned in the Red Sea for striving to retain a captive people who had already served them more than four hundred years. May like disasters never befall us! If as the friends of colonization hope, the present and coming generations of our countrymen shall by any means, succeed in freeing our land from the dangerous presence of slavery; and, at the same time, in restoring a captive people to their long-lost father-land, with bright prospects for the future; and this too, so gradually, that neither races nor individuals shall have suffered by the change, it will indeed be a glorious consummation. And if, to such a consummation, the efforts of Mr. Clay shall have contributed, it will be what he most ardently wished, and none of his labors will have been more valuable to his country and his kind. + +But Henry Clay is dead. His long and eventful life is closed. Our country is prosperous and powerful; but could it have been quite all it has been, and is, and is to be, without Henry Clay? Such a man the times have demanded, and such, in the providence of God was given us. But he is gone. Let us strive to deserve, as far as mortals may, the continued care of Divine Providence, trusting that, in future national emergencies, He will not fail to provide us the instruments of safety and security. \ No newline at end of file diff --git a/talk/US_presidential_speech/02/generation_task/instructions.md b/talk/US_presidential_speech/02/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..4356283143eccd51bc8ed730a3f10d62b71ee0c0 --- /dev/null +++ b/talk/US_presidential_speech/02/generation_task/instructions.md @@ -0,0 +1,95 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: The Audacity of Hope and Change** + * Context: Standing at Invesco Field, Denver, before 80,000 people. + * Key Point: Expressing profound gratitude and humility in accepting the nomination. + * Visual Idea: A wide-angle shot of a massive, diverse crowd or the iconic "Rising Sun/O" logo. + +2. **Core Logic 1: The Broken Promise of the Present** + * Critique: Addressing the failures of the previous eight years—stagnant wages, rising costs, and a diminished global standing. + * Sentiment: Highlighting the struggle of the "working American" who does everything right but still falls behind. + * Key Theme: Defining the election not as a choice between two candidates, but as a referendum on the American Dream. + +3. **Core Logic 2: A New Economic Blueprint** + * Policy Shift: Moving away from "trickle-down" economics toward building the economy from the bottom up. + * Specifics: Investing in renewable energy, ending tax breaks for outsourcing, and making healthcare/education affordable. + * Visual Idea: Clean infographics showing the shift from individual corporate gain to middle-class reinvestment. + +4. **Core Logic 3: Renewing American Leadership abroad** + * Diplomacy: Ending the war in Iraq responsibly and finishing the fight against Al Qaeda. + * Philosophy: Restoring America’s moral standing and leading with both military might and the power of ideals. + * Key Theme: A nation that is secure because it is respected, not just feared. + +5. **Core Logic 4: Transcending the Politics of Division** + * Social Unity: Challenging the "Red State vs. Blue State" narrative. + * Moral Call: Addressing common ground on issues like abortion, gun rights, and immigration through mutual respect. + * Visual Idea: A montage of people from "every walk of life"—different creeds, colors, and backgrounds. + +6. **Conclusion: The American Promise** + * Call to Action: Recalling the 45th anniversary of MLK’s "I Have a Dream" speech. + * Final Charge: "We cannot walk alone. We cannot turn back." + * Closing Statement: Reclaiming the promise that in America, destiny is inextricably linked, and together, dreams can be one. +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/02/generation_task/judge_prompt.json b/talk/US_presidential_speech/02/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..6c8adf854a46b1f62b7fad2842f32e51e0a2123b --- /dev/null +++ b/talk/US_presidential_speech/02/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening express gratitude for the nomination and acknowledge fellow candidates?**\n\n* The text should mention Obama accepting the nomination with gratitude and humility.\n* It should specifically thank Hillary Rodham Clinton, Bill Clinton, and Joe Biden.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the opening acknowledgments is missing.\n", + "\n**Is the anniversary of Martin Luther King Jr.’s \"I Have a Dream\" speech mentioned?**\n\n* The text should reference the fact that the speech is being given 45 years to the day after the March on Washington.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if this historical timing is missing.\n", + "\n**Does the text critique the \"failed policies\" of the previous eight years?**\n\n* It should mention the failures of the Bush administration and the threat of \"four more years\" of the same policies under the opponent.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this political critique is missing.\n", + "\n**Is the \"American Promise\" concept introduced?**\n\n* The text should define the American Promise as the idea that through hard work and sacrifice, each of us can pursue our individual dreams while still coming together as one American family.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what element of this thematic concept is missing.\n", + "\n**Does the text address economic issues and the struggles of the middle class?**\n\n* It should mention specific hardships like rising costs of gas and groceries, home foreclosures, and the loss of health care.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what economic detail is missing.\n", + "\n**Are the specific policy proposals for energy and taxes included?**\n\n* The text should mention ending dependence on oil from the Middle East and providing tax cuts for 95% of all working families.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify which policy proposal is missing.\n", + "\n**Does the text discuss education and investment in the workforce?**\n\n* It should mention the goal of recruiting an army of new teachers and making college affordable for anyone who is willing to serve their community or country.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the education plan is missing.\n", + "\n**Is the foreign policy vision regarding the Iraq war and global leadership mentioned?**\n\n* The text should state the intent to end the war in Iraq responsibly and rebuild alliances to defeat terrorism.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of foreign policy is missing.\n", + "\n**Does the text challenge the \"partisan\" and \"small\" politics of Washington?**\n\n* It should critique the tendency to use religion as a wedge or to question a person's patriotism for political gain.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the political critique is missing.\n", + "\n**Is the story of Obama’s own family and background included?**\n\n* The text should mention his mother’s struggles, his grandfather’s service in Patton’s army, and his grandmother’s work on a bomber assembly line.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify which family detail is missing.\n", + "\n**Does the text quote the phrase \"We cannot walk alone\" from Scripture or the civil rights movement?**\n\n* It should emphasize that the American destiny is inextricably linked and that the country must march ahead together.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if this call to unity is missing.\n", + "\n**Does the conclusion call for a \"pledge to march into the future\"?**\n\n* The text should urge the audience to keep the promise of the future and end with a blessing for the United States.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the final call to action is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the slide accurately reflect Obama's acknowledgment of his primary opponents?**\nThe slide should mention his gratitude towards Hillary Rodham Clinton, describing her as a \"champion for working Americans,\" and also mention President Clinton, Ted Kennedy, and Joe Biden.\n\n If **no**, specify if the specific tribute to Hillary Clinton or the mention of Joe Biden is missing.\n", + "\n**Is the \"American Promise\" (美国承诺) concept presented accurately as described in the speech?**\nThe slide should convey that the \"American Promise\" is the idea that through hard work and sacrifice, each of us can pursue our individual dreams while still coming together as one American family.\n\n If **no**, specify if the definition of the \"American Promise\" is misrepresented.\n", + "\n**Does the slide deck correctly reflect Obama's critique of the \"ownership society\"?**\nIt should mention his argument that for the last eight years, \"ownership society\" really meant \"you're on your own\"—where people were left to struggle with falling wages, rising costs, and job insecurity.\n\n If **no**, specify if the distinction between \"ownership\" and \"being on your own\" is missing.\n", + "\n**Are the specific economic goals mentioned by Obama accurately listed?**\nThe checklist should ensure the slides mention his plan to:\n1. Eliminate capital gains taxes for small businesses and start-ups.\n2. Cut taxes for 95% of all working families.\n3. End tax breaks for corporations that ship jobs overseas.\n\n If **no**, specify which economic policy or tax proposal is misstated.\n", + "\n**Is the energy policy and \"new American energy\" goal presented faithfully?**\nThe slide should reflect his pledge to invest $150 billion over ten years in next-generation biofuels, solar, and wind power to end the dependence on oil from the Middle East.\n\n If **no**, specify if the investment amount ($150 billion) or the specific energy sources are incorrect.\n", + "\n**Does the slide deck accurately convey Obama's education and healthcare promises?**\nIt should mention his commitment to affordable healthcare for every American and his plan to recruit an army of new teachers with better pay and higher standards.\n\n If **no**, identify if the focus on teacher recruitment or universal healthcare is omitted.\n", + "\n**Is the foreign policy stance regarding the Iraq and Afghanistan wars correctly stated?**\nThe slide should reflect his promise to end the war in Iraq \"responsibly\" and finish the fight against Al Qaeda and the Taliban in Afghanistan.\n\n If **no**, specify if the distinction between the two war strategies is blurred.\n", + "\n**Does the slide deck capture Obama's response to the \"character\" attacks?**\nIt should mention his statement that \"patriotism has no party\" and his refusal to let his opponents question his love for his country.\n\n If **no**, specify if the \"patriotism has no party\" quote or its context is missing.\n", + "\n**Is the reference to the 45th anniversary of the March on Washington presented accurately?**\nThe slide should note the significance of the date (August 28), linking his nomination to the \"preacher\" (Dr. King) and the \"I Have a Dream\" speech 45 years earlier.\n\n If **no**, specify if the historical link to Dr. King is misrepresented.\n", + "\n**Does the slide deck accurately reflect Obama's description of his own background?**\nIt should mention his story as the son of a father from Kenya and a mother from Kansas, and how his life was made possible by the \"American Promise.\"\n\n If **no**, specify if the specific details of his heritage are incorrect.\n", + "\n**Is the quote \"We cannot walk alone... We cannot turn back\" used correctly?**\nThe slide should reflect his call to \"march into the future\" and his use of Scripture to urge the audience to hold firmly to hope.\n\n If **no**, specify if the call to \"march ahead\" is missing.\n", + "\n**Does the conclusion slide accurately capture the final message of \"Change\"?**\nThe conclusion should emphasize that change happens because the American people demand it, and it echoes the theme of \"restoring the American promise.\"\n\n If **no**, specify if the source of \"change\" (the people) is misrepresented.\n" + ] +} diff --git a/talk/US_presidential_speech/02/generation_task/statistics.yaml b/talk/US_presidential_speech/02/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cba28dd4920730835e29d657be7764d7ffa9bd38 --- /dev/null +++ b/talk/US_presidential_speech/02/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/02 +category: talk +input_metrics: + total_input_tokens: 6864 + generation_prompt_tokens: 1468 + materials_total_tokens: 5396 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 5396 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/02/material.md b/talk/US_presidential_speech/02/material.md new file mode 100644 index 0000000000000000000000000000000000000000..9c80b8aceb6a96830da0fef28975947292156a64 --- /dev/null +++ b/talk/US_presidential_speech/02/material.md @@ -0,0 +1,177 @@ +August 28, 2008: Acceptance Speech at the Democratic National Convention + +Author: Barack Obama + +To Chairman Dean and my great friend Dick Durbin; and to all my fellow citizens of this great nation; + +With profound gratitude and great humility, I accept your nomination for the presidency of the United States. + +Let me express my thanks to the historic slate of candidates who accompanied me on this journey, and especially the one who traveled the farthest—a champion for working Americans and an inspiration to my daughters and to yours—Hillary Rodham Clinton. To President Clinton, who last night made the case for change as only he can make it; to Ted Kennedy, who embodies the spirit of service; and to the next Vice President of the United States, Joe Biden, I thank you. I am grateful to finish this journey with one of the finest statesmen of our time, a man at ease with everyone from world leaders to the conductors on the Amtrak train he still takes home every night. + +To the love of my life, our next First Lady, Michelle Obama, and to Sasha and Malia—I love you so much, and I'm so proud of all of you. + +Four years ago, I stood before you and told you my story—of the brief union between a young man from Kenya and a young woman from Kansas who weren't well-off or well-known, but shared a belief that in America, their son could achieve whatever he put his mind to. + +It is that promise that has always set this country apart—that through hard work and sacrifice, each of us can pursue our individual dreams but still come together as one American family, to ensure that the next generation can pursue their dreams as well. + +That's why I stand here tonight. Because for two hundred and thirty two years, at each moment when that promise was in jeopardy, ordinary men and women—students and soldiers, farmers and teachers, nurses and janitors—found the courage to keep it alive. + +We meet at one of those defining moments—a moment when our nation is at war, our economy is in turmoil, and the American promise has been threatened once more. + +Tonight, more Americans are out of work and more are working harder for less. More of you have lost your homes and even more are watching your home values plummet. More of you have cars you can't afford to drive, credit card bills you can't afford to pay, and tuition that's beyond your reach. + +These challenges are not all of government's making. But the failure to respond is a direct result of a broken politics in Washington and the failed policies of George W. Bush. + +America, we are better than these last eight years. We are a better country than this. + +This country is more decent than one where a woman in Ohio, on the brink of retirement, finds herself one illness away from disaster after a lifetime of hard work. + +This country is more generous than one where a man in Indiana has to pack up the equipment he's worked on for twenty years and watch it shipped off to China, and then chokes up as he explains how he felt like a failure when he went home to tell his family the news. + +We are more compassionate than a government that lets veterans sleep on our streets and families slide into poverty; that sits on its hands while a major American city drowns before our eyes. + +Tonight, I say to the American people, to Democrats and Republicans and Independents across this great land—enough! This moment—this election—is our chance to keep, in the 21st century, the American promise alive. Because next week, in Minnesota, the same party that brought you two terms of George Bush and Dick Cheney will ask this country for a third. And we are here because we love this country too much to let the next four years look like the last eight. On November 4th, we must stand up and say: "Eight is enough." + +Now let there be no doubt. The Republican nominee, John McCain, has worn the uniform of our country with bravery and distinction, and for that we owe him our gratitude and respect. And next week, we'll also hear about those occasions when he's broken with his party as evidence that he can deliver the change that we need. + +But the record's clear: John McCain has voted with George Bush ninety percent of the time. Senator McCain likes to talk about judgment, but really, what does it say about your judgment when you think George Bush has been right more than ninety percent of the time? I don't know about you, but I'm not ready to take a ten percent chance on change. + +The truth is, on issue after issue that would make a difference in your lives—on health care and education and the economy—Senator McCain has been anything but independent. He said that our economy has made "great progress" under this President. He said that the fundamentals of the economy are strong. And when one of his chief advisors—the man who wrote his economic plan—was talking about the anxiety Americans are feeling, he said that we were just suffering from a "mental recession," and that we've become, and I quote, "a nation of whiners." A nation of whiners? Tell that to the proud auto workers at a Michigan plant who, after they found out it was closing, kept showing up every day and working as hard as ever, because they knew there were people who counted on the brakes that they made. Tell that to the military families who shoulder their burdens silently as they watch their loved ones leave for their third or fourth or fifth tour of duty. These are not whiners. They work hard and give back and keep going without complaint. These are the Americans that I know. + +Now, I don't believe that Senator McCain doesn't care what's going on in the lives of Americans. I just think he doesn't know. Why else would he define middle-class as someone making under five million dollars a year? How else could he propose hundreds of billions in tax breaks for big corporations and oil companies but not one penny of tax relief to more than one hundred million Americans? How else could he offer a health care plan that would actually tax people's benefits, or an education plan that would do nothing to help families pay for college, or a plan that would privatize Social Security and gamble your retirement? + +It's not because John McCain doesn't care. It's because John McCain doesn't get it. + +For over two decades, he's subscribed to that old, discredited Republican philosophy—give more and more to those with the most and hope that prosperity trickles down to everyone else. In Washington, they call this the Ownership Society, but what it really means is—you're on your own. Out of work? Tough luck. No health care? The market will fix it. Born into poverty? Pull yourself up by your own bootstraps—even if you don't have boots. You're on your own. + +Well it's time for them to own their failure. It's time for us to change America. + +You see, we Democrats have a very different measure of what constitutes progress in this country. + +We measure progress by how many people can find a job that pays the mortgage; whether you can put a little extra money away at the end of each month so you can someday watch your child receive her college diploma. We measure progress in the 23 million new jobs that were created when Bill Clinton was President—when the average American family saw its income go up $7,500 instead of down $2,000 like it has under George Bush. + +We measure the strength of our economy not by the number of billionaires we have or the profits of the Fortune 500, but by whether someone with a good idea can take a risk and start a new business, or whether the waitress who lives on tips can take a day off to look after a sick kid without losing her job—an economy that honors the dignity of work. + +The fundamentals we use to measure economic strength are whether we are living up to that fundamental promise that has made this country great—a promise that is the only reason I am standing here tonight. + +Because in the faces of those young veterans who come back from Iraq and Afghanistan, I see my grandfather, who signed up after Pearl Harbor, marched in Patton's Army, and was rewarded by a grateful nation with the chance to go to college on the GI Bill. + +In the face of that young student who sleeps just three hours before working the night shift, I think about my mom, who raised my sister and me on her own while she worked and earned her degree; who once turned to food stamps but was still able to send us to the best schools in the country with the help of student loans and scholarships. + +When I listen to another worker tell me that his factory has shut down, I remember all those men and women on the South Side of Chicago who I stood by and fought for two decades ago after the local steel plant closed. + +And when I hear a woman talk about the difficulties of starting her own business, I think about my grandmother, who worked her way up from the secretarial pool to middle-management, despite years of being passed over for promotions because she was a woman. She's the one who taught me about hard work. She's the one who put off buying a new car or a new dress for herself so that I could have a better life. She poured everything she had into me. And although she can no longer travel, I know that she's watching tonight, and that tonight is her night as well. + +I don't know what kind of lives John McCain thinks that celebrities lead, but this has been mine. These are my heroes. Theirs are the stories that shaped me. And it is on their behalf that I intend to win this election and keep our promise alive as President of the United States. + +What is that promise? + +It's a promise that says each of us has the freedom to make of our own lives what we will, but that we also have the obligation to treat each other with dignity and respect. + +It's a promise that says the market should reward drive and innovation and generate growth, but that businesses should live up to their responsibilities to create American jobs, look out for American workers, and play by the rules of the road. + +Ours is a promise that says government cannot solve all our problems, but what it should do is that which we cannot do for ourselves—protect us from harm and provide every child a decent education; keep our water clean and our toys safe; invest in new schools and new roads and new science and technology. + +Our government should work for us, not against us. It should help us, not hurt us. It should ensure opportunity not just for those with the most money and influence, but for every American who's willing to work. + +That's the promise of America—the idea that we are responsible for ourselves, but that we also rise or fall as one nation; the fundamental belief that I am my brother's keeper; I am my sister's keeper. + +That's the promise we need to keep. That's the change we need right now. So let me spell out exactly what that change would mean if I am President. + +Change means a tax code that doesn't reward the lobbyists who wrote it, but the American workers and small businesses who deserve it. + +Unlike John McCain, I will stop giving tax breaks to corporations that ship jobs overseas, and I will start giving them to companies that create good jobs right here in America. + +I will eliminate capital gains taxes for the small businesses and the start-ups that will create the high-wage, high-tech jobs of tomorrow. + +I will cut taxes—cut taxes—for 95 percent of all working families. Because in an economy like this, the last thing we should do is raise taxes on the middle-class. + +And for the sake of our economy, our security, and the future of our planet, I will set a clear goal as President: in ten years, we will finally end our dependence on oil from the Middle East. + +Washington's been talking about our oil addiction for the last thirty years, and John McCain has been there for twenty-six of them. In that time, he's said no to higher fuel-efficiency standards for cars, no to investments in renewable energy, no to renewable fuels. And today, we import triple the amount of oil as the day that Senator McCain took office. + +Now is the time to end this addiction, and to understand that drilling is a stop-gap measure, not a long-term solution. Not even close. + +As President, I will tap our natural gas reserves, invest in clean coal technology, and find ways to safely harness nuclear power. I'll help our auto companies re-tool, so that the fuel-efficient cars of the future are built right here in America. I'll make it easier for the American people to afford these new cars. And I'll invest 150 billion dollars over the next decade in affordable, renewable sources of energy—wind power and solar power and the next generation of biofuels; an investment that will lead to new industries and five million new jobs that pay well and can't ever be outsourced. + +America, now is not the time for small plans. + +Now is the time to finally meet our moral obligation to provide every child a world-class education, because it will take nothing less to compete in the global economy. Michelle and I are only here tonight because we were given a chance at an education. And I will not settle for an America where some kids don't have that chance. I'll invest in early childhood education. I'll recruit an army of new teachers, and pay them higher salaries and give them more support. And in exchange, I'll ask for higher standards and more accountability. And we will keep our promise to every young American - if you commit to serving your community or your country, we will make sure you can afford a college education. + +Now is the time to finally keep the promise of affordable, accessible health care for every single American. If you have health care, my plan will lower your premiums. If you don't, you'll be able to get the same kind of coverage that members of Congress give themselves. And as someone who watched my mother argue with insurance companies while she lay in bed dying of cancer, I will make certain those companies stop discriminating against those who are sick and need care the most. + +Now is the time to help families with paid sick days and better family leave, because nobody in America should have to choose between keeping their jobs and caring for a sick child or ailing parent. + +Now is the time to change our bankruptcy laws, so that your pensions are protected ahead of CEO bonuses; and the time to protect Social Security for future generations. + +And now is the time to keep the promise of equal pay for an equal day's work, because I want my daughters to have exactly the same opportunities as your sons. + +Now, many of these plans will cost money, which is why I've laid out how I'll pay for every dime—by closing corporate loopholes and tax havens that don't help America grow. But I will also go through the federal budget, line by line, eliminating programs that no longer work and making the ones we do need work better and cost less—because we cannot meet twenty-first century challenges with a twentieth century bureaucracy. + +And Democrats, we must also admit that fulfilling America's promise will require more than just money. It will require a renewed sense of responsibility from each of us to recover what John F. Kennedy called our "intellectual and moral strength." Yes, government must lead on energy independence, but each of us must do our part to make our homes and businesses more efficient. Yes, we must provide more ladders to success for young men who fall into lives of crime and despair. But we must also admit that programs alone can't replace parents; that government can't turn off the television and make a child do her homework; that fathers must take more responsibility for providing the love and guidance their children need. + +Individual responsibility and mutual responsibility—that's the essence of America's promise. + +And just as we keep our keep our promise to the next generation here at home, so must we keep America's promise abroad. If John McCain wants to have a debate about who has the temperament, and judgment, to serve as the next Commander-in-Chief, that's a debate I'm ready to have. + +For while Senator McCain was turning his sights to Iraq just days after 9/11, I stood up and opposed this war, knowing that it would distract us from the real threats we face. When John McCain said we could just "muddle through" in Afghanistan, I argued for more resources and more troops to finish the fight against the terrorists who actually attacked us on 9/11, and made clear that we must take out Osama bin Laden and his lieutenants if we have them in our sights. John McCain likes to say that he'll follow bin Laden to the Gates of Hell—but he won't even go to the cave where he lives. + +And today, as my call for a time frame to remove our troops from Iraq has been echoed by the Iraqi government and even the Bush Administration, even after we learned that Iraq has a $79 billion surplus while we're wallowing in deficits, John McCain stands alone in his stubborn refusal to end a misguided war. + +That's not the judgment we need. That won't keep America safe. We need a President who can face the threats of the future, not keep grasping at the ideas of the past. + +You don't defeat a terrorist network that operates in eighty countries by occupying Iraq. You don't protect Israel and deter Iran just by talking tough in Washington. You can't truly stand up for Georgia when you've strained our oldest alliances. If John McCain wants to follow George Bush with more tough talk and bad strategy, that is his choice—but it is not the change we need. + +We are the party of Roosevelt. We are the party of Kennedy. So don't tell me that Democrats won't defend this country. Don't tell me that Democrats won't keep us safe. The Bush-McCain foreign policy has squandered the legacy that generations of Americans—Democrats and Republicans—have built, and we are here to restore that legacy. + +As Commander-in-Chief, I will never hesitate to defend this nation, but I will only send our troops into harm's way with a clear mission and a sacred commitment to give them the equipment they need in battle and the care and benefits they deserve when they come home. + +I will end this war in Iraq responsibly, and finish the fight against al Qaeda and the Taliban in Afghanistan. I will rebuild our military to meet future conflicts. But I will also renew the tough, direct diplomacy that can prevent Iran from obtaining nuclear weapons and curb Russian aggression. I will build new partnerships to defeat the threats of the 21st century: terrorism and nuclear proliferation; poverty and genocide; climate change and disease. And I will restore our moral standing, so that America is once again that last, best hope for all who are called to the cause of freedom, who long for lives of peace, and who yearn for a better future. + +These are the policies I will pursue. And in the weeks ahead, I look forward to debating them with John McCain. + +But what I will not do is suggest that the Senator takes his positions for political purposes. Because one of the things that we have to change in our politics is the idea that people cannot disagree without challenging each other's character and patriotism. + +The times are too serious, the stakes are too high for this same partisan playbook. So let us agree that patriotism has no party. I love this country, and so do you, and so does John McCain. The men and women who serve in our battlefields may be Democrats and Republicans and Independents, but they have fought together and bled together and some died together under the same proud flag. They have not served a Red America or a Blue America—they have served the United States of America. + +So I've got news for you, John McCain. We all put our country first. + +America, our work will not be easy. The challenges we face require tough choices, and Democrats as well as Republicans will need to cast off the worn-out ideas and politics of the past. For part of what has been lost these past eight years can't just be measured by lost wages or bigger trade deficits. What has also been lost is our sense of common purpose—our sense of higher purpose. And that's what we have to restore. + +We may not agree on abortion, but surely we can agree on reducing the number of unwanted pregnancies in this country. The reality of gun ownership may be different for hunters in rural Ohio than for those plagued by gang-violence in Cleveland, but don't tell me we can't uphold the Second Amendment while keeping AK-47s out of the hands of criminals. I know there are differences on same-sex marriage, but surely we can agree that our gay and lesbian brothers and sisters deserve to visit the person they love in the hospital and to live lives free of discrimination. Passions fly on immigration, but I don't know anyone who benefits when a mother is separated from her infant child or an employer undercuts American wages by hiring illegal workers. This too is part of America's promise—the promise of a democracy where we can find the strength and grace to bridge divides and unite in common effort. + +I know there are those who dismiss such beliefs as happy talk. They claim that our insistence on something larger, something firmer and more honest in our public life is just a Trojan Horse for higher taxes and the abandonment of traditional values. And that's to be expected. Because if you don't have any fresh ideas, then you use stale tactics to scare the voters. If you don't have a record to run on, then you paint your opponent as someone people should run from. + +You make a big election about small things. + +And you know what—it's worked before. Because it feeds into the cynicism we all have about government. When Washington doesn't work, all its promises seem empty. If your hopes have been dashed again and again, then it's best to stop hoping, and settle for what you already know. + +I get it. I realize that I am not the likeliest candidate for this office. I don't fit the typical pedigree, and I haven't spent my career in the halls of Washington. + +But I stand before you tonight because all across America something is stirring. What the nay-sayers don't understand is that this election has never been about me. It's been about you. + +For eighteen long months, you have stood up, one by one, and said enough to the politics of the past. You understand that in this election, the greatest risk we can take is to try the same old politics with the same old players and expect a different result. You have shown what history teaches us—that at defining moments like this one, the change we need doesn't come from Washington. Change comes to Washington. Change happens because the American people demand it—because they rise up and insist on new ideas and new leadership, a new politics for a new time. + +America, this is one of those moments. + +I believe that as hard as it will be, the change we need is coming. Because I've seen it. Because I've lived it. I've seen it in Illinois, when we provided health care to more children and moved more families from welfare to work. I've seen it in Washington, when we worked across party lines to open up government and hold lobbyists more accountable, to give better care for our veterans and keep nuclear weapons out of terrorist hands. + +And I've seen it in this campaign. In the young people who voted for the first time, and in those who got involved again after a very long time. In the Republicans who never thought they'd pick up a Democratic ballot, but did. I've seen it in the workers who would rather cut their hours back a day than see their friends lose their jobs, in the soldiers who re-enlist after losing a limb, in the good neighbors who take a stranger in when a hurricane strikes and the floodwaters rise. + +This country of ours has more wealth than any nation, but that's not what makes us rich. We have the most powerful military on Earth, but that's not what makes us strong. Our universities and our culture are the envy of the world, but that's not what keeps the world coming to our shores. + +Instead, it is that American spirit—that American promise—that pushes us forward even when the path is uncertain; that binds us together in spite of our differences; that makes us fix our eye not on what is seen, but what is unseen, that better place around the bend. + +That promise is our greatest inheritance. It's a promise I make to my daughters when I tuck them in at night, and a promise that you make to yours—a promise that has led immigrants to cross oceans and pioneers to travel west; a promise that led workers to picket lines, and women to reach for the ballot. + +And it is that promise that forty five years ago today, brought Americans from every corner of this land to stand together on a Mall in Washington, before Lincoln's Memorial, and hear a young preacher from Georgia speak of his dream. + +The men and women who gathered there could've heard many things. They could've heard words of anger and discord. They could've been told to succumb to the fear and frustration of so many dreams deferred. + +But what the people heard instead—people of every creed and color, from every walk of life—is that in America, our destiny is inextricably linked. That together, our dreams can be one. + +"We cannot walk alone," the preacher cried. "And as we walk, we must make the pledge that we shall always march ahead. We cannot turn back." + +America, we cannot turn back. Not with so much work to be done. Not with so many children to educate, and so many veterans to care for. Not with an economy to fix and cities to rebuild and farms to save. Not with so many families to protect and so many lives to mend. America, we cannot turn back. We cannot walk alone. At this moment, in this election, we must pledge once more to march into the future. Let us keep that promise - that American promise - and in the words of Scripture hold firmly, without wavering, to the hope that we confess. + +Thank you, God Bless you, and God Bless the United States of America. \ No newline at end of file diff --git a/talk/US_presidential_speech/03/generation_task/instructions.md b/talk/US_presidential_speech/03/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..3103d6b6f17eab7ab35474c4bdb26e8f6bea4e47 --- /dev/null +++ b/talk/US_presidential_speech/03/generation_task/instructions.md @@ -0,0 +1,95 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: The Mutual Covenant** + * Concept: The presidential oath as a public and mutual contract between the leader and the people. + * Key Point: The law as an unfailing defense that neither wealth nor station can evade. + * Visual Idea: A symbolic image of a solemn oath-taking ceremony or a classic balance scale representing justice. + +2. **Core Logic 1: The Sovereignty of Law** + * Principle: Our government is a government of law, not of men. + * Focus: The importance of a faithful execution of the laws to ensure national security and individual liberty. + * Key Theme: Respect for the law as the highest form of patriotism. + +3. **Core Logic 2: Economic Prosperity and Social Justice** + * Development: The rapid growth of national resources and the peaceful agencies of commerce. + * Moral Condition: Wealth and power are gifts taken on the condition that "justice and mercy shall hold the reins of power." + * Key Theme: Ensuring that the avenues of hope remain free to all citizens regardless of background. + +4. **Core Logic 3: National Unity and Mutual Respect** + * Federalism: Every State brings its generous contribution to the aggregate of the nation's increase. + * Observation: Increasing intercourse and commerce among the states are promoting mutual respect and stability. + * Visual Idea: A map of the United States showing interconnected trade routes or diverse state emblems converging. + +5. **Core Logic 4: The True Measure of Greatness** + * Shift in Perspective: Looking beyond harvests, cattle, and ores. + * Ultimate Honor: The State that most promotes education, virtue, justice, and patriotism among its people is the most successful. + * Key Theme: Moral and intellectual development as the true crown of the nation. + +6. **Conclusion: A Confident Future** + * Outlook: No mistrust of the future; a history of vanquishing dangers in our path. + * Final Appeal: A call for a stable, patriotic, and law-abiding citizenry to uphold the public honor. + * Closing Statement: A vision of a nation where progress is defined by the virtue and well-being of its people. +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/03/generation_task/judge_prompt.json b/talk/US_presidential_speech/03/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..331fe076921d251e60108205e6c7676bb5b39599 --- /dev/null +++ b/talk/US_presidential_speech/03/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening describe the \"mutual covenant\" between the President and the people?**\n\n* The text should mention that while there is no legal requirement to take the oath in public, doing so creates a solemn agreement where the officer and the people support each other.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the \"mutual covenant\" is missing.\n", + "\n**Is the historical transition from the \"weak\" Confederation to the Constitution mentioned?**\n\n* The text should reference the period of the \"Old Confederation\" and how it was replaced by a more perfect Union under the Constitution.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what historical context is missing.\n", + "\n**Does the text address the issue of \"Revenue and Protection\" (Tariffs)?**\n\n* It should mention the importance of protective duties to foster American industry and the need to manage the surplus in the treasury without encouraging waste.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the tariff or revenue discussion is missing.\n", + "\n**Is the \"Naturalization and Immigration\" policy discussed?**\n\n* The text should state that while America welcomes those who seek liberty, it must exclude those who are \"unfitted\" for citizenship or whose presence would lower the standard of American life.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of immigration policy is missing.\n", + "\n**Does the text mention the \"Monroe Doctrine\" or foreign relations?**\n\n* It should express a desire for peace with all nations but emphasize that European interference in American affairs will not be permitted.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of foreign policy is missing.\n", + "\n**Is the importance of the \"Navy\" and maritime defense highlighted?**\n\n* The text should mention the need to rebuild and maintain a respectable navy to protect American commerce and dignity on the seas.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of naval defense is missing.\n", + "\n**Does the text address \"Civil Service Reform\"?**\n\n* It should mention that appointments to office should be based on fitness and that the civil service should be managed with efficiency and integrity.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of civil service reform is missing.\n", + "\n**Is the \"Right of Suffrage\" (Voting Rights) and election integrity mentioned?**\n\n* The text should argue that a free ballot is the only basis of a free government and that any attempt to suppress or corrupt votes is a crime against the nation.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of election integrity is missing.\n", + "\n**Does the text mention the \"Pensions\" for Civil War veterans?**\n\n* It should state that the nation owes a debt of gratitude to the veterans who saved the Union and that their care should be a priority.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of veteran support is missing.\n", + "\n**Is the relationship between \"Commerce\" and \"National Unity\" discussed?**\n\n* The text should mention how the growth of trade and the development of resources across different States are binding the country together.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this unity is missing.\n", + "\n**Does the text include the condition that \"Justice and Mercy\" must hold the reins of power?**\n\n* It should state that the nation's great wealth and power are only valuable if accompanied by justice, mercy, and hope for all people.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if this moral condition is missing.\n", + "\n**Does the conclusion emphasize the State that best promotes \"Education and Virtue\"?**\n\n* The text should end by stating that the highest honor will be given not to the wealthiest state, but to the one that most promotes education, virtue, justice, and patriotism.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the concluding vision is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the slide accurately reflect Harrison's view of the Presidential oath as a \"mutual covenant\"?**\nThe slide should state that Harrison views the public oath as a mutual covenant where the officer promises to serve the people through faithful execution of laws, and the people covenant to support and defend those laws.\n\n If **no**, specify if the reciprocal nature of the \"covenant\" between the President and the people is missing.\n", + "\n**Is the balance between the \"National Government\" and \"State Governments\" presented accurately?**\nThe slide should reflect Harrison's belief that the National Government is not a foreign jurisdiction, and its laws are the laws of the people in the states, emphasizing that the Union and the States are part of one system.\n\n If **no**, specify if the relationship between federal and state jurisdiction is misrepresented.\n", + "\n**Does the slide deck correctly convey Harrison's stance on the \"protective system\" (Tariffs)?**\nIt should mention his support for the protective system, stating it is not just a tax but a means to secure high wages for American labor and provide a home market for agricultural products.\n\n If **no**, identify if the justification for protective tariffs (labor and agriculture) is omitted.\n", + "\n**Are the conditions for \"wealth and power\" accurately listed according to the speech?**\nThe checklist should ensure the slides mention that great power and wealth are gifts taken upon the condition that \"justice and mercy shall hold the reins of power\" and \"the upward avenues of hope shall be free to all.\"\n\n If **no**, specify if the moral conditions for national prosperity are misstated.\n", + "\n**Is the policy regarding the \"Navy\" and \"Coastal Defense\" presented faithfully?**\nThe slide should reflect Harrison's call for the construction of an American Navy and the defense of American ports, stating it is a matter of \"national honor\" and security.\n\n If **no**, specify if the emphasis on naval expansion or coastal protection is missing.\n", + "\n**Does the slide deck accurately convey the importance of \"Education\" as a state duty?**\nIt should mention Harrison's belief that the states have the primary duty of educating their people, but that the federal government should provide aid where local resources are insufficient to ensure universal education.\n\n If **no**, identify if the federal-state balance regarding education funding is distorted.\n", + "\n**Is the stance on \"Immigration\" and \"Naturalization\" correctly stated?**\nThe slide should reflect his view that while America welcomes those who love liberty, it must exclude those who \"burden our charities\" or \"preach a gospel of hate and social disturbance.\"\n\n If **no**, specify if the criteria for restricting immigration are misrepresented.\n", + "\n**Does the slide deck capture Harrison's vision for \"Foreign Policy\" in the Americas?**\nIt should mention his desire for a \"closer and more friendly relationship\" with the independent states of the Western Hemisphere based on mutual interest and peace.\n\n If **no**, specify if the focus on Pan-American cooperation is missing.\n", + "\n**Is the \"Civil Service Reform\" section presented accurately?**\nThe slide should note that while party service should not be ignored, the \"primary inquiry\" for any public officer must be their fitness for the position and fidelity to the service.\n\n If **no**, specify if the balance between political merit and professional fitness is skewed.\n", + "\n**Does the slide deck accurately reflect Harrison's description of \"Sectionalism\"?**\nIt should mention his hope that the old \"sectional\" differences (North vs. South) are disappearing and that the national laws are now being respected in every part of the country.\n\n If **no**, specify if the message of national reconciliation is omitted.\n", + "\n**Is the reference to the \"Next Census\" (1890) presented correctly?**\nThe slide should note Harrison's expectation that the next census will reveal \"swift development\" and that he will honor the state that most promoted \"education, virtue, justice, and patriotism.\"\n\n If **no**, specify if the competition between states for moral/intellectual development is missing.\n", + "\n**Does the conclusion slide accurately capture the final message of \"Stability\"?**\nThe conclusion should emphasize his belief that the \"great body of our people are stable, patriotic, and law-abiding\" and that he does not \"mistrust the future.\"\n\n If **no**, specify if the optimistic tone regarding the American people's character is altered.\n" + ] +} diff --git a/talk/US_presidential_speech/03/generation_task/statistics.yaml b/talk/US_presidential_speech/03/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6a0648fdc62ef40f8e5b23de28d941790240aaed --- /dev/null +++ b/talk/US_presidential_speech/03/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/03 +category: talk +input_metrics: + total_input_tokens: 6549 + generation_prompt_tokens: 1428 + materials_total_tokens: 5121 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 5121 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/03/material.md b/talk/US_presidential_speech/03/material.md new file mode 100644 index 0000000000000000000000000000000000000000..09d4247466548a27d7f4d1a95c71dd65a2ef01c6 --- /dev/null +++ b/talk/US_presidential_speech/03/material.md @@ -0,0 +1,75 @@ +Inaugural Address + +Author: Benjamin Harrison + +Fellow-Citizens:  + +There is no constitutional or legal requirement that the President shalltake the oath of office in the presence of the people, but there is somanifest an appropriateness in the public induction to office of the chiefexecutive officer of the nation that from the beginning of the Governmentthe people, to whose service the official oath consecrates the officer,have been called to witness the solemn ceremonial. The oath taken in thepresence of the people becomes a mutual covenant. The officer covenantsto serve the whole body of the people by a faithful execution of the laws,so that they may be the unfailing defense and security of those who respectand observe them, and that neither wealth, station, nor the power of combinationsshall be able to evade their just penalties or to wrest them from a beneficentpublic purpose to serve the ends of cruelty or selfishness.  + +My promise is spoken; yours unspoken, but not the less real and solemn.The people of every State have here their representatives. Surely I donot misinterpret the spirit of the occasion when I assume that the wholebody of the people covenant with me and with each other to-day to supportand defend the Constitution and the Union of the States, to yield willingobedience to all the laws and each to every other citizen his equal civiland political rights. Entering thus solemnly into covenant with each other,we may reverently invoke and confidently expect the favor and help of AlmightyGod--that He will give to me wisdom, strength, and fidelity, and to ourpeople a spirit of fraternity and a love of righteousness and peace.  + +This occasion derives peculiar interest from the fact that the Presidentialterm which begins this day is the twenty-sixth under our Constitution.The first inauguration of President Washington took place in New York,where Congress was then sitting, on the 30th day of April, 1789, havingbeen deferred by reason of delays attending the organization of the Congressand the canvass of the electoral vote. Our people have already worthilyobserved the centennials of the Declaration of Independence, of the battleof Yorktown, and of the adoption of the Constitution, and will shortlycelebrate in New York the institution of the second great department ofour constitutional scheme of government. When the centennial of the institutionof the judicial department, by the organization of the Supreme Court, shallhave been suitably observed, as I trust it will be, our nation will havefully entered its second century.  + +I will not attempt to note the marvelous and in great part happy contrastsbetween our country as it steps over the threshold into its second centuryof organized existence under the Constitution and that weak but wiselyordered young nation that looked undauntedly down the first century, whenall its years stretched out before it.  + +Our people will not fail at this time to recall the incidents whichaccompanied the institution of government under the Constitution, or tofind inspiration and guidance in the teachings and example of Washingtonand his great associates, and hope and courage in the contrast which thirty-eightpopulous and prosperous States offer to the thirteen States, weak in everythingexcept courage and the love of liberty, that then fringed our Atlanticseaboard.  + +The Territory of Dakota has now a population greater than any of theoriginal States (except Virginia) and greater than the aggregate of fiveof the smaller States in 1790. The center of population when our nationalcapital was located was east of Baltimore, and it was argued by many well-informedpersons that it would move eastward rather than westward; yet in 1880 itwas found to be near Cincinnati, and the new census about to be taken willshow another stride to the westward. That which was the body has come tobe only the rich fringe of the nation's robe. But our growth has not beenlimited to territory, population and aggregate wealth, marvelous as ithas been in each of those directions. The masses of our people are betterfed, clothed, and housed than their fathers were. The facilities for populareducation have been vastly enlarged and more generally diffused.  + +The virtues of courage and patriotism have given recent proof of theircontinued presence and increasing power in the hearts and over the livesof our people. The influences of religion have been multiplied and strengthened.The sweet offices of charity have greatly increased. The virtue of temperanceis held in higher estimation. We have not attained an ideal condition.Not all of our people are happy and prosperous; not all of them are virtuousand law-abiding. But on the whole the opportunities offered to the individualto secure the comforts of life are better than are found elsewhere andlargely better than they were here one hundred years ago.  + +The surrender of a large measure of sovereignty to the General Government,effected by the adoption of the Constitution, was not accomplished untilthe suggestions of reason were strongly reenforced by the more imperativevoice of experience. The divergent interests of peace speedily demandeda "more perfect union." The merchant, the shipmaster, and the manufacturerdiscovered and disclosed to our statesmen and to the people that commercialemancipation must be added to the political freedom which had been so bravelywon. The commercial policy of the mother country had not relaxed any ofits hard and oppressive features. To hold in check the development of ourcommercial marine, to prevent or retard the establishment and growth ofmanufactures in the States, and so to secure the American market for theirshops and the carrying trade for their ships, was the policy of Europeanstatesmen, and was pursued with the most selfish vigor.  + +Petitions poured in upon Congress urging the imposition of discriminatingduties that should encourage the production of needed things at home. Thepatriotism of the people, which no longer found afield of exercise in war,was energetically directed to the duty of equipping the young Republicfor the defense of its independence by making its people self-dependent.Societies for the promotion of home manufactures and for encouraging theuse of domestics in the dress of the people were organized in many of theStates. The revival at the end of the century of the same patriotic interestin the preservation and development of domestic industries and the defenseof our working people against injurious foreign competition is an incidentworthy of attention. It is not a departure but a return that we have witnessed.The protective policy had then its opponents. The argument was made, asnow, that its benefits inured to particular classes or sections.  + +If the question became in any sense or at any time sectional, it wasonly because slavery existed in some of the States. But for this therewas no reason why the cotton-producing States should not have led or walkedabreast with the New England States in the production of cotton fabrics.There was this reason only why the States that divide with Pennsylvaniathe mineral treasures of the great southeastern and central mountain rangesshould have been so tardy in bringing to the smelting furnace and to themill the coal and iron from their near opposing hillsides. Mill fires werelighted at the funeral pile of slavery. The emancipation proclamation washeard in the depths of the earth as well as in the sky; men were made free,and material things became our better servants.  + +The sectional element has happily been eliminated from the tariff discussion.We have no longer States that are necessarily only planting States. Noneare excluded from achieving that diversification of pursuits among thepeople which brings wealth and contentment. The cotton plantation willnot be less valuable when the product is spun in the country town by operativeswhose necessities call for diversified crops and create a home demand forgarden and agricultural products. Every new mine, furnace, and factoryis an extension of the productive capacity of the State more real and valuablethan added territory.  + +Shall the prejudices and paralysis of slavery continue to hang uponthe skirts of progress? How long will those who rejoice that slavery nolonger exists cherish or tolerate the incapacities it put upon their communities?I look hopefully to the continuance of our protective system and to theconsequent development of manufacturing and mining enterprises in the Stateshitherto wholly given to agriculture as a potent influence in the perfectunification of our people. The men who have invested their capital in theseenterprises, the farmers who have felt the benefit of their neighborhood,and the men who work in shop or field will not fail to find and to defenda community of interest.  + +Is it not quite possible that the farmers and the promoters of the greatmining and manufacturing enterprises which have recently been establishedin the South may yet find that the free ballot of the workingman, withoutdistinction of race, is needed for their defense as well as for his own?I do not doubt that if those men in the South who now accept the tariffviews of Clay and the constitutional expositions of Webster would courageouslyavow and defend their real convictions they would not find it difficult,by friendly instruction and cooperation, to make the black man their efficientand safe ally, not only in establishing correct principles in our nationaladministration, but in preserving for their local communities the benefitsof social order and economical and honest government. At least until thegood offices of kindness and education have been fairly tried the contraryconclusion can not be plausibly urged.  + +I have altogether rejected the suggestion of a special Executive policyfor any section of our country. It is the duty of the Executive to administerand enforce in the methods and by the instrumentalities pointed out andprovided by the Constitution all the laws enacted by Congress. These lawsare general and their administration should be uniform and equal. As acitizen may not elect what laws he will obey, neither may the Executiveeject which he will enforce. The duty to obey and to execute embraces theConstitution in its entirety and the whole code of laws enacted under it.The evil example of permitting individuals, corporations, or communitiesto nullify the laws because they cross some selfish or local interest orprejudices is full of danger, not only to the nation at large, but muchmore to those who use this pernicious expedient to escape their just obligationsor to obtain an unjust advantage over others. They will presently themselvesbe compelled to appeal to the law for protection, and those who would usethe law as a defense must not deny that use of it to others.  + +If our great corporations would more scrupulously observe their legallimitations and duties, they would have less cause to complain of the unlawfullimitations of their rights or of violent interference with their operations.The community that by concert, open or secret, among its citizens deniesto a portion of its members their plain rights under the law has severedthe only safe bond of social order and prosperity. The evil works froma bad center both ways. It demoralizes those who practice it and destroysthe faith of those who suffer by it in the efficiency of the law as a safeprotector. The man in whose breast that faith has been darkened is naturallythe subject of dangerous and uncanny suggestions. Those who use unlawfulmethods, if moved by no higher motive than the selfishness that promptedthem, may well stop and inquire what is to be the end of this.  + +An unlawful expedient can not become a permanent condition of government.If the educated and influential classes in a community either practiceor connive at the systematic violation of laws that seem to them to crosstheir convenience, what can they expect when the lesson that convenienceor a supposed class interest is a sufficient cause for lawlessness hasbeen well learned by the ignorant classes? A community where law is therule of conduct and where courts, not mobs, execute its penalties is theonly attractive field for business investments and honest labor.  + +Our naturalization laws should be so amended as to make the inquiryinto the character and good disposition of persons applying for citizenshipmore careful and searching. Our existing laws have been in their administrationan unimpressive and often an unintelligible form. We accept the man asa citizen without any knowledge of his fitness, and he assumes the dutiesof citizenship without any knowledge as to what they are. The privilegesof American citizenship are so great and its duties so grave that we maywell insist upon a good knowledge of every person applying for citizenshipand a good knowledge by him of our institutions. We should not cease tobe hospitable to immigration, but we should cease to be careless as tothe character of it. There are men of all races, even the best, whose comingis necessarily a burden upon our public revenues or a threat to socialorder. These should be identified and excluded.  + +We have happily maintained a policy of avoiding all interference withEuropean affairs. We have been only interested spectators of their contentionsin diplomacy and in war, ready to use our friendly offices to promote peace,but never obtruding our advice and never attempting unfairly to coin thedistresses of other powers into commercial advantage to ourselves. We havea just right to expect that our European policy will be the American policyof European courts.  + +It is so manifestly incompatible with those precautions for our peaceand safety which all the great powers habitually observe and enforce inmatters affecting them that a shorter waterway between our eastern andwestern seaboards should be dominated by any European Government that wemay confidently expect that such a purpose will not be entertained by anyfriendly power.  + +We shall in the future, as in the past, use every endeavor to maintainand enlarge our friendly relations with all the great powers, but theywill not expect us to look kindly upon any project that would leave ussubject to the dangers of a hostile observation or environment. We havenot sought to dominate or to absorb any of our weaker neighbors, but ratherto aid and encourage them to establish free and stable governments restingupon the consent of their own people. We have a clear right to expect,therefore, that no European Government will seek to establish colonialdependencies upon the territory of these independent American States. Thatwhich a sense of justice restrains us from seeking they may be reasonablyexpected willingly to forego.  + +It must not be assumed, however, that our interests are so exclusivelyAmerican that our entire inattention to any events that may transpire elsewherecan be taken for granted. Our citizens domiciled for purposes of tradein all countries and in many of the islands of the sea demand and willhave our adequate care in their personal and commercial rights. The necessitiesof our Navy require convenient coaling stations and dock and harbor privileges.These and other trading privileges we will feel free to obtain only bymeans that do not in any degree partake of coercion, however feeble thegovernment from which we ask such concessions. But having fairly obtainedthem by methods and for purposes entirely consistent with the most friendlydisposition toward all other powers, our consent will be necessary to anymodification or impairment of the concession.  + +We shall neither fail to respect the flag of any friendly nation orthe just rights of its citizens, nor to exact the like treatment for ourown. Calmness, justice, and consideration should characterize our diplomacy.The offices of an intelligent diplomacy or of friendly arbitration in propercases should be adequate to the peaceful adjustment of all internationaldifficulties. By such methods we will make our contribution to the world'speace, which no nation values more highly, and avoid the opprobrium whichmust fall upon the nation that ruthlessly breaks it.  + +The duty devolved by law upon the President to nominate and, by andwith the advice and consent of the Senate, to appoint all public officerswhose appointment is not otherwise provided for in the Constitution orby act of Congress has become very burdensome and its wise and efficientdischarge full of difficulty. The civil list is so large that a personalknowledge of any large number of the applicants is impossible. The Presidentmust rely upon the representations of others, and these are often madeinconsiderately and without any just sense of responsibility. I have aright, I think, to insist that those who volunteer or are invited to giveadvice as to appointments shall exercise consideration and fidelity. Ahigh sense of duty and an ambition to improve the service should characterizeall public officers.  + +There are many ways in which the convenience and comfort of those whohave business with our public offices may be promoted by a thoughtful andobliging officer, and I shall expect those whom I may appoint to justifytheir selection by a conspicuous efficiency in the discharge of their duties.Honorable party service will certainly not be esteemed by me a disqualificationfor public office, but it will in no case be allowed to serve as a shieldof official negligence, incompetency, or delinquency. It is entirely creditableto seek public office by proper methods and with proper motives, and allapplicants will be treated with consideration; but I shall need, and theheads of Departments will need, time for inquiry and deliberation. Persistentimportunity will not, therefore, be the best support of an applicationfor office. Heads of Departments, bureaus, and all other public officershaving any duty connected therewith will be expected to enforce the civil-service law fully and without evasion. Beyond this obvious duty I hopeto do something more to advance the reform of the civil service. The ideal,or even my own ideal, I shall probably not attain. Retrospect will be asafer basis of judgment than promises. We shall not, however, I am sure,be able to put our civil service upon a nonpartisan basis until we havesecured an incumbency that fair-minded men of the opposition will approvefor impartiality and integrity. As the number of such in the civil listis increased removals from office will diminish.  + +While a Treasury surplus is not the greatest evil, it is a serious evil.Our revenue should be ample to meet the ordinary annual demands upon ourTreasury, with a sufficient margin for those extraordinary but scarcelyless imperative demands which arise now and then. Expenditure should alwaysbe made with economy and only upon public necessity. Wastefulness, profligacy,or favoritism in public expenditures is criminal. But there is nothingin the condition of our country or of our people to suggest that anythingpresently necessary to the public prosperity, security, or honor shouldbe unduly postponed.  + +It will be the duty of Congress wisely to forecast and estimate theseextraordinary demands, and, having added them to our ordinary expenditures,to so adjust our revenue laws that no considerable annual surplus willremain. We will fortunately be able to apply to the redemption of the publicdebt any small and unforeseen excess of revenue. This is better than toreduce our income below our necessary expenditures, with the resultingchoice between another change of our revenue laws and an increase of thepublic debt. It is quite possible, I am sure, to effect the necessary reductionin our revenues without breaking down our protective tariff or seriouslyinjuring any domestic industry.  + +The construction of a sufficient number of modern war ships and of theirnecessary armament should progress as rapidly as is consistent with careand perfection in plans and workmanship. The spirit, courage, and skillof our naval officers and seamen have many times in our history given toweak ships and inefficient guns a rating greatly beyond that of the navallist. That they will again do so upon occasion I do not doubt; but theyought not, by premeditation or neglect, to be left to the risks and exigenciesof an unequal combat. We should encourage the establishment of Americansteamship lines. The exchanges of commerce demand stated, reliable, andrapid means of communication, and until these are provided the developmentof our trade with the States lying south of us is impossible.  + +Our pension laws should give more adequate and discriminating reliefto the Union soldiers and sailors and to their widows and orphans. Suchoccasions as this should remind us that we owe everything to their valorand sacrifice.  + +It is a subject of congratulation that there is a near prospect of theadmission into the Union of the Dakotas and Montana and Washington Territories.This act of justice has been unreasonably delayed in the case of some ofthem. The people who have settled these Territories are intelligent, enterprising,and patriotic, and the accession these new States will add strength tothe nation. It is due to the settlers in the Territories who have availedthemselves of the invitations of our land laws to make homes upon the publicdomain that their titles should be speedily adjusted and their honest entriesconfirmed by patent.  + +It is very gratifying to observe the general interest now being manifestedin the reform of our election laws. Those who have been for years callingattention to the pressing necessity of throwing about the ballot box andabout the elector further safeguards, in order that our elections mightnot only be free and pure, but might clearly appear to be so, will welcomethe accession of any who did not so soon discover the need of reform. TheNational Congress has not as yet taken control of elections in that caseover which the Constitution gives it jurisdiction, but has accepted andadopted the election laws of the several States, provided penalties fortheir violation and a method of supervision. Only the inefficiency of theState laws or an unfair partisan administration of them could suggest adeparture from this policy.  + +It was clearly, however, in the contemplation of the framers of theConstitution that such an exigency might arise, and provision was wiselymade for it. The freedom of the ballot is a condition of our national life,and no power vested in Congress or in the Executive to secure or perpetuateit should remain unused upon occasion. The people of all the Congressionaldistricts have an equal interest that the election in each shall trulyexpress the views and wishes of a majority of the qualified electors residingwithin it. The results of such elections are not local, and the insistenceof electors residing in other districts that they shall be pure and freedoes not savor at all of impertinence.  + +If in any of the States the public security is thought to be threatenedby ignorance among the electors, the obvious remedy is education. The sympathyand help of our people will not be withheld from any community strugglingwith special embarrassments or difficulties connected with the suffrageif the remedies proposed proceed upon lawful lines and are promoted byjust and honorable methods. How shall those who practice election fraudsrecover that respect for the sanctity of the ballot which is the firstcondition and obligation of good citizenship? The man who has come to regardthe ballot box as a juggler's hat has renounced his allegiance.  + +Let us exalt patriotism and moderate our party contentions. Let thosewho would die for the flag on the field of battle give a better proof oftheir patriotism and a higher glory to their country by promoting fraternityand justice. A party success that is achieved by unfair methods or by practicesthat partake of revolution is hurtful and evanescent even from a partystandpoint. We should hold our differing opinions in mutual respect, and,having submitted them to the arbitrament of the ballot, should accept anadverse judgment with the same respect that we would have demanded of ouropponents if the decision had been in our favor.  + +No other people have a government more worthy of their respect and loveor a land so magnificent in extent, so pleasant to look upon, and so fullof generous suggestion to enterprise and labor. God has placed upon ourhead a diadem and has laid at our feet power and wealth beyond definitionor calculation. But we must not forget that we take these gifts upon thecondition that justice and mercy shall hold the reins of power and thatthe upward avenues of hope shall be free to all the people.  + +I do not mistrust the future. Dangers have been in frequent ambush alongour path, but we have uncovered and vanquished them all. Passion has sweptsome of our communities, but only to give us a new demonstration that thegreat body of our people are stable, patriotic, and law-abiding. No politicalparty can long pursue advantage at the expense of public honor or by rudeand indecent methods without protest and fatal disaffection in its ownbody. The peaceful agencies of commerce are more fully revealing the necessaryunity of all our communities, and the increasing intercourse of our peopleis promoting mutual respect. We shall find unalloyed pleasure in the revelationwhich our next census will make of the swift development of the great resourcesof some of the States. Each State will bring its generous contributionto the great aggregate of the nation's increase. And when the harvestsfrom the fields, the cattle from the hills, and the ores of the earth shallhave been weighed, counted, and valued, we will turn from them all to crownwith the highest honor the State that has most promoted education, virtue,justice, and patriotism promoted education, virtue, justice, and patriotismamong its people. \ No newline at end of file diff --git a/talk/US_presidential_speech/04/generation_task/instructions.md b/talk/US_presidential_speech/04/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..e95dd4d9bc7b8388ee70b5723b378c5178d48d95 --- /dev/null +++ b/talk/US_presidential_speech/04/generation_task/instructions.md @@ -0,0 +1,96 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: A Tribute and Transition** + * Context: The nation mourning the loss of President Warren G. Harding. + * Key Point: Reconsecrating the government to service under the inspiration of Harding’s legacy of kindness and justice. + * Visual Idea: A respectful, dignified slide featuring a commemorative portrait or a symbol of national continuity. + +2. **Core Logic 1: Foreign Affairs and Sovereign Independence** + * The League of Nations: A firm stance that the U.S. will remain outside the League, as the people have rejected the covenant. + * International Justice: Proposing entry into the Permanent Court of International Justice, but only as a separate entity from the League. + * Key Theme: Seeking peace through justice while maintaining absolute national sovereignty. + +3. **Core Logic 2: Fiscal Discipline and Tax Reduction** + * Economic Strategy: Prioritizing "High taxes, high prices" vs. "Low taxes, low prices." + * Policy: A call for immediate and drastic tax reduction to stimulate the economy and provide relief to all citizens. + * Visual Idea: A comparative chart or infographic illustrating the relationship between government spending, taxes, and the cost of living. + + +4. **Core Logic 3: Selective Immigration and National Integrity** + * Philosophy: "America must be kept American." + * Policy: Restricting immigration to those who can be assimilated and who contribute to the national character, rather than just filling labor needs. + * Key Theme: Quality of citizenship over quantity of population. + +5. **Core Logic 4: The Practical Use of Moral Power** + * Governance: Moving beyond material power to rely on the principle that "right makes its own might." + * Leadership: America’s authority must be represented by justice, mercy, and the spiritual forces that determine world history. + * Visual Idea: Symbolic imagery of a lighthouse or a compass, representing moral guidance in a complex world. + +6. **Conclusion: Service to Humanity** + * Summary: Maintaining America’s place as a free, independent, and powerful Republic. + * Final Vision: The best service to the world is ensuring the stability and strength of the American example. + * Closing Statement: A call to action rooted in faith, sacrifice, and the pursuit of a righteous purpose. +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/04/generation_task/judge_prompt.json b/talk/US_presidential_speech/04/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..782f38871c152b0fd6db33a17b7d2c923b403724 --- /dev/null +++ b/talk/US_presidential_speech/04/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening pay tribute to the late President Warren G. Harding?**\n\n* The text should mention the loss of President Harding, praising his kindness, humanity, and the mark he left on history.\n* It should state the duty of the remaining administration to take up the burdens he laid down.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the tribute to Harding is missing.\n", + "\n**Is the administration's stance on the \"League of Nations\" addressed?**\n\n* The text should state that the United States does not intend to become a member of the League of Nations and that the incident is considered \"closed.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the League of Nations policy is missing.\n", + "\n**Does the text mention the proposal for a \"World Court\"?**\n\n* It should express support for the establishment of a Permanent Court of International Justice as a way to settle disputes through law rather than force.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the World Court proposal is missing.\n", + "\n**Is the policy on \"Foreign Debts\" (war debts) included?**\n\n* The text should emphasize that these debts are actual obligations that should eventually be paid, though the terms of payment may be adjusted based on the debtor's ability.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the foreign debt policy is missing.\n", + "\n**Does the text discuss \"Fiscal Policy\" and the need for \"Tax Reduction\"?**\n\n* It should argue that high taxes are a burden on the economy and that reducing them is a primary duty to ensure national prosperity.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the tax reduction plan is missing.\n", + "\n**Is the \"Bonus\" for veterans (the Soldiers' Bonus) addressed?**\n\n* The text should express opposition to a general bonus, arguing that the nation's duty is to care for the disabled and those in need rather than providing a blanket payment.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the bonus discussion is missing.\n", + "\n**Does the text mention the \"Immigration\" policy?**\n\n* It should state that America must be kept for Americans and that immigration laws should be tightened to ensure the preservation of American institutions.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of immigration policy is missing.\n", + "\n**Is the \"Agricultural\" situation and aid for farmers discussed?**\n\n* The text should acknowledge the difficulties faced by farmers and suggest that while the government can help with credit and organization, the ultimate solution lies in the farmers' own efforts.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of agricultural policy is missing.\n", + "\n**Does the text address \"Lynching\" and racial violence?**\n\n* It should state that the crime of lynching is a blot on American civilization and call for federal action or cooperation to eliminate it and protect the rights of all citizens.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the lynching discussion is missing.\n", + "\n**Is the development of \"Waterways and Power\" (like Muscle Shoals) mentioned?**\n\n* The text should discuss the importance of developing national resources, specifically mentioning the need to utilize inland waterways and power projects for the public benefit.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of resource development is missing.\n", + "\n**Does the text mention the \"Prohibition\" law and its enforcement?**\n\n* It should emphasize that the law of the land must be respected and enforced, calling for a unified effort to uphold the Constitution.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of prohibition enforcement is missing.\n", + "\n**Does the conclusion focus on \"Moral Power\" and \"Justice and Mercy\"?**\n\n* The text should end with a call for the practical use of moral power and the principle that \"right makes its own might,\" urging America to speak with a voice of justice.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the concluding vision is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the slide accurately reflect Coolidge's tribute to his predecessor, President Harding?**\nThe slide should mention that Coolidge honors Harding's \"kindness,\" \"humanity,\" and \"character,\" stating that the nation must reconsecrate itself to service under the inspiration of Harding's example.\n\n If **no**, specify if the tribute to President Harding or the commitment to continue his principles is missing.\n", + "\n**Is the stance on \"Foreign Affairs\" and the \"League of Nations\" presented accurately?**\nThe slide should reflect Coolidge's clear statement that the United States does not intend to become a member of the League of Nations, as the Senate has settled this issue and the people have approved it.\n\n If **no**, specify if his rejection of the League of Nations is misrepresented.\n", + "\n**Does the slide deck correctly convey the position on the \"World Court\" (Permanent Court of International Justice)?**\nIt should note that while he opposes the League, Coolidge supports joining the World Court with specific reservations, emphasizing that it is a judicial, not a political, institution.\n\n If **no**, identify if the distinction between his stance on the League and the World Court is blurred.\n", + "\n**Are the \"Fiscal Policies\" regarding Taxes and the Budget accurately listed?**\nThe checklist should ensure the slides mention:\n1. The absolute necessity of \"Tax Reduction\" for the country's prosperity.\n2. The commitment to a \"Budget System\" to reduce government spending and public debt.\n\n If **no**, specify if the link between tax cuts and national growth is misrepresented.\n", + "\n**Is the policy on \"Immigration\" presented faithfully to the source?**\nThe slide should reflect Coolidge's belief that America \"must be kept American,\" supporting restricted immigration to ensure that new arrivals can be assimilated and that the American standard of living is protected.\n\n If **no**, specify if the \"America must be kept American\" philosophy is missing.\n", + "\n**Does the slide deck accurately reflect Coolidge's stance on \"Veterans' Bonuses\"?**\nIt should mention his opposition to a general \"bonus\" (the Soldiers' Bonus), arguing that while disabled veterans deserve full support, no action should be taken that would financially burden the entire nation.\n\n If **no**, specify if his opposition to the bonus is omitted.\n", + "\n**Is the \"Prohibition\" enforcement section presented correctly?**\nThe slide should reflect that the Eighteenth Amendment is part of the Constitution and must be enforced by both Federal and State governments as a matter of \"the majesty of the law.\"\n\n If **no**, specify if the emphasis on law enforcement regardless of personal opinion is missing.\n", + "\n**Does the slide deck capture Coolidge's views on \"Agriculture\"?**\nIt should mention his belief that while the government can provide credit and support through the Department of Agriculture, the ultimate solution for farmers lies in \"cooperative marketing\" and individual effort.\n\n If **no**, specify if the focus on cooperative marketing over direct government subsidies is missing.\n", + "\n**Is the position on \"Lynching\" and \"Civil Rights\" accurately reported?**\nThe slide should note Coolidge's call for Congress to act against the \"hideous crime of lynching\" and his reminder that the rights of African Americans are \"sacred\" under the Constitution.\n\n If **no**, specify if the specific condemnation of lynching is misrepresented.\n", + "\n**Does the slide deck accurately reflect the \"Coal Industry\" recommendation?**\nIt should mention his request for legislation that gives the President authority to appoint a mediator or take action during coal strikes to protect the public's right to \"fuel and light.\"\n\n If **no**, identify if the focus on public interest during labor disputes is missing.\n", + "\n**Is the concept of \"Moral Power\" in the conclusion used correctly?**\nThe slide should reflect the quote: \"The time has come for a more practical use of moral power, and more reliance upon the principle that right makes its own might.\"\n\n If **no**, specify if the emphasis on spiritual and moral forces over material power is missing.\n", + "\n**Does the conclusion slide accurately capture the final message of \"Service\"?**\nThe conclusion should state that the \"best service that can be rendered to humanity\" is the assurance that America will maintain its place as a free, independent, and powerful Republic.\n\n If **no**, specify if the final vision of American independence and strength is altered.\n" + ] +} diff --git a/talk/US_presidential_speech/04/generation_task/statistics.yaml b/talk/US_presidential_speech/04/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..55080769eb6b92fb8e5b0293b0e35c7ee843f9fb --- /dev/null +++ b/talk/US_presidential_speech/04/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/04 +category: talk +input_metrics: + total_input_tokens: 9223 + generation_prompt_tokens: 1452 + materials_total_tokens: 7771 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 7771 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/04/material.md b/talk/US_presidential_speech/04/material.md new file mode 100644 index 0000000000000000000000000000000000000000..ba445659c57f25c273256e8afacd463f4707fce3 --- /dev/null +++ b/talk/US_presidential_speech/04/material.md @@ -0,0 +1,208 @@ +First Annual Message + +Author: Calvin Coolidge + +Since the close of the last Congress the Nation has lost President Harding. The world knew his kindness and his humanity, his greatness and his character. He has left his mark upon history. He has made justice more certain and peace more secure. The surpassing tribute paid to his memory as he was borne across the continent to rest at last at home revealed the place lie held in the hearts of the American people. But this is not the occasion for extended reference to the man or his work. In this presence, among these who knew and loved him, that is unnecessary. But we who were associated with him could not resume together the functions of our office without pausing for a moment, and in his memory reconsecrating ourselves to the service of our country. He is gone. We remain. It is our duty, under the inspiration of his example, to take up the burdens which he was permitted to lay down, and to develop and support the wise principles of government which he represented. + + +FOREIGN AFFAIRS + +For us peace reigns everywhere. We desire to perpetuate it always by granting full justice to others and requiring of others full justice to ourselves. + +Our country has one cardinal principle to maintain in its foreign policy. It is an American principle. It must be an American policy. We attend to our own affairs, conserve our own strength, and protect the interests of our own citizens; but we recognize thoroughly our obligation to help others, reserving to the decision of our own Judgment the time, the place, and the method. We realize the common bond of humanity. We know the inescapable law of service. + +Our country has definitely refused to adopt and ratify the covenant of the League of Nations. We have not felt warranted in assuming the responsibilities which its members have assumed. I am not proposing any change in this policy; neither is the Senate. The incident, so far as we are concerned, is closed. The League exists as a foreign agency. We hope it will be helpful. But the United States sees no reason to limit its own freedom and independence of action by joining it. We shall do well to recognize this basic fact in all national affairs and govern ourselves accordingly. + +WORLD COURT + +Our foreign policy has always been guided by two principles. The one is the avoidance of permanent political alliances which would sacrifice our proper independence. The other is the peaceful settlement of controversies between nations. By example and by treaty we have advocated arbitration. For nearly 25 years we have been a member of The Hague Tribunal, and have long sought the creation of a permanent World Court of Justice. I am in full accord with both of these policies. I favor the establishment of such a court intended to include the whole world. That is, and has long been, an American policy. + +Pending before the Senate is a proposal that this Government give its support to the Permanent Court of International Justice, which is a new and somewhat different plan. This is not a partisan question. It should not assume an artificial importance. The court is merely a convenient instrument of adjustment to which we could go, but to which we could not be brought. It should be discussed with entire candor, not by a political but by a judicial method, without pressure and without prejudice. Partisanship has no place in our foreign relations. As I wish to see a court established, and as the proposal presents the only practical plan on which many nations have ever agreed, though it may not meet every desire, I therefore commend it to the favorable consideration of the Senate, with the proposed reservations clearly indicating our refusal to adhere to the League of Nations. + +RUSSIA + +Our diplomatic relations, lately so largely interrupted, are now being resumed, but Russia presents notable difficulties. We have every desire to see that great people, who are our traditional friends, restored to their position among the nations of the earth. We have relieved their pitiable destitution with an. enormous charity. Our Government offers no objection to the carrying on of commerce by our citizens with the people of Russia. Our Government does not propose, however, to enter into relations with another regime which refuses to recognize the sanctity of international obligations. I do not propose to barter away for the privilege of trade any of the cherished rights of humanity. I do not propose to make merchandise of any American principles. These rights and principles must go wherever the sanctions of our Government go. + +But while the favor of America is not for sale, I am willing to make very large concessions for the purpose of rescuing the people of Russia. Already encouraging evidences of returning to the ancient ways of society can be detected. But more are needed. Whenever there appears any disposition to compensate our citizens who were despoiled, and to recognize that debt contracted with our Government, not by the Czar, but by the newly formed Republic of Russia; whenever the active spirit of enmity to our institutions is abated; whenever there appear works mete for repentance; our country ought to be the first to go to the economic and moral rescue of Russia. We have every desire to help and no desire to injure. We hope the time is near at hand when we can act. + +DEBTS + +The current debt and interest due from foreign Governments, exclusive of the British debt of $4,600,000,000, is about $7,200,000,000. 1 do not favor the cancellation of this debt, but I see no objection to adjusting it in accordance with the principle adopted for the British debt. Our country would not wish to assume the role of an oppressive creditor, but would maintain the principle that financial obligations between nations are likewise moral obligations which international faith and honor require should be discharged. + +Our Government has a liquidated claim against Germany for the expense of the army of occupation of over $255,000,000. Besides this, the Mixed Claims Commission have before them about 12,500 claims of American citizens, aggregating about $1,225,000,000. These claims have already been reduced by a recent decision, but there are valid claims reaching well toward $500,000,000. Our thousands of citizens with credits due them of hundreds of millions of dollars have no redress save in the action of our Government. These are very substantial interests, which it is the duty of our Government to protect as best it can. That course I propose to pursue. + +It is for these reasons that we have a direct interest in the economic recovery of Europe. They are enlarged by our desire for the stability of civilization and the welfare of humanity. That we are making sacrifices to that end none can deny. Our deferred interest alone amounts to a million dollars every day. But recently we offered to aid with our advice and counsel. We have reiterated our desire to see France paid and Germany revived. We have proposed disarmament. We have earnestly sought to compose differences and restore peace. We shall persevere in well-doing, not by force, but by reason. + +FOREIGN PAPERS + +Under the law the papers pertaining to foreign relations to be printed are transmitted as a part of this message. Other volumes of these papers will follow. + +FOREIGN SERVICE + +The foreign service of our Government needs to be reorganized and improved. + +FISCAL CONDITION + +Our main problems are domestic problems. Financial stability is the first requisite of sound government. We can not escape the effect of world conditions. We can not avoid the inevitable results of the economic disorders which have reached all nations. But we shall diminish their harm to us in proportion as we continue to restore our Government finances to a secure and endurable position. This we can and must do. Upon that firm foundation rests the only hope of progress and prosperity. From that source must come relief for the people. + +This is being, accomplished by a drastic but orderly retrenchment, which is bringing our expenses within our means. The origin of this has been the determination of the American people, the main support has been the courage of those in authority, and the effective method has been the Budget System. The result has involved real sacrifice by department heads, but it has been made without flinching. This system is a law of the Congress. It represents your will. It must be maintained, and ought to be strengthened by the example of your observance. Without a Budget System there can be no fixed responsibility and no constructive scientific economy. + +This great concentration of effort by the administration and Congress has brought the expenditures, exclusive of the self-supporting Post. Office Department, down to three billion dollars. It is possible, in consequence, to make a large reduction in the taxes of the people, which is the sole object of all curtailment. This is treated at greater length in the Budget message, and a proposed plan has been presented in detail in a statement by the Secretary of the Treasury which has my unqualified approval. I especially commend a decrease on earned incomes, and further abolition of admission, message, and nuisance taxes. Tile amusement and educational value of moving pictures ought not to be taxed. Diminishing charges against moderate incomes from investment will afford immense relief, while a revision of the surtaxes will not only provide additional money for capital investment, thus stimulating industry and employing more but will not greatly reduce the revenue from that source, and may in the future actually increase it. + +Being opposed to war taxes in time of peace, I am not in favor of excess-profits taxes. A very great service could be rendered through immediate enactment of legislation relieving the people of some of the burden of taxation. To' reduce war taxes is to give every home a better chance. + +For seven years the people have borne with uncomplaining courage the tremendous burden of national and local taxation. These must both be reduced. The taxes of the Nation must be reduced now as much as prudence will permit, and expenditures must be reduced accordingly. High taxes reach everywhere and burden everybody. They gear most heavily upon the poor. They diminish industry and commerce. They make agriculture unprofitable. They increase the rates on transportation. They are a charge on every necessary of life. Of all services which the Congress can render to the country, I have no hesitation in declaring to neglect it, to postpone it, to obstruct it by unsound proposals, is to become unworthy of public confidence and untrue to public trust. The country wants this measure to have the right of way over an others. + +Another reform which is urgent in our fiscal system is the abolition of the right to issue tax-exempt securities. The existing system not only permits a large amount of the wealth of the Notion to escape its just burden but acts as a continual stimulant to municipal extravagance. This should be prohibited by constitutional amendment. All the wealth of the Nation ought to contribute its fair share to the expenses of the Nation. + +TARIFF LAW + +The present tariff law has accomplished its two main objects. It has secured an abundant revenue and been productive of an abounding prosperity. Under it the country has had a very large export and import trade. A constant revision of the tariff by the Congress is disturbing and harmful. The present law contains an elastic provision authorizing the President to increase or decrease present schedules not in excess of 50 per centum to meet the difference in cost of production at home and abroad. This does not, to my mind, warrant a rewriting of the whole law, but does mean, and will be so administered, that whenever the required investigation shows that inequalities of sufficient importance exist in any schedule, the power to change them should and will be applied. + +SHIPPING + +The entire well being of our country is dependent upon transportation by sea and land. Our Government during the war acquired a large merchant fleet which should be transferred, as soon as possible, to private ownership and operation under conditions which would secure two results: First, and of prime importance, adequate means for national defense; second, adequate service to American commerce. Until shipping conditions are such that our fleet can be disposed of advantageously under these conditions, it will be operated as economically as possible under such plans as may be devised from time to time by the Shipping Board. We must have a merchant marine which meets these requirements, and we shall have to pay the cost of its service. + +PUBLIC IMPROVEMENTS + +The time has come to resume in a moderate way the opening of our intracoastal waterways; the control of flood waters of the Mississippi and of the Colorado Rivers; the improvement of the waterways from the Great Lakes toward the Gulf of Mexico; and the development of the great power and navigation project of the St. Lawrence River, for which efforts are now being made to secure the necessary treaty with Canada. These projects can not all be undertaken at once, but all should have the immediate consideration of the Congress and be adopted as fast as plans can be matured and the necessary funds become available. This is not incompatible with economy, for their nature does not require so much a public expenditure as a capital investment which will be reproductive, as evidenced by the marked increase in revenue from the Panama Canal. Upon these projects depend much future industrial and agricultural progress. They represent the protection of large areas from flood and the addition of a great amount of cheap power and cheap freight by use of navigation, chief of which is the bringing of ocean-going ships to the Great Lakes. + +Another problem of allied character is the superpower development of the Northeastern States, consideration of which is growing under the direction of the Department of Commerce by joint conference with the local authorities. + +RAILROADS + +Criticism of the railroad law has been directed, first, to the section laying down the rule by which rates are fixed, and providing for payment to the Government and use of excess earnings; second, to the method for the adjustment of wage scales; and third, to the authority permitting consolidations. + +It has been erroneously assumed that the act undertakes to guarantee railroad earnings. The law requires that rates should be just and reasonable. That has always been the rule under which rates have been fixed. To make a rate that does not yield a fair return results in confiscation, and confiscatory rates are of course unconstitutional. Unless the Government adheres to the rule of making a rate that will yield a fair return, it must abandon rate making altogether. The new and important feature of that part of the law is the recapture and redistribution of excess rates. The constitutionality of this method is now before the Supreme Court for adjudication. Their decision should be awaited before attempting further legislation on this subject. Furthermore, the importance of this feature will not be great if consolidation goes into effect. + +The settlement of railroad labor disputes is a matter of grave public concern. The Labor Board was established to protect the public in the enjoyment of continuous service by attempting to insure justice between the companies and their employees. It has been a great help, but is not altogether satisfactory to the public, the employees, or the companies. If a substantial agreement can be reached among the groups interested, there should be no hesitation in enacting such agreement into law. If it is not reached, the Labor Board may very well be left for the present to protect the public welfare. + +The law for consolidations is not sufficiently effective to be expeditious. Additional legislation is needed giving authority for voluntary consolidations, both regional and route, and providing Government machinery to aid and stimulate such action, always "subject to the approval of the Interstate Commerce Commission. This should authorize the commission to appoint committees for each proposed group, representing the public and the component roads, with power to negotiate with individual security holders for an exchange of their securities for those of the, consolidation on such terms and conditions as the commission may prescribe for avoiding any confiscation and preserving fair values. Should this permissive consolidation prove ineffective after a limited period, the authority of the Government will have to be directly invoked. + +Consolidation appears to be the only feasible method for the maintenance of an adequate system of transportation with an opportunity so to adjust freight rates as to meet such temporary conditions as now prevail in some agricultural sections. Competent authorities agree that an entire reorganization of the rate structure for freight is necessary. This should be ordered at once by the Congress. + +DEPARTMENT OF JUSTICE + +As no revision of the laws of the United States has been made since 1878, a commission or committee should be created to undertake this work. The Judicial Council reports that two more district judges are needed in the southern district of New York, one in the northern district of Georgia, and two more circuit judges in the Circuit Court of Appeals of the Eighth Circuit. Legislation should be considered for this purpose. + +It is desirable to expedite the hearing and disposal of cases. A commission of Federal judges and lawyers should be created to recommend legislation by which the procedure in the Federal trial courts may be simplified and regulated by rules of court, rather than by statute; such rules to be submitted to the Congress and to be in force until annulled or modified by the Congress. The Supreme Court needs legislation revising and simplifying the laws governing review by that court, and enlarging the classes of cases of too little public importance to be subject to review. Such reforms would expedite the transaction of the business of the courts. The administration of justice is likely to fail if it be long delayed. + +The National Government has never given adequate attention to its prison problems. It ought to provide employment in such forms of production as can be used by the Government, though not sold to the public in competition with private business, for all prisoners who can be placed at work, and for which they should receive a reasonable compensation, available for their dependents. + +Two independent reformatories are needed; one for the segregation of women, and another for the segregation of young men serving their first sentence. + +The administration of justice would be facilitated greatly by including in the Bureau of Investigation of the Department of Justice a Division of Criminal Identification, where there would be collected this information which is now indispensable in the suppression of crime. + +PROHIBITION + +The prohibition amendment to the Constitution requires the Congress. and the President to provide adequate laws to prevent its violation. It is my duty to enforce such laws. For that purpose a treaty is being negotiated with Great Britain with respect to the ri lit of search of hovering vessels. To prevent smuggling, the Coast Card should be greatly strengthened, and a supply of swift power boats should be provided. The major sources of production should be rigidly regulated, and every effort should be made to suppress interstate traffic. With this action on the part of the National Government, and the cooperation which is usually rendered by municipal and State authorities, prohibition should be made effective. Free government has no greater menace than disrespect for authority and continual violation of law. It is the duty of a citizen not only to observe the law but to let it be known that he is opposed to its violation. + +THE NEGRO + +Numbered among our population are some 12,000,000 colored people. Under our Constitution their rights are just as sacred as those of any other citizen. It is both a public and a private duty to protect those rights. The Congress ought to exercise all its powers of prevention and punishment against the hideous crime of lynching, of which the negroes are by no means the sole sufferers, but for which they furnish a majority of the victims. + +Already a considerable sum is appropriated to give the negroes vocational training in agriculture. About half a million dollars is recommended for medical courses at Howard University to help contribute to the education of 500 colored doctors needed each year. On account of the integration of large numbers into industrial centers, it has been proposed that a commission be created, composed of members from both races, to formulate a better policy for mutual understanding and confidence. Such an effort is to be commended. Everyone would rejoice in the accomplishment of the results which it seeks. But it is well to recognize that these difficulties are to a large extent local problems which must be worked out by the mutual forbearance and human kindness of each community. Such a method gives much more promise of a real remedy than outside interference. + +CIVIL SERVICE + +The maintenance and extension of the classified civil service is exceedingly important. There are nearly 550,000 persons in the executive civil service drawing about $700,000,000 of yearly compensation. Four-fifths of these are in the classified service. This method of selection of the employees of the United States is especially desirable for the Post Office Department. The Civil Service Commission has recommended that postmasters at first, second, and third class offices be classified. Such action, accompanied by a repeal of the four-year term of office, would undoubtedly be an improvement. I also recommend that the field force for prohibition enforcement be brought within the classified civil service without covering in the present membership. The best method for selecting public servants is the merit system. + +PUBLIC BUILDINGS + +Many of the departments in Washington need better housing facilities. Some are so crowded that their work is impeded, others are so scattered that they lose their identity. While I do not favor at this time a general public building law, I believe it is now necessary, in accordance with plans already sanctioned for a unified and orderly system for the development of this city, to begin the carrying out of those plans by authorizing the erection of three or four buildings most urgently needed by an annual appropriation of $5,000,000. + +REGULATORY LEGISLATION + +Cooperation with other maritime powers is necessary for complete protection of our coast waters from. pollution. Plans for this are under way, but await certain experiments for refuse disposal. Meantime laws prohibiting spreading oil and oil refuse from vessels in our own territorial waters would be most helpful against this menace and should be speedily enacted. + +Laws should be passed regulating aviation. + +Revision is needed of the laws regulating radio interference. + +Legislation and regulations establishing load liner, to provide safe loading of vessels leaving our ports are necessary and recodification of our navigation laws is vital. + +Revision of procedure of the Federal Trade Commission will give more constructive purpose to this department. + +If our Alaskan fisheries are to be saved from destruction, there must be further legislation declaring a general policy and delegating the authority to make rules and regulations to an administrative body. + +ARMY AND NAVY + +For several years we have been decreasing the personnel of the Army and Navy, and reducing their power to the danger point. Further reductions should not be made. The Army is a guarantee of the security of our citizens at home; the Navy is a guarantee of the security of our citizens abroad. Both of these services should be strengthened rather than weakened. Additional planes are needed for the Army, and additional submarines for the Navy. The defenses of Panama must be perfected. We want no more competitive armaments. We want no more war. But we want no weakness that invites imposition. A people who neglect their national defense are putting in jeopardy their national honor. + +INSULAR POSSESSIONS + +Conditions in the insular possessions on the whole have been good. Their business has been reviving. They are being administered according to law. That effort has the full support of the administration. Such recommendations as may conic from their people or their governments should have the most considerate attention. + +EDUCATION AND WELFARE + +Our National Government is not doing as much as it legitimately can do to promote the welfare of the people. Our enormous material wealth, our institutions, our whole form of society, can not be considered fully successful until their benefits reach the merit of every individual. This is not a suggestion that the Government should, or could, assume for the people the inevitable burdens of existence. There is no method by which we can either be relieved of the results of our own folly or be guaranteed a successful life. There is an inescapable personal responsibility for the development of character, of industry, of thrift, and of self-control. These do not come from the Government, but from the people themselves. But the Government can and should always be expressive of steadfast determination, always vigilant, to maintain conditions under which these virtues are most likely to develop and secure recognition and reward. This is the American policy. + +It is in accordance with this principle that we have enacted laws for the protection of the public health and have adopted prohibition in narcotic drugs and intoxicating liquors. For purposes of national uniformity we ought to provide, by constitutional amendment and appropriate legislation, for a limitation of child labor, and in all cases under the exclusive jurisdiction of the Federal Government a minimum wage law for women, which would undoubtedly find sufficient power of enforcement in the influence of public opinion. + +Having in mind that education is peculiarly a local problem, and that it should always be pursued with the largest freedom of choice by students and parents, nevertheless, the Federal Government might well give the benefit of its counsel and encouragement more freely in this direction. If anyone doubts the need of concerted action by the States of the Nation for this purpose, it is only necessary to consider the appalling figures of illiteracy representing a condition which does not vary much in all parts of the Union. I do not favor the making of appropriations from the National Treasury to be expended directly on local education, but I do consider it a fundamental requirement of national activity which, accompanied by allied subjects of welfare, is worthy of a separate department and a place in the Cabinet. The humanitarian side of government should not be repressed, but should be cultivated. + +Mere intelligence, however, is not enough. Enlightenment must be accompanied by that moral power which is the product of the home and of rebellion. Real education and true welfare for the people rest inevitably on this foundation, which the Government can approve and commend, but which the people themselves must create. + +IMMIGRATION + +American institutions rest solely on good citizenship. They were created by people who had a background of self-government. New arrivals should be limited to our capacity to absorb them into the ranks of good citizenship. America must be kept American. For this i purpose, it is necessary to continue a policy of restricted immigration. It would be well to make such immigration of a selective nature with some inspection at the source, and based either on a prior census or upon the record of naturalization. Either method would insure the admission of those with the largest capacity and best intention of becoming citizens. I am convinced that our present economic and social conditions warrant a limitation of those to be admitted. We should find additional safety in a law requiring the immediate registration of all aliens. Those' who do not want to be partakers of the American spirit ought not to settle in America. + +VETERANS + +No more important duty falls on the Government of the United States than the adequate care of its veterans. Those suffering disabilities incurred in the service must have sufficient hospital relief and compensation. Their dependents must be supported. Rehabilitation and vocational training must be completed. All of this service must be clean, must be prompt and effective, and it must be administered in a spirit of the broadest and deepest human sympathy. If investigation reveals any present defects of administration or need Of legislation, orders will be given for the immediate correction of administration, and recommendations for legislation should be given the highest preference. + +At present there are 9,500 vacant beds in Government hospitals, I recommend that all hospitals be authorized at once to receive and care for, without hospital pay, the veterans of all wars needing such care, whenever there are vacant beds, and that immediate steps be taken to enlarge and build new hospitals to serve all such cases. + +The American Legion will present to the Congress a legislative pro 'gram too extensive for detailed discussion here. It is a carefully matured plan. While some of it I do not favor, with much of it I am in hearty accord, and I recommend that a most painstaking effort be made to provide remedies for any defects in the administration of the present laws which their experience has revealed. The attitude of the Government toward these proposals should be one of generosity. But I do not favor the granting of a bonus. + +COAL + +The cost of coal has become unbearably high. It places a great burden on our industrial and domestic life. The public welfare requires a reduction in the price of fuel. With the enormous deposits in existence, failure of supply ought not to be tolerated. Those responsible for the conditions in this industry should undertake its reform and free it from any charge of profiteering + +The report of the Coal Commission will be before the Congress. It comprises all the facts. It represents the mature deliberations and conclusions of the best talent and experience that ever made a national survey of the production and distribution of fuel. I do not favor Government ownership or operation of coal mines. The need is for action under private ownership that will secure greater continuity of production and greater public protection. The Federal Government probably has no peacetime authority to regulate wages, prices, or profits in coal at the mines or among dealers, but by ascertaining and publishing facts it can exercise great influence. + +The source of the difficulty in the bituminous coal fields is the intermittence of operation which causes great waste of both capital and labor. That part of the report dealing with this problem has much significance, and is suggestive of necessary remedies. By amending, the car rules, by encouraging greater unity of ownership, and possibly by permitting common selling agents for limited districts on condition that they accept adequate regulations and guarantee that competition between districts be unlimited, distribution, storage, and continuity ought to be improved. + +The supply of coal must be constant. In case of its prospective interruption, the President should have authority to appoint a commission empowered to deal with whatever emergency situation might arise, to aid conciliation and voluntary arbitration, to adjust any existing or threatened controversy between the employer and the employee when collective bargaining fails, and by controlling distribution to prevent profiteering in this vital necessity. This legislation is exceedingly urgent, and essential to the exercise of national authority for the protection of the people. Those who undertake the responsibility of management or employment in this industry do so with the full knowledge that the public interest is paramount, and that to fail through any motive of selfishness in its service is such a betrayal of duty as warrants uncompromising action by the Government. + +REORGANIZATION + +A special joint committee has been appointed to work out a plan for a reorganization of the different departments and bureaus of the Government more scientific and economical than the present system. With the exception of the consolidation of the War and Navy Departments and some minor details, the plan has the general sanction of the President and the Cabinet. It is important that reorganization be enacted into law at the present session. + +AGRICULTURE + +Aided by the sound principles adopted by the Government, the business of the country has had an extraordinary revival. Looked at as a whole, the Nation is in the enjoyment of remarkable prosperity. Industry and commerce are thriving. For the most tart agriculture is successful, eleven staples having risen in value from about $5,300,000,000 two years ago to about. $7,000,000,000 for the current year. But range cattle are still low in price, and some sections of the wheat area, notably Minnesota, North Dakota, and on west, have many cases of actual distress. With his products not selling on a parity with the products of industry, every sound remedy that can be devised should be applied for the relief of the farmer. He represents a character, a type of citizenship, and a public necessity that must be preserved and afforded every facility for regaining prosperity. + +The distress is most acute among those wholly dependent upon one crop.. Wheat acreage was greatly expanded and has not yet been sufficiently reduced. A large amount is raised for export, which has to meet the competition in the world market of large amounts raised on land much cheaper and much more productive. + +No complicated scheme of relief, no plan for Government fixing of prices, no resort to the public Treasury will be of any permanent value in establishing agriculture. Simple and direct methods put into operation by the farmer himself are the only real sources for restoration. + +Indirectly the farmer must be relieved by a reduction of national and local taxation. He must be assisted by the reorganization of the freight-rate structure which could reduce charges on his production. To make this fully effective there ought to be railroad consolidations. Cheaper fertilizers must be provided. + +He must have organization. His customer with whom he exchanges products o he farm for those of industry is organized, labor is organized, business is organized, and there is no way for agriculture to meet this unless it, too, is organized. The acreage of wheat is too large. Unless we can meet the world market at a profit, we must stop raising for export. Organization would help to reduce acreage. Systems of cooperative marketing created by the farmers themselves, supervised by competent management, without doubt would be of assistance, but, the can not wholly solve the problem.' Our agricultural schools ought to have thorough courses in the theory of organization and cooperative marketing. + +Diversification is necessary. Those farmers who raise their living on their land are not greatly in distress. Such loans as are wisely needed to assist buying stock and other materials to start in this direction should be financed through a Government agency as a temporary and emergency expedient. + +The remaining difficulty is the disposition of exportable wheat. I do not favor the permanent interference of the Government in this problem. That probably would increase the trouble by increasing production. But it seems feasible to provide Government assistance to exports, and authority should be given the War Finance Corporation to grant, in its discretion, the most liberal terms of payment for fats and grains exported for the direct benefit of the farm. + +MUSCLE SHOALS + +The Government is undertaking to develop a great water-power project known as Muscle Shoals, on which it has expended many million dollars. The work is still going on. Subject to the right to retake in time of war, I recommend that this property with a location for auxiliary steam plant and rights of way be sold. This would end the present burden of expense and should return to the Treasury the largest price possible to secure. + +While the price is an important element, there is another consideration even more compelling. The agriculture of the Nation needs a greater supply and lower cost of fertilizer. This is now imported in large quantities. The best information I can secure indicates that present methods of power production would not be able profitably to meet the price at which these imports can be sold. To obtain a supply from this water power would require long and costly experimentation to perfect a process for cheap production. Otherwise our purpose would fail completely. It seems desirable, therefore, in order to protect and promote the public welfare, to have adequate covenants that such experimentation be made and carried on to success. The great advantage of low-priced nitrates must be secured for the direct benefit of the farmers and the indirect benefit of the public in time of peace, and of the Government in time of war. If this main object be accomplished, the amount of money received for the property is not a primary or major consideration. + +Such a solution will involve complicated negotiations, and there is no authority for that purpose. therefore recommend that the Congress appoint a small joint committee to consider offers, conduct negotiations, and report definite recommendations. + +RECLAMATION + +By reason of many contributing causes, occupants of our reclamation projects are in financial difficulties, which in some cases are acute. Relief should be granted by definite authority of law empowering the Secretary of the Interior in. his discretion to suspend, readjust, and reassess all charges against water users. This whole question is being considered by experts. You will have the advantage of the facts and conclusions which they may develop. This situation, involving a Government investment of more than $135,000,000, and affecting more than 30,000 water users, is serious. While relief which is necessary should be granted, yet contracts with the Government which can be met should be met. The established general policy of these projects should not be abandoned for any private control. + +HIGHWAYS AND FORESTS + +Highways and reforestation should continue to have the interest and support of the Government. Everyone is anxious for good highways. I have made a liberal proposal in the Budget for the continuing payment to the States by the Federal Government of its share for this necessary public improvement. No expenditure of public money contributes so much to the national wealth as for building good roads. + +Reforestation has an importance far above the attention it usually secures. A special committee of the Senate is investigating this need, and I shall welcome a constructive policy based on their report. + +It is 100 years since our country announced the Monroe doctrine. This principle has been ever since, and is now, one of the main foundations of our foreign relations. It must be maintained. But in maintaining it we must not be forgetful that a great change has taken place. We are no longer a weak Nation, thinking mainly of defense, dreading foreign imposition. We are great and powerful. New powers bring new responsibilities. Our ditty then was to protect ourselves. Added to that, our duty now is to help give stability to. the world. We want idealism. We want that vision which lifts men and nations above themselves. These are virtues by reason of their own merit. But they must not be cloistered; they must not be impractical; they must not be ineffective. + +The world has had enough of the curse of hatred and selfishness, of destruction and war. It has had enough of the wrongful use of material power. For the healing of the nations there must be good will and charity, confidence and peace. The time has come for a more practical use of moral power, and more reliance upon the principle that right makes its own might. Our authority among the nations must be represented by justice and mercy. It is necessary not only to have faith, but to make sacrifices for our faith. The spiritual forces of the world make all its final determinations. It is with these voices that America should speak. Whenever they declare a righteous purpose there need be no doubt that they will be heard. America has taken her place in the world as a Republic--free, independent, powerful. The best service that can be rendered to humanity is the assurance that this place will be maintained. \ No newline at end of file diff --git a/talk/US_presidential_speech/05/generation_task/instructions.md b/talk/US_presidential_speech/05/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..7720dfcdda198309fabaa6ac3c4bc29ab7b7dc74 --- /dev/null +++ b/talk/US_presidential_speech/05/generation_task/instructions.md @@ -0,0 +1,96 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: A Prayer for Discernment** + * Context: The world at a midway point of a century defined by both peril and promise. + * Key Point: Beginning the term with a private prayer for the power to discern right from wrong and to serve all people regardless of race or station. + * Visual Idea: A respectful image of a peaceful assembly or a symbolic "light of wisdom" illuminating a path. + +2. **Core Logic 1: The Century of Trial** + * Reality Check: Mankind's progress in science and industry vs. the shadows of total war and nuclear threat. + * Global Interdependence: The realization that no nation can be an island; our destiny is linked to the freedom of others. + * Key Theme: Strength is not found in isolation, but in the shared faith of free men. + +3. **Core Logic 2: Nine Principles of World Leadership** + * Framework: Introducing nine strategic principles to guide U.S. foreign policy (e.g., strength as a deterrent, rejection of appeasement, and economic cooperation). + * Economic Interdependence: Recognizing that "no free people can for long cling to any privilege or enjoy any safety in economic isolation." + * Visual Idea: A structured list or a hexagonal diagram showing the interconnected nature of these nine principles. + + +4. **Core Logic 3: The Spirit of Sacrifice** + * Moral Call: Freedom is not free; it requires a willingness to sacrifice comfort for the preservation of ideals. + * Productivity: Encouraging a nation that produces not just for wealth, but for the strength of the free world. + * Key Theme: "Whatever America hopes to bring to pass in the world must first come to pass in the heart of America." + +5. **Core Logic 4: Peace as a Way of Life** + * Definition: Peace is more than the absence of war or the stilling of guns; it is the fulfillment of faith. + * Leadership Role: Leading the world not by force alone, but by the example of justice, mercy, and charity. + * Visual Idea: A symbolic dove or a bridge connecting different cultures, representing peace as a dynamic process. + +6. **Conclusion: The Hope for the Brave** + * Summary: Moving forward with bravery and prayer to meet the challenges of the 20th century. + * Final Vision: A world where freedom is the birthright of all and peace is the hope of the brave. + * Closing Statement: "This is the work that awaits us all." +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/05/generation_task/judge_prompt.json b/talk/US_presidential_speech/05/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..4e50a8ee055bfe975f5a64bf9273fe31b511047d --- /dev/null +++ b/talk/US_presidential_speech/05/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the speech begin with a \"private prayer\" for guidance?**\n\n* The text should mention that before starting his formal remarks, Eisenhower asks the audience to join him in a prayer for wisdom, discernment of right from wrong, and dedication to the service of all people regardless of race or station.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the opening prayer is missing.\n", + "\n**Does the text describe the mid-20th century as a \"century of trial\"?**\n\n* The text should mention the transition from an era of relative security to a period of great peril, characterized by the shadow of nuclear weapons and the struggle for human freedom.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the historical context is missing.\n", + "\n**Is the contrast between \"Free World\" and \"Statist Tyranny\" mentioned?**\n\n* It should describe the global ideological conflict between those who believe in the dignity of the individual and those who view humanity as a mere pawn of the state.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this ideological contrast is missing.\n", + "\n**Does the text introduce the \"Nine Principles\" that guide American policy?**\n\n* The text should state that there are nine fixed principles by which the nation will be governed in its international relations.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if the mention of these nine principles is missing.\n", + "\n**Is the principle of \"deterrence through strength\" included?**\n\n* It should mention that the nation will maintain its strength to deter aggression and that \"destiny has laid upon our country the responsibility of the free world's leadership.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the strength/leadership principle is missing.\n", + "\n**Does the text address the \"interdependence\" of nations and economic health?**\n\n* It should state that no nation can stand alone and that the economic health of allies is essential to the security of the United States.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of international interdependence is missing.\n", + "\n**Is the rejection of \"isolationism\" mentioned?**\n\n* The text should clarify that the U.S. will not use its strength to impose its will, but also will not abandon its role in global leadership or retreat into isolation.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the stance on isolationism is missing.\n", + "\n**Does the text mention the goal of \"true peace\" vs. just the \"stilling of guns\"?**\n\n* It should define peace as more than the absence of war, but as a \"way of life\" and a \"hope for the brave.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the definition of peace is missing.\n", + "\n**Is the importance of \"domestic strength\" as a foundation for global influence mentioned?**\n\n* The text should state that whatever America hopes to achieve in the world must \"first come to pass in the heart of America.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if this core thematic statement is missing.\n", + "\n**Does the text address \"Civil Rights\" or the equality of citizens?**\n\n* It should mention the commitment to the equality of all citizens before the law and the need to eliminate racial or religious prejudices.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the equality discussion is missing.\n", + "\n**Is the call for \"sacrifice\" and \"readiness\" included?**\n\n* The text should urge citizens to be ready to make sacrifices for their faith in freedom and to remain vigilant against those who threaten it.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the call to sacrifice is missing.\n", + "\n**Does the conclusion emphasize reliance on \"Almighty God\"?**\n\n* The text should end with a call to work with bravery, charity, and prayer, thanking the citizens for their support.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the final conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the slide accurately reflect Eisenhower's \"private prayer\" at the start of his speech?**\nThe slide should mention that Eisenhower began with a prayer asking for the power to discern right from wrong and for the dedication of all government associates to the service of the people, regardless of station or race.\n\n If **no**, specify if the inclusion of the prayer or its non-partisan theme is missing.\n", + "\n**Is the description of the 20th century as a \"century of trial\" presented accurately?**\nThe slide should reflect his view that the world has passed the midway point of a century that has witnessed great technological progress but also the shadow of total war and the threat of catastrophic weapons.\n\n If **no**, identify if the contrast between scientific achievement and existential threat is missing.\n", + "\n**Does the slide deck correctly convey the struggle between \"Freedom\" and \"Slavery\"?**\nIt should mention his description of the global conflict as a struggle between those who believe in the dignity of the individual and those who see humanity as a mere pawn of the state.\n\n If **no**, specify if the moral framing of the Cold War as a clash of philosophies is missing.\n", + "\n**Are the \"Nine Principles\" (九项原则) of international conduct mentioned?**\nThe checklist should ensure the slides reference that Eisenhower introduced nine fixed principles to govern American conduct in world affairs.\n\n If **no**, specify if the existence of these specific guiding principles is omitted.\n", + "\n**Is the principle regarding \"Strength and Peace\" presented faithfully?**\nThe slide should reflect the idea that \"realizing that arms are a mere secondary expression of a nation's strength,\" the U.S. will maintain power but only to deter aggression and seek honorable peace.\n\n If **no**, specify if the link between national strength and the prevention of war is misrepresented.\n", + "\n**Does the slide deck accurately convey the interdependence of nations?**\nIt should mention his statement that \"no people can live to itself alone,\" and that the prosperity of America is linked to the economic health and security of other free nations.\n\n If **no**, identify if the theme of global economic and security interdependence is missing.\n", + "\n**Is the stance on \"Regional Alliances\" (like NATO) correctly stated?**\nThe slide should reflect the principle of encouraging regional groupings of free peoples that possess common heritage or common dangers, emphasizing collective security.\n\n If **no**, specify if the support for regional defensive pacts is misrepresented.\n", + "\n**Does the slide deck capture the rejection of \"Appeasement\"?**\nIt should mention the principle that America will never \"buy peace by the appeasement of tyrannical forces,\" as this would lead only to further aggression.\n\n If **no**, specify if the clear stance against appeasement is missing.\n", + "\n**Is the view on \"Trade\" and \"Economic Policy\" accurately reported?**\nThe slide should note the principle that the U.S. will strive to help other nations achieve their own economic stability through trade and cooperation, rather than just aid.\n\n If **no**, specify if the emphasis on mutual trade benefits is missing.\n", + "\n**Does the slide deck accurately reflect the \"Heart of America\" concept?**\nIt should mention the quote: \"Whatever America hopes to bring to pass in the world must first come to pass in the heart of America,\" emphasizing domestic integrity as a prerequisite for global leadership.\n\n If **no**, identify if the link between internal virtue and external influence is missing.\n", + "\n**Is the definition of \"Peace\" in the conclusion used correctly?**\nThe slide should reflect that peace is \"more than the stilling of guns\" or \"escape from death\"—it is a \"way of life\" and a \"hope for the brave.\"\n\n If **no**, specify if this nuanced definition of peace is misrepresented.\n", + "\n**Does the conclusion slide accurately capture the call to \"Bravery and Charity\"?**\nThe conclusion should state that the work ahead must be done with bravery, charity, and prayer to Almighty God to lead the world toward freedom.\n\n If **no**, specify if the final appeal for spiritual and moral fortitude is missing.\n" + ] +} diff --git a/talk/US_presidential_speech/05/generation_task/statistics.yaml b/talk/US_presidential_speech/05/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d0ed68fff21b7ee10591d5b124fc2ca9faff3434 --- /dev/null +++ b/talk/US_presidential_speech/05/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/05 +category: talk +input_metrics: + total_input_tokens: 4390 + generation_prompt_tokens: 1501 + materials_total_tokens: 2889 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 2889 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/05/material.md b/talk/US_presidential_speech/05/material.md new file mode 100644 index 0000000000000000000000000000000000000000..6ffcddb981735932e7c2afc7f1fd74d223931054 --- /dev/null +++ b/talk/US_presidential_speech/05/material.md @@ -0,0 +1,107 @@ +January 20, 1953: First Inaugural Address + +Author: Dwight D. Eisenhower + +My friends, before I begin the expression of those thoughts that I deem appropriate to this moment, would you permit me the privilege of uttering a little private prayer of my own. And I ask that you bow your heads: + +Almighty God, as we stand here at this moment my future associates in the Executive branch of Government join me in beseeching that Thou will make full and complete our dedication to the service of the people in this throng, and their fellow citizens everywhere. + +Give us, we pray, the power to discern clearly right from wrong, and allow all our words and actions to be governed thereby, and by the laws of this land. Especially we pray that our concern shall be for all the people regardless of station, race or calling. + +May cooperation be permitted and be the mutual aim of those who, under the concepts of our Constitution, hold to differing political faiths; so that all may work for the good of our beloved country and Thy glory. Amen. + +My fellow citizens, the world and we have passed the midway point of a century of continuing challenge. We sense with all our faculties that forces of good and evil are massed and armed and opposed as rarely before in history. + +This fact defines the meaning of this day. We are summoned by this honored and historic ceremony to witness more than the act of one citizen swearing his oath of service, in the presence of God. We are called as a people to give testimony in the sight of the world to our faith that the future shall belong to the free. + +Since this century's beginning, a time of tempest has seemed to come upon the continents of the earth. Masses of Asia have awakened to strike off shackles of the past. Great nations of Europe have fought their bloodiest wars. Thrones have toppled and their vast empires have disappeared. New nations have been born. + +For our own country, it has been a time of recurring trial. We have grown in power and in responsibility. We have passed through the anxieties of depression and of war to a summit unmatched in man's history. Seeking to secure peace in the world, we have had to fight through the forests of the Argonne to the shores of Iwo Jima, and to the cold mountains of Korea. + +In the swift rush of great events, we find ourselves groping to know the full sense and meaning of these times in which we live. In our quest of understanding, we beseech God's guidance. We summon all our knowledge of the past and we scan all signs of the future. We bring all our wit and all our will to meet the question: + +How far have we come in man's long pilgrimage from darkness toward the light? Are we nearing the light--a day of freedom and of peace for all mankind? Or are the shadows of another night closing in upon us? + +Great as are the preoccupations absorbing us at home, concerned as we are with matters that deeply affect our livelihood today and our vision of the future, each of these domestic problems is dwarfed by, and often even created by, this question that involves all humankind. + +This trial comes at a moment when man's power to achieve good or to inflict evil surpasses the brightest hopes and the sharpest fears of all ages. We can turn rivers in their courses, level mountains to the plains. Oceans and land and sky are avenues for our colossal commerce. Disease diminishes and life lengthens. + +Yet the promise of this life is imperiled by the very genius that has made it possible. Nations amass wealth. Labor sweats to create--and turns out devices to level not only mountains but also cities. Science seems ready to confer upon us, as its final gift, the power to erase human life from this planet. + +At such a time in history, we who are free must proclaim anew our faith. This faith is the abiding creed of our fathers. It is our faith in the deathless dignity of man, governed by eternal moral and natural laws. + +This faith defines our full view of life. It establishes, beyond debate, those gifts of the Creator that are man's inalienable rights, and that make all men equal in His sight. + +In the light of this equality, we know that the virtues most cherished by free people--love of truth, pride of work, devotion to country--all are treasures equally precious in the lives of the most humble and of the most exalted. The men who mine coal and fire furnaces, and balance ledgers, and turn lathes, and pick cotton, and heal the sick and plant corn--all serve as proudly and as profitably for America as the statesmen who draft treaties and the legislators who enact laws. + +This faith rules our whole way of life. It decrees that we, the people, elect leaders not to rule but to serve. It asserts that we have the right to choice of our own work and to the reward of our own toil. It inspires the initiative that makes our productivity the wonder of the world. And it warns that any man who seeks to deny equality among all his brothers betrays the spirit of the free and invites the mockery of the tyrant. + +It is because we, all of us, hold to these principles that the political changes accomplished this day do not imply turbulence, upheaval or disorder. Rather this change expresses a purpose of strengthening our dedication and devotion to the precepts of our founding documents, a conscious renewal of faith in our country and in the watchfulness of a Divine Providence. + +The enemies of this faith know no god but force, no devotion but its use. They tutor men in treason. They feed upon the hunger of others. Whatever defies them, they torture, especially the truth. + +Here, then, is joined no argument between slightly differing philosophies. This conflict strikes directly at the faith of our fathers and the lives of our sons. No principle or treasure that we hold, from the spiritual knowledge of our free schools and churches to the creative magic of free labor and capital, nothing lies safely beyond the reach of this struggle. + +Freedom is pitted against slavery; lightness against the dark. + +The faith we hold belongs not to us alone but to the free of all the world. This common bond binds the grower of rice in Burma and the planter of wheat in Iowa, the shepherd in southern Italy and the mountaineer in the Andes. It confers a common dignity upon the French soldier who dies in Indo-China, the British soldier killed in Malaya, the American life given in Korea. + +We know, beyond this, that we are linked to all free peoples not merely by a noble idea but by a simple need. No free people can for long cling to any privilege or enjoy any safety in economic solitude. For all our own material might, even we need markets in the world for the surpluses of our farms and our factories. Equally, we need for these same farms and factories vital materials and products of distant lands. This basic law of interdependence, so manifest in the commerce of peace, applies with thousand-fold intensity in the event of war. + +So we are persuaded by necessity and by belief that the strength of all free peoples lies in unity; their danger, in discord. + +To produce this unity, to meet the challenge of our time, destiny has laid upon our country the responsibility of the free world's leadership. + +So it is proper that we assure our friends once again that, in the discharge of this responsibility, we Americans know and we observe the difference between world leadership and imperialism; between firmness and truculence; between a thoughtfully calculated goal and spasmodic reaction to the stimulus of emergencies. + +We wish our friends the world over to know this above all: we face the threat--not with dread and confusion--but with confidence and conviction. + +We feel this moral strength because we know that we are not helpless prisoners of history. We are free men. We shall remain free, never to be proven guilty of the one capital offense against freedom, a lack of stanch faith. + +In pleading our just cause before the bar of history and in pressing our labor for world peace, we shall be guided by certain fixed principles. These principles are: + +1\. Abhorring war as a chosen way to balk the purposes of those who threaten us, we hold it to be the first task of statesmanship to develop the strength that will deter the forces of aggression and promote the conditions of peace. For, as it must be the supreme purpose of all free men, so it must be the dedication of their leaders, to save humanity from preying upon itself. + +In the light of this principle, we stand ready to engage with any and all others in joint effort to remove the causes of mutual fear and distrust among nations, so as to make possible drastic reduction of armaments. The sole requisites for undertaking such effort are that--in their purpose--they be aimed logically and honestly toward secure peace for all; and that--in their result--they provide methods by which every participating nation will prove good faith in carrying out its pledge. + +2\. Realizing that common sense and common decency alike dictate the futility of appeasement, we shall never try to placate an aggressor by the false and wicked bargain of trading honor for security. Americans, indeed, all free men, remember that in the final choice a soldier's pack is not so heavy a burden as a prisoner's chains. + +3\. Knowing that only a United States that is strong and immensely productive can help defend freedom in our world, we view our Nation's strength and security as a trust upon which rests the hope of free men everywhere. It is the firm duty of each of our free citizens and of every free citizen everywhere to place the cause of his country before the comfort, the convenience of himself. + +4\. Honoring the identity and the special heritage of each nation in the world, we shall never use our strength to try to impress upon another people our own cherished political and economic institutions. + +5\. Assessing realistically the needs and capacities of proven friends of freedom, we shall strive to help them to achieve their own security and well-being. Likewise, we shall count upon them to assume, within the limits of their resources, their full and just burdens in the common defense of freedom. + +6\. Recognizing economic health as an indispensable basis of military strength and the free world's peace, we shall strive to foster everywhere, and to practice ourselves, policies that encourage productivity and profitable trade. For the impoverishment of any single people in the world means danger to the well-being of all other peoples. + +7\. Appreciating that economic need, military security and political wisdom combine to suggest regional groupings of free peoples, we hope, within the framework of the United Nations, to help strengthen such special bonds the world over. The nature of these ties must vary with the different problems of different areas. + +In the Western Hemisphere, we enthusiastically join with all our neighbors in the work of perfecting a community of fraternal trust and common purpose. + +In Europe, we ask that enlightened and inspired leaders of the Western nations strive with renewed vigor to make the unity of their peoples a reality. Only as free Europe unitedly marshals its strength can it effectively safeguard, even with our help, its spiritual and cultural heritage. + +8\. Conceiving the defense of freedom, like freedom itself, to be one and indivisible, we hold all continents and peoples in equal regard and honor. We reject any insinuation that one race or another, one people or another, is in any sense inferior or expendable. + +9\. Respecting the United Nations as the living sign of all people's hope for peace, we shall strive to make it not merely an eloquent symbol but an effective force. And in our quest for an honorable peace, we shall neither compromise, nor tire, nor ever cease. + +By these rules of conduct, we hope to be known to all peoples. + +By their observance, an earth of peace may become not a vision but a fact. + +This hope--this supreme aspiration--must rule the way we live. + +We must be ready to dare all for our country. For history does not long entrust the care of freedom to the weak or the timid. We must acquire proficiency in defense and display stamina in purpose. + +We must be willing, individually and as a Nation, to accept whatever sacrifices may be required of us. A people that values its privileges above its principles soon loses both. + +These basic precepts are not lofty abstractions, far removed from matters of daily living. They are laws of spiritual strength that generate and define our material strength. Patriotism means equipped forces and a prepared citizenry. Moral stamina means more energy and more productivity, on the farm and in the factory. Love of liberty means the guarding of every resource that makes freedom possible--from the sanctity of our families and the wealth of our soil to the genius of our scientists. + +And so each citizen plays an indispensable role. The productivity of our heads, our hands and our hearts is the source of all the strength we can command, for both the enrichment of our lives and the winning of the peace. + +No person, no home, no community can be beyond the reach of this call. We are summoned to act in wisdom and in conscience, to work with industry, to teach with persuasion, to preach with conviction, to weigh our every deed with care and with compassion. For this truth must be clear before us: whatever America hopes to bring to pass in the world must first come to pass in the heart of America. + +The peace we seek, then, is nothing less than the practice and fulfillment of our whole faith among ourselves and in our dealings with others. This signifies more than the stilling of guns, casing the sorrow of war. More than escape from death, it is a way of life. More than a haven for the weary, it is a hope for the brave. + +This is the hope that beckons us onward in this century of trial. This is the work that awaits us all, to be done with bravery, with charity, and with prayer to Almighty God. + +My citizens--I thank you. \ No newline at end of file diff --git a/talk/US_presidential_speech/06/generation_task/instructions.md b/talk/US_presidential_speech/06/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..61510ec7c2c334f5176c1bfc3632da0c3aaa7177 --- /dev/null +++ b/talk/US_presidential_speech/06/generation_task/instructions.md @@ -0,0 +1,98 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: The Hartford Debate** + * Context: The first 1996 presidential debate held at the Bushnell Theater, Hartford, Connecticut. + * Participants: President Bill Clinton (incumbent) and Senator Bob Dole (challenger). + * Format: A 90-minute debate focused on ideas rather than insults, moderated by Jim Lehrer. + * Visual Idea: A split-screen graphic showing both candidates at their respective podiums with the debate logo. + +2. **Core Logic 1: The Incumbent’s Record (Clinton’s Opening)** + * Economic Narrative: Moving from high unemployment and rising frustration in 1992 to 10 million new jobs and a lower deficit in 1996. + * Social Progress: Highlighting the Family and Medical Leave Act, crime reduction, and increased home ownership. + * Key Theme: "Are we better off than we were four years ago?" + + +3. **Core Logic 2: The Challenger’s Vision (Dole’s Opening)** + * Perspective: Acknowledging a "great nation" but arguing for "better" leadership and a stronger moral compass. + * Strategy: Focusing on tax relief, family values, and a more robust national defense. + * Key Theme: Bridging the gap between a prosperous nation and a struggling middle class through reform. + +4. **Core Logic 3: Economic Policy and Tax Cuts** + * Policy Clash: Comparing Clinton’s targeted tax credits (for education and childcare) vs. Dole’s proposed 15% across-the-board tax cut. + * Debate Point: Arguments over fiscal responsibility and the impact of these policies on the national deficit. + * Visual Idea: A comparative table or bar chart showing the two different approaches to taxation and their projected outcomes. + +5. **Core Logic 4: Social Issues and the Future of Youth** + * Focus: Addressing the challenges faced by young people in the 21st century—education, drugs, and crime. + * Action Call: Clinton's focus on technological literacy and Dole's strong "just don't do it" stance on drug use. + * Key Theme: Investing in the future of the "Information Age" generation. + +6. **Conclusion: Closing Statements and Choice** + * Summary: Clinton’s vision of a "bridge to the future" vs. Dole’s "proven leadership" and "trust." + * Final Appeal: Both candidates asking for the support of the American people to lead the nation into the new millennium. + * Closing Statement: A call to participate in the democratic process and choose the path for the next four years. + +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/06/generation_task/judge_prompt.json b/talk/US_presidential_speech/06/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..a0a45e040afc1eafeb18e8bb3d82451595e511f8 --- /dev/null +++ b/talk/US_presidential_speech/06/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening statement by President Clinton mention the economic progress over the last four years?**\n\n* The text should mention the reduction of unemployment, the creation of new jobs, and the shrinking of the deficit since 1992.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the economic progress summary is missing.\n", + "\n**Is Senator Bob Dole’s emphasis on \"trust\" and \"character\" included in his opening remarks?**\n\n* The text should mention Dole’s reference to his own record of service and his focus on the importance of a President's word and honor.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the trust/character theme is missing.\n", + "\n**Does the text address the debate over \"Tax Cuts\"?**\n\n* It should include Dole's proposal for a 15% across-the-board tax cut and Clinton’s critique that such a plan would blow a hole in the deficit.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the tax cut debate is missing.\n", + "\n**Is the discussion on \"Medicare\" and \"Social Security\" included?**\n\n* The text should mention the candidates' differing views on how to preserve these programs and the impact of budget cuts on senior citizens.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the Medicare/Social Security discussion is missing.\n", + "\n**Does the text mention \"Education\" and the \"Hope Scholarship\" proposal?**\n\n* It should mention Clinton’s plan for tax credits for college tuition and the goal of making two years of college as universal as high school.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the education policy is missing.\n", + "\n**Is the \"V-chip\" and TV ratings system mentioned in the context of family values?**\n\n* The text should mention Clinton’s support for empowering parents to screen television content for their children.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if the V-chip or media content discussion is missing.\n", + "\n**Does the text address \"Crime\" and the \"Brady Bill\"?**\n\n* It should mention the debate over gun control, the 100,000 new police officers initiative, and the ban on assault weapons.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the crime policy is missing.\n", + "\n**Is \"Foreign Policy\" regarding Bosnia, Haiti, or North Korea discussed?**\n\n* The text should mention the candidates' views on American leadership abroad and the use of troops in international conflicts.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify which foreign policy topic is missing.\n", + "\n**Does the text mention the \"Family and Medical Leave Act\"?**\n\n* It should include Clinton’s defense of the act and Dole’s perspective on government mandates on businesses.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the labor/family policy is missing.\n", + "\n**Is the issue of \"Tobacco\" and its regulation as a drug mentioned?**\n\n* The text should mention the discussion on preventing children from smoking and the legal status of nicotine.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if the tobacco regulation discussion is missing.\n", + "\n**Does Senator Dole’s closing statement address \"Young People\" and drugs?**\n\n* It should mention his direct appeal to the youth to avoid drugs and his belief in unlimited possibilities in America.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the appeal to youth is missing.\n", + "\n**Does the text conclude with the moderator Jim Lehrer thanking the candidates?**\n\n* The text should show the end of the 90-minute session and the transition to the next debate.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the slide accurately reflect the opening tone set by President Clinton?**\nThe slide should mention that Clinton began by expressing respect for Senator Dole’s record of public service and his desire for a campaign of \"ideas, not insults.\"\n\n If **no**, specify if the emphasis on a civil and idea-focused debate is missing.\n", + "\n**Is the 1992 vs. 1996 economic comparison presented accurately?**\nThe slide should reflect Clinton's claim that since 1992, the country has moved from \"high unemployment and rising frustration\" to \"10.5 million more jobs\" and the \"lowest combined rates of unemployment, inflation, and mortgage rates in 28 years.\"\n\n If **no**, identify if the specific job growth numbers or the 28-year low statistics are misrepresented.\n", + "\n**Does the slide deck correctly convey Bob Dole's critique of the \"Clinton economy\"?**\nIt should capture Dole's argument that while things may look good on paper, \"family income has gone down\" and \"taxes have gone up,\" leaving families with less money to spend on their own needs.\n\n If **no**, specify if the focus on declining family income or rising tax burdens is omitted.\n", + "\n**Are Clinton's specific \"future goals\" for the 21st century accurately listed?**\nThe checklist should ensure the slides mention his plan for:\n1. Connecting every classroom to the Information Superhighway.\n2. Increasing the availability of the $500 child tax credit.\n3. Making the first two years of college as universal as high school.\n\n If **no**, specify which specific educational or tax proposal is misstated.\n", + "\n**Is Bob Dole's 15% tax cut proposal presented faithfully?**\nThe slide should reflect Dole's centerpiece promise of a \"15% across-the-board tax cut\" aimed at giving money back to the people who earned it.\n\n If **no**, specify if the percentage or the rationale for the tax cut is misrepresented.\n", + "\n**Does the slide deck accurately convey the debate over \"Medicare\"?**\nIt should reflect the conflict: Clinton accusing Republicans of trying to \"cut\" Medicare to pay for tax cuts, and Dole arguing that he voted for Medicare and wants to \"preserve\" it, not destroy it.\n\n If **no**, identify if the distinction between \"cutting\" and \"slowing the growth/preserving\" is blurred.\n", + "\n**Is the stance on \"Crime and Drugs\" correctly stated for both candidates?**\nThe slide should mention Clinton’s focus on the \"Brady Bill\" and \"100,000 more police,\" while Dole critiques the rise in drug use among young people during the Clinton administration.\n\n If **no**, specify if the specific legislative achievements or the drug use statistics are missing.\n", + "\n**Does the slide deck capture the disagreement on \"The Role of Government\"?**\nIt should reflect Dole’s view that \"the government is too big\" and takes too much money, versus Clinton’s view that the government should be a \"partner\" providing \"opportunity\" rather than just a provider.\n\n If **no**, specify if the ideological difference regarding government size is missing.\n", + "\n**Is the discussion on \"Education\" accurately reported?**\nThe slide should note Dole’s support for \"school choice\" (opportunity scholarships) and Clinton’s opposition to using public money for private schools.\n\n If **no**, identify if the contrast between school choice and public school investment is missing.\n", + "\n**Does the slide deck accurately reflect Bob Dole's closing appeal to \"character\"?**\nIt should mention Dole’s emphasis on his own \"experience\" and \"proven record,\" and his promise to be a President who \"keeps his word.\"\n\n If **no**, specify if the focus on personal integrity and trust is omitted.\n", + "\n**Is the reference to \"Unlimited Possibilities\" in the conclusion used correctly?**\nThe slide should reflect Dole's closing statement that he is \"standing here as proof that in America, the possibilities are unlimited,\" referring to his personal journey.\n\n If **no**, specify if the link between his life story and American opportunity is missing.\n", + "\n**Does the conclusion slide accurately capture the final vision for the 21st century?**\nThe conclusion should contrast Clinton's \"bridge to the future\" with Dole's \"challenge for the future,\" focusing on whether the country is on the right track or needs a change in direction.\n\n If **no**, specify if the core choice presented to the voters is misrepresented.\n" + ] +} diff --git a/talk/US_presidential_speech/06/generation_task/statistics.yaml b/talk/US_presidential_speech/06/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f96d25878d458fa574b5c1ac817f9adcfa72154b --- /dev/null +++ b/talk/US_presidential_speech/06/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/06 +category: talk +input_metrics: + total_input_tokens: 22922 + generation_prompt_tokens: 1519 + materials_total_tokens: 21403 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 21403 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/06/material.md b/talk/US_presidential_speech/06/material.md new file mode 100644 index 0000000000000000000000000000000000000000..fc428c393b8697ec1584cee31eabad53b3a15394 --- /dev/null +++ b/talk/US_presidential_speech/06/material.md @@ -0,0 +1,651 @@ +October 6, 1996: Presidential Debate with Senator Bob Dole + +Author: Bill Clinton + +**    JIM LEHRER:** Good evening from the Bushnell Theater in Hartford, Connecticut. I’m Jim Lehrer, of _The NewsHour_ on PBS. Welcome to the first of the 1996 Presidential debates between President Bill Clinton, the Democratic nominee, and Senator Bob Dole, the Republican nominee. + +This event is sponsored by the Commission on Presidential Debates. It will last 90 minutes, following a format and rules worked out by the two campaigns. There will be two-minute opening and closing statements; in between, a series of questions, each having three parts: a 90-second answer, a 60-second rebuttal, and a 30-second response. I will assist the candidates in adhering to those time limits, with the help of a series of lights visible to both. + +Under their rules, the candidates are not allowed to question each other directly. I will ask the questions. There are no limitations on the subjects. The order for everything tonight was determined by coin toss. + +Now to the opening statements and to President Clinton. + +Mr. President. + +**PRESIDENT CLINTON:** Thank you, Jim, and thank you to the people of Hartford, our hosts. I want to begin by saying again how much I respect Senator Dole and his record of public service, and how hard I will try to make this campaign and this debate one of ideas, not insults. + +Four years ago I ran for President at a time of high unemployment and rising frustration. I wanted to turn this country around with a program of opportunity for all, responsibility from all, and an American community where everybody has a role to play. I wanted a government that was smaller and less bureaucratic to help people have the tools to make the most of their own lives. + +Four years ago you took me on faith. Now there’s a record: 10 million more jobs, rising incomes, falling crime rates and welfare rolls, a strong America at peace. We are better off than we were four years ago. Let’s keep it going. + +We cut the deficit by 60 percent. Now let’s balance the budget and protect Medicare, Medicaid, education, and the environment. We cut taxes for 15 million working Americans. Now let’s pass the tax cuts for education and childrearing, help with medical emergencies and buying a home. We passed family and medical leave. Now let’s expand it so more people can succeed as parents and in the work force. We passed the 100,000 police, the assault weapons ban, the Brady Bill. Now let’s keep going by finishing the work of putting the police on the street and tackling juvenile gangs. We passed welfare reform. Now let’s move a million people from welfare to work. And most important, let’s make education our highest priority so that every 8-year-old will be able to read, every 12-year-old can log on to the Internet, every 18-year-old can go to college. + +We can build that bridge to the 21st century, and I look forward to discussing exactly how we’re going to do it. + +**LEHRER:** Senator Dole, two minutes. + +**SENATOR BOB DOLE:** Thank you. + +Thank you, Mr. President, for those kind words. And I thank the people of Hartford, the Commission, and all those out here who may be listening or watching. It’s a great honor for me to be here, standing here as the Republican nominee. I’m very proud to be the Republican nominee, reaching out to Democrats and Independents. + +I have three very special people with me: my wife, Elizabeth, my daughter, Robin, who have never let me down; and a fellow named Frank Carafa from New York, who along with Ollie Manninen helped me out in the mountains of Italy a few years back. I’ve learned from them that people do have tough times and sometimes you can’t go it alone. And that’s what America’s all about. + +I remember getting my future back from doctors and nurses and a doctor in Chicago named Dr. Kelikian, and ever since that time I’ve tried to give something back to my country, to the people who are watching us tonight. + +America is the greatest place on the face of the Earth. And I know millions of you still have anxieties. You work harder and harder to make ends meet and put food on the table. You worry about the quality and the safety of your children and the quality of education. But even more importantly, you worry about the future and will they have the same opportunities that you and I have had. + +And Jack Kemp and I want to share with you some ideas tonight. Jack Kemp is my runningmate, doing an outstanding job. Now, I’m a plain-speaking man, and I learned long ago that your word was your bond. And I promise you tonight that I’ll try to address your concerns and not try to exploit them. It’s a tall order, but I’ve been running against the odds for a long time. And again, I’m honored to be here this evening. + +**Federal Government’s Role** + +**LEHRER:** Mr. President, first question: There’s a major difference in your view of the role of the federal government and that of Senator Dole. How would you define the difference? + +**PRESIDENT CLINTON:** Well, Jim, I believe that the federal government should give people the tools and try to establish the conditions in which they can make the most of their own lives. That, to me, is the key. And that leads me to some different conclusions from Senator Dole. + +For example, we have reduced the size of the federal government to its smallest size in 30 years. We’ve reduced more regulations, eliminated more programs than my two Republican predecessors. But I have worked hard for things like the family and medical leave law, the Brady bill, the assault weapons ban, the program to put 100,000 police on the street. All of these are programs that Senator Dole opposed, that I supported because I felt they were a legitimate effort to help people make the most of their own lives. + +I’ve worked hard to help families impart values to their own children. I supported the V-chip so that parents would be able to control what their kids watch on television when they’re young, along with the ratings system for television and educational television. I supported strong action against the tobacco companies to stop the marketing, advertising, and sale of tobacco to young people. I supported a big increase in the safe and drug-free schools program. + +These were areas on which Senator Dole and I differed, but I believed that they were the right areas for America to be acting together as one country to help individuals and families make the most of their own lives and raise their kids with good values and a good future. + +**LEHRER:** Senator Dole, one minute. + +**SENATOR DOLE:** I think the basic difference is—and I have had some experience in this—I think the basic difference—I trust the people; the President trusts the government. + +If you go back and look at the health care plan that he wanted to impose on the American people—one-seventh the total economy, 17 new taxes, price controls, 35 to 50 new bureaucracies, a cost of $1.5 trillion. Don’t forget that; that happened in 1993. A tax increase that taxed everybody in America, not just the rich. If you made $25,000—that’s the original proposal—you got your Social Security taxes increased. We had a BTU tax that turned into a $35 billion gas tax, a $265 billion tax increase. + +I guess I rely more on the individual. I carry a little card around in my pocket called the 10th Amendment. Where possible, I want to give power back to the States and back to the people. That’s my difference for the present, and we’ll have specific differences later. He noted a few, but there are others. + +**LEHRER:** Mr. President, 30 seconds. + +**PRESIDENT CLINTON:** I trust the people. We’ve done a lot to give the people more powers to make their own decisions over their own lives. But I do think we are right when we try to, for example, give mothers and newborns 48 hours before they can be kicked out of the hospital, ending these drive-by deliveries. I think we were right to pass the Kassebaum-Kennedy bill, which states you can’t lose your health insurance just because you change jobs or because someone in your family has been sick. + +Our government is smaller and less bureaucratic and has given more authority to the states than its two predecessors under Republican Presidents. But I do believe we have to help our people get ready to succeed in the 21st century. + +**State of the Nation** + +**LEHRER:** Senator Dole, the President said in his opening statement, we are better off today than we were four years ago. Do you agree? + +**SENATOR DOLE:** Well, he’s better off than he was four years ago. [Laughter] + +**PRESIDENT CLINTON:** I agree with that. That’s right. + +**SENATOR DOLE:** And I may be better off four years from now. But—[laughter] I don’t know, I look at the slowest growth in a century. He inherited a growth of 4.7, 4.8 percent; now it’s down to about 2.4 percent. We’re going to pass a million bankruptcies this year for the first time in history. We’ve got stagnant wages; in fact, women’s wages have dropped 2.2 percent. Men’s wages haven’t gone up, gone down. So we have stagnation. + +We have the highest foreign debt in history. And it seems to me that if you take a look—are you better off? Well, I guess some may be better off. Saddam Hussein is probably better off than he was four years ago. Rene Preval is probably better off than he was four years ago. But are the American people? + +They’re working harder and harder and paying more taxes. For the first time in history, you pay about 40 percent of what you earn, more than you spend for food, clothing, and shelter combined, for taxes under this administration. + +So some may be better off. They talk about family income being up. That’s not true in Connecticut; family income is down. And it’s up in some cases because both parents are working; one works for the family, and one works to pay taxes for the Government. We’re going to give them a tax cut so they can spend more time with their children, maybe even take a vacation. That’s what America is all about. + +**LEHRER:** Mr. President, one minute. + +**PRESIDENT CLINTON:** Well, let me say, first of all, in February, Senator Dole acknowledged that the American economy was in the best shape it’s been in in 30 years. We have 10 million more jobs, a faster job growth rate than under any Republican administration since the 1920s. Wages are going up for the first time in a decade. We have record number of new small businesses. We had the biggest drop in the number of people in poverty in 27 years. All groups of people are growing—we had the biggest drop in income inequality in 27 years in 1995. The average family’s income has gone up over $1,600 just since our economic plan passed. + +So I think it’s clear that we’re better off than we were four years ago. Now we need to focus on, what do we need to do to be better off still? How can we help people—as we are—to get their retirements when they work for small businesses, to be able to afford health insurance, to be able to educate their children? That’s what I want to focus on. But we’re clearly better off than we were four years ago, as Senator Dole acknowledged this year. + +**LEHRER:** Senator Dole? + +**SENATOR DOLE:** I doubt that I acknowledged that this year, but in any event, I think we just look at the facts. We ask the people that are viewing tonight, “Are you better off than you were four years ago?” It’s not whether we’re better off; it’s whether they’re better off. Are you working harder to put food on the table, to feed your children? Are your children getting a better education? Drug use has doubled the past 44 months all across America. Crime has gone down, but it’s because of mayors like Rudy Giuliani, where one-third of the drop happened in one city, New York City. + +So, yes, some may be better off. But of the people listening tonight, the working families who will benefit from our economic package, they’ll be better off when Bob Dole is President and Jack Kemp is Vice President. + +**Medicare Reform** + +**LEHRER:** Mr. President, Senator Dole has come pretty close in the last few days to accusing you of lying about his position on Medicare reform. Have you done so? + +**PRESIDENT CLINTON:** Absolutely not. Let’s look at the position. First of all, remember that in this campaign season, since Senator Dole has been a candidate, he has bragged about the fact that he voted against Medicare in the beginning, in 1965, one of only 12 members. He said he did the right thing then; he knew it wouldn’t work at the time. That’s what he said. + +Then his budget, that he passed along with Speaker Gingrich, cut Medicare $270 billion, more than was necessary to repair the Medicare Trust Fund. It would have charged seniors more for out-of-pocket costs, as well as more in premiums, because doctors could have charged them more. The American Hospital Association, the nurses association, the Catholic Hospital Association all said hundreds of hospitals could close and people would be hurt badly under the Dole-Gingrich Medicare plan that I vetoed. + +And now, with this risky $550 billion tax scheme of Senator Dole’s, even his own friends—his campaign cochair, Senator D’Amato, says that they can’t possibly pay for it without cutting Medicare more and cutting Social Security as well, according to him. + +Now, my balanced budget plan adds 10 years to the life of the Medicare Trust Fund—10 years. And we’ll have time to deal with the long-term problems of the baby boomers. But it was simply wrong to finance their last scheme to cut Medicare $270 billion, to run the risk of it withering on the vine. We always have to reform it over the years, but we need someone who believes in it to reform it. + +**LEHRER:** Senator Dole. + +**SENATOR DOLE:** Well, I must say I looked back at the vote on Medicare in 1965—we had a program called Eldercare that also provided drugs and was means-tested so people who needed medical attention received it. I thought it was a good program. + +But I have supported Medicare ever since. In fact, I used to go home and my mother would tell me—said, “Bob, all I’ve got is my Social Security and my Medicare. Don’t cut it.” I wouldn’t violate anything my mother said. In fact, we had a conversation about our mothers one day, a very poignant conversation in the White House. + +I’m concerned about health care. I’ve had the best health care in government hospitals, Army hospitals, and I know its importance. But we’ve got to fix it. It’s his trustees, the President’s trustees, not mine, who say it’s going to go broke. He doesn’t fix it for 10 years. + +We ought to appoint a commission, just as we did with Social Security in 1983 when we rescued Social Security. And I was proud to be on that commission, along with Claude Pepper, the champion of senior citizens from Florida. And we can do it again if we take politics out of it. + +Stop scaring the seniors, Mr. President. You’ve already spent $45 million scaring seniors and tearing me apart. I think it’s time to have a truce. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** Well, let me say first of all, I’d be happy to have a commission deal with this, and I appreciate what Senator Dole did on the ’83 Social Security commission. But it won’t be possible to do if his tax scheme passes, because even his own campaign co-chair, Senator D’Amato, says he’ll have to cut Medicare even more than was cut in the bill that I vetoed. I vetoed that bill because it cut more Medicare and basically ran the risk of breaking up the system. + +My balanced budget plan puts 10 years onto Medicare. We ought to do that; then we can have a commission. But Senator Dole’s plans are not good for the country. + +**Senator Dole’s Tax Cut Proposal** + +**LEHRER:** Senator Dole, speaking of your tax plan, do you still think that’s a good idea, the 15 percent across-the-board tax cut? + +**SENATOR DOLE:** Oh, yes, and you’ll be eligible. [Laughter] + +**PRESIDENT CLINTON:** Me too? + +**SENATOR DOLE:** And so will the former President, yes. [Laughter] + +**PRESIDENT CLINTON:** That’s good. I need it. + +**SENATOR DOLE:** Well, the people need it; that’s the point. This is not a Wall Street tax cut. This is a family tax cut. This is a Main Street tax cut. Fifteen percent across—let’s take a family making $30,000 a year—that’s $1,261. Now, maybe to some in this Bushnell Memorial that’s not a lot of money, but people watching tonight with a couple of kids, a working family—that’s four or five months of day care, maybe a personal computer; it may be three or four months of mortgage payments. This economic package is about families, but it’s a six-point package. First of all, it’s a balanced budget amendment to the Constitution, which President Clinton defeated. He twisted arms and got six Democrats to vote the other way. We lost by one vote. + +It’s balancing the budget by the year 2002. It’s the tax cut, cutting capital gains 50 percent, so that you can go out and create more jobs and more opportunities. It’s a state tax relief. It’s a $500-per-child tax credit. It’s about litigation reform. Now that the President gets millions of dollars from the trial lawyers, he probably doesn’t like this provision. In fact, when I fell off that podium in Chico, before I hit the ground I had a call on my cell phone from a trial lawyer saying, “I think we’ve got a case here.” [Laughter] + +And it’s also regulatory reform. So it’s a good package, Mr. President, and we’d like to have your support. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** Well, here’s the problem with it. It sounds very good, but there’s a reason that 500 economists, including seven Nobel Prize winners, and business periodicals like _Business Week_ and even Senator Dole’s friend Senator Warren Rudman, former Republican Senator from New Hampshire, says it is not a practical program. It’s a $550 billion tax scheme that will cause a big hole in the deficit, which will raise interest rates and slow down the economy and cause people to pay more for home mortgages, car payments, credit card payments, college loans, and small business loans. It’s not good to raise the deficit; we’ve worked too hard to lower it. It will actually raise taxes on 9 million people. And in addition to that, it will force bigger cuts in Medicare, Medicaid, education, and the environment than the ones that he and Mr. Gingrich passed that I vetoed last year. + +So it sounds great. But our targeted tax cut for education, childrearing, health care, and homebuying, which is paid for in my balanced budget plan—something that he has not done—certified by the Congressional Budget Office, that’s the right way to go. + +**LEHRER:** Senator Dole. + +**SENATOR DOLE:** The President wants to increase spending 20 percent over the next six years. I want to increase spending 14 percent. That’s how simple it is. I want the government to pinch pennies for a change, instead of the American families. We’re talking about six percentage points over six years. And with that money, you give it back to the working people. You also provide opportunity scholarships so low-income parents will have the same choice that others have in sending their children to better schools. And it will work. And when it does work, Mr. President, I know you will congratulate me. + +**Campaign Financing** + +**LEHRER:** Mr. President, the Senator mentioned trial lawyers, and that means campaign financing. How do you personally avoid being unduly influenced by people who give you money or give you services in your campaigns? + +**PRESIDENT CLINTON:** Well, I try to articulate my positions as clearly as possible, tell people what I stand for, and let them decide whether they’re going to support me or not. The Senator mentioned the trial lawyers. In the case of the product liability bill, which they passed and I vetoed—I think that’s what he’s talking about—I actually wanted to sign that bill, and I told the people exactly what--the Congress—exactly what kind of bill I would sign. Now, a lot of the trial lawyers didn’t want me to sign any bill at all, but I thought we ought to do what we could to cut frivolous lawsuits. But they wouldn’t make some of the changes that I thought should be made. + +And let me just give you an example. I had a person in the Oval Office who lost a child in a schoolbus accident where a drunk driver caused the accident directly, but there were problems with the schoolbus. The drunk driver had no money. Under the new bill, if I had signed it, a person like that could never have had any recovery. I thought that was wrong. So I gave four or five specific examples to the Congress, and I said, “Prove to me that these people could recover, but we’re going to eliminate frivolous lawsuits; I’ll sign the bill.” + +But generally, I believe that a President has to be willing to do what he thinks is right. I’ve done a lot of things that were controversial: my economic plan, my trade position, Bosnia, Haiti, taking on the NRA for the first time, taking on the tobacco companies for the first time. Sometimes you just have to do that because you know it’s right for the country over the long run. That’s what I’ve tried to do, and that’s what I will continue to do as President. + +**LEHRER:** Senator Dole? + +**SENATOR DOLE:** You mean, how does he avoid the conflict? Well, I don’t know in the case of the trial lawyers. When I look at the trial lawyers, and when you’re a few million short you run out to Hollywood and pick up $2 million to $4 million, and organized labor comes to Washington, DC, and puts $35 million into the pot—now, if these aren’t special interests, then I’ve got a lot to learn. I was there for a while before I left on June 11th. + +The trial lawyers—I don’t—my wife is a lawyer. We’re the only two lawyers in Washington that trust each other, but we’re lawyers. I like lawyers. I don’t dislike trial lawyers. But it seems to me there has got to be some end to the frivolous lawsuits, and there’s got to be some cap on punitive damage. + +You’re putting a lot of business people out of business, small-business men and small-business women who paid 70 percent of your $265 billion tax increase, the largest tax increase in the history of America. I said that one day, and Pat Moynihan—and the Democrats say no—he said, “in the history of the world.” So I modified it--the largest tax increase in the history of the world. And it seems to me that there is a problem there, Mr. President. + +And I will address you as Mr. President. You didn’t do that with President Bush in 1992. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** Let me say, first of all, I signed a tort reform bill that dealt with civilian aviation a couple of years ago. I’ve proved that I will sign reasonable tort reform. + +Secondly, Senator Dole has had some pretty harsh comments about special interest money, but it wasn’t me who opposed what we tried to do to save the lives of children who are subject to tobacco and then went to the tobacco growers and bragged about standing up to the federal government when we tried to stop the advertising, marketing, and sales of tobacco to children. And it wasn’t me that let the polluters actually come into the halls of Congress, into the rooms, and rewrite the environmental laws. That’s what Speaker Gingrich and Senator Dole did, not me. + +**SENATOR DOLE:** That’s not true. + +**PRESIDENT CLINTON:** So I believe that we should take a different approach to this and talk about how we stand on the issues instead of trying to characterize each other’s motivations. I think Senator Dole and I just honestly disagree. + +**LEHRER:** Well, Senator Dole, let me ask you the same question I asked the President: How do you avoid being influenced by people who contribute money and services to your campaigns? + +**SENATOR DOLE:** I think it’s very difficult. Let’s be honest about it. That’s why we need campaign finance reform. That’s why I reach out to the Perot voters, and we’ve done about all that--we are the reform party, the Republican Party, and the Perot voters who are looking for a home ought to take a look at the Republican record. Whatever it is, whatever the checklist was in ’92, it’s all done but campaign finance reform. + +I worked with Senator Mitchell, who played me, I guess, in the debate warmup. We tried six or eight years ago to—he appointed three people, I appointed three people—to get campaign finance reform. We couldn’t get it done because it wasn’t enforceable. You suggested a commission; Newt Gingrich did. I’ve suggested that, at least four or five years ago, we have a commission on campaign finance reform, they send it to Congress, and we have to vote it up or down. That’s how it works. + +We’re never going to fix it by the parties, because Democrats want a better advantage for themselves, we want a better advantage as Republicans, and that’s not how it’s going to work. + +But I want to touch on this tobacco thing. I know the President’s been puffing a lot on that. But I want to go back to 1965. That was my first vote against tobacco companies when I said we ought to label cigarettes, and I’ve had a consistent record ever since 1965. We passed a bill in 1992 to encourage the States to adopt programs to stop kids from smoking. All 50 states did it. It took three years. It wasn’t until election year, Mr. President, that you ever thought about stopping smoking. + +What about drugs that have increased—doubled in the last 44 months? Cocaine is up 141 percent—or marijuana; cocaine up 166 percent. And it seems to me that you have a selective memory. Mine doesn’t work that way, so I just want to try to correct it as we go along. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** Mr. Lehrer, I hope we’ll have a chance to discuss drugs later in the program, but let me respond to what you said. I agree that too many incumbent politicians in Washington in both parties have consistently opposed campaign finance reform. That was certainly the case from the minute I got there. + +So after Speaker Gingrich and Senator Dole took over the Congress, I went to New Hampshire and a man suggested—a gentleman that, unfortunately, just passed away a couple of days ago suggested that we appoint a commission. And I shook hands with him on it, and I appointed my members, and the commission never met. + +And then Senator Dole’s ardent supporter Senator McCain, who is out there today, along with Senator Feingold, supported—sponsored a campaign finance reform proposal. I strongly supported it, and members of Senator Dole’s own party in the Senate killed it. And he was not out there urging them to vote for the McCain-Feingold bill. + +So I think the American people, including the Perot supporters, know that I’ve had a consistent record in favor of campaign finance reform, and I will continue to have. And I hope we can finally get it in the next session of Congress, because we need it badly. + +**LEHRER:** Senator Dole, 30 seconds. + +**SENATOR DOLE:** Well, on campaign reform itself we’re going to get it when we have a bipartisan commission, take it out of politics get people who don’t have any interest in politics but understand the issue, and let them make a recommendation to Congress. + +Now, we’re not kidding anybody, Mr. President. These are sophisticated people watching tonight, millions and millions of Americans. They know the Republican Party hasn’t done it. They know the Democratic Party won’t do it. We ought to agree that somebody else should do it, and then we have to vote it up or down. + +**PRESIDENT CLINTON:** I agree. + +**Teenage Drug Use** + +**LEHRER:** Mr. President, the Senator mentioned drugs. He’s suggested in the past that you bear some responsibility for the rise in drug use of teenagers in the United States. Is he right? + +**PRESIDENT CLINTON:** Well, Jim, I think every American in any position of responsibility should be concerned about what’s happened. I am. + +But let’s look at the overall record. Overall in America, cocaine use has dropped 30 percent in the last four years, casual drug use down 13 percent. The tragedy is that our young people are still increasing their use of drugs, up to about 11 percent total with marijuana. And I regret it. Let me tell you what I’ve tried to do about it. + +I appointed a four-star general who led our efforts south of the border to keep drugs from coming into the country as our nation’s drug czar, the most heavily decorated soldier in uniform when he retired. We submitted the biggest drug budget ever. We have dramatically increased control and enforcement at the border. We supported a crime bill that had 60 death penalties, including the death penalty for drug kingpins. And I supported a big expansion in the safe and drug-free schools program to support things like the D.A.R.E. program, because I thought all those things were very important. + +Do I think that I bear some responsibility for the fact that too many of our children still don’t understand drugs are wrong, drugs can kill you, even though I have consistently opposed the legalization of drugs all my public life and worked hard against them? I think we all do. And I hope we can do better. + +I don’t think this issue should be politicized, because my record is clear and I don’t think Senator Dole supports using drugs. I think we just have to continue to work on this until those who think it isn’t dangerous and won’t kill them and won’t destroy their lives get the message and change. + +**LEHRER:** Senator. + +**SENATOR DOLE:** Again, you’re very selective, Mr. President. You don’t want to politicize drugs, but it’s all right to politicize Medicare and go out and scare senior citizens and other vulnerable groups, veterans and people who get Pell grants and things like this. I mean, you say we have done all these bad things, which isn’t the case. + +But it seems to me the record is clear. The record was pretty clear in Arkansas when you were Governor: drug use doubled. You resisted the appointment of a drug czar there because you thought it might interfere with treatment. But here you cut the drug czar’s office 83 percent. You have cut interdiction substantially. That’s what I want to stop it from coming across the border. And in my administration we’re going to train the National Guard to stop it from coming across the border. + +This is an invasion of drugs from all over the world. And we have a responsibility. You had a Surgeon General McCaffrey, you had a lady who said we ought to consider legalizing drugs. Is that the kind of leadership we need? And I won’t comment on other things that have happened in your administration or your past about drugs. But it seems to me the kids ought to, if they have started they ought to stop, and just don’t do it. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** Let me say again, we did have a drug czar in Arkansas, but he answered to the Governor, just like this one answers to the President. That’s what I thought we ought to do. + +Secondly, Senator Dole, you voted against the crime bill that had the death penalty for drug kingpins in it, and you voted to cut services to 23 million school children under the Safe and Drug-Free Schools Act. I don’t think that means you’re soft on drugs. We just have a different approach. But let me remind you that my family has suffered from drug abuse. I know what it’s like to see somebody you love nearly lose their lives, and I hate drugs, Senator. We need to do this together, and we can. + +**Gun Control** + +**LEHRER:** Senator Dole, on the Government—continuing to talk about the government’s role—if elected President, would you seek to repeal the Brady bill and the ban on assault weapons? + +**SENATOR DOLE:** Not if I didn’t have a better idea, but I’ve got a better idea. It’s something I’ve worked on for 15 years. It’s called the automated check, or the instant check. It’s being used in 17 states right now, States like Florida, Colorado, Virginia, and other states. You don’t buy any gun—you don’t get any gun. We’ve got 20 million names on a computer in Washington, DC, of people who should not have a gun. We ought to keep guns out of the hands of criminals, and there are eight other categories that should not have guns. I’ve been working on this for a long, long time. + +You walk in, you put your little card in there. If it says “tilt,” you don’t get any gun. You don’t get a handgun; you don’t get a rifle; you don’t get a shotgun. You get zippo. If we’re going to protect American children and American families and people who live as prisoners in their own home, we’ve got to stop guns from being dumped on the street. + +The administration says they support the instant check. They’ve appropriated about $200 million, but only spent about $3 million to get it underway. In our administration, in my administration, we will expedite this. It keeps up the technology. It keeps guns out of the hands of people who should not have guns. That is the bottom line. And I believe it’s a good idea. It has strong bipartisan support, and perhaps that’s another thing we can depoliticize. + +You talk about the Brady bill. There’s only been one prosecution under the Brady bill—only one under the assault weapon ban, and only seven under the Brady bill that you talk about all the time. And on the assault weapons ban, out of 17 weapons that were banned, only six are banned now because 11 have been modified and they’re back on the street. Let’s get together on this instant check, because that will really make a difference. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** The President. Let me say, first of all, Senator Dole has gone back and forth about whether he’d be for repealing the Brady bill or repealing the assault weapons ban, and I think his present position is that he would not do so. And if that’s true, I’m grateful for it. But let’s look at the facts here. + +The Brady bill has kept at least 60,000 felons, fugitives, and stalkers from getting handguns. Senator Dole led the fight against the Brady bill. He tried to keep it from coming to my desk. He didn’t succeed, and I signed it, and I’m glad I did. + +Then when we had the assault weapons ban in the Senate, Senator Dole fought it bitterly and opposed the entire crime bill and almost brought the entire crime bill down because the National Rifle Association didn’t want the assault weapons ban, just like they didn’t want the Brady bill. But two years later, nobody has lost their handguns, I mean, their rifles. We’ve expanded the Brady bill to cover people who beat up their spouses and their kids. And this is a safer country. So I’m glad I took on that fight. And I believe, with all respect, I was right, and he was wrong. + +**SENATOR DOLE:** Well, the President doesn’t have it quite right. I mean, it seemed to me at the time that the assault weapon ban was not effective. But that’s history. As I told the NRA, that’s history: You’re not going to worry about it anymore; I’m not going to worry about it anymore. Let’s do something better. + +Let’s stop playing the political game, Mr. President, talking about this and this. You add up all the States who have used the instant check and how many weapons they’ve kept out of the hands of criminals, it would far surpass the number you mentioned. So in my view, if you want to be protected, you ought to vote for Bob Dole, and we’ll get the instant check passed, and we’ll keep guns out of the hands of criminals. + +**Foreign Policy** + +**LEHRER:** Mr. President, Senator Dole said the other day that you practiced a photo-op foreign policy that has lessened the credibility of the United States throughout the world. Is he wrong about that? + +**PRESIDENT CLINTON:** If that’s what he said, he’s not right about that. Look at where we are today. The United States is still the indispensable nation in the aftermath of the Cold War and on the brink of the 21st century. I have worked to support our country as the world’s strongest force for peace and freedom, prosperity and security. + +We have done the following things: Number one, we’ve managed the aftermath of the Cold War, supporting a big drop in nuclear weapons in Russia, the removal of Russian troops from the Baltics, the integration of Central and Eastern European democracies into a new partnership with NATO and, I might add, with a democratic Russia. There are no nuclear missiles pointed at the children of the United States tonight and have not been in our administration for the first time since the dawn of the nuclear age. + +We have worked hard for peace and freedom. When I took office, Haiti was governed by a dictator that had defied the United States. When I took office, the worst war in Europe was waging in Bosnia. Now there is a democratically elected President in Haiti, peace in Bosnia. We have just had elections there. We have made progress in Northern Ireland and the Middle East. We’ve also stood up to the new threats of terrorism, the proliferation of weapons of mass destruction, organized crime. + +And we have worked hard to expand America’s economic presence around the world with the biggest increase in trade, with the largest number of new trade agreements in history. That’s one of the reasons America is number one in auto production again. + +**LEHRER:** Senator. + +**SENATOR DOLE:** Well, I have a different view again. I’ve supported the President on Bosnia. And I think we were told the troops would be out in a year. Now I understand it’s been extended ’til sometime next year. + +But let’s start with Somalia, where they dragged Americans through the streets and where 18 Americans were killed one day because they didn’t have—they were pinned down for eight hours, the Rangers; they didn’t have the weapons; they didn’t have the tanks. They asked for the tanks. They didn’t get the tanks from this administration, because we were nation building. It’s called mission creep. We turn it over to the United Nations. The President didn’t have much to do about it. + +Look at Haiti where we’ve spent about $3 billion, and we got an alarm call there about two weeks ago: “You’ve got to send down some more people because the President has found out there are death squads on his own property, so we need more protection from America.” + +Bosnia, Northern Ireland—there is no cease-fire in Bosnia. I think there are still lots of problems in Bosnia. We agreed to train and arm the Muslims so they could defend themselves—the policy you had when you ran in 1992—we haven’t done that. We’re way behind, which means Americans can’t come home. Americans shouldn’t have gone there in the first place, had we let them defend themselves as they have a right to do under Article 57 of the United Nations Charter. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** First of all, I take full responsibility for what happened in Somalia, but the American people must remember that those soldiers were under an American commander when that happened. I believe they did the best they could under the circumstances. And let’s not forget that hundreds of thousands of lives were saved there. + +Secondly, in Haiti, political violence is much, much smaller than it was. + +Thirdly, in Bosnia it’s a virtual miracle that there has been no return to war. And at least there has now been an election, and the institutions are beginning to function. + +In Northern Ireland and the Middle East we are better off than we were four years ago. There will always be problems in this old world, but if we’re moving in the right direction and America is leading, we’re better off. + +**LEHRER:** Senator Dole, if elected President, what criteria would you use to decide when to send U.S. troops into harm’s way? + +**SENATOR DOLE:** Well, after World War I we had a policy of disengagement. Then from World War I to World War II we had sort of a compulsory engagement policy. Now, I think we have to have a selective engagement policy. We have to determine when our interests are involved, not the United Nations’ interests. And many of the things the President talked about he turned over to the United Nations; they decided. He’s deployed more troops than any President in history around the world. It’s cost us billions and billions of dollars for peacekeeping operations. These are facts. + +And it seems to me that when you make a decision, the decision is made by the President of the United States, by the Commander in Chief. He makes that decision when he commits young men or young women who are going to go around and defend our liberty and our freedom. That would be my position. + +Then I’m going to have a top-down review at the Pentagon, not a bottom-up review where you all fight over how much money is there. I want a top-down review to determine what our priorities are and what we should do in defense and then follow that policy, instead of this bottom-up review with all of the services fighting for the money. + +The President said he was going to cut defense $60 billion; he cut defense $112 billion, devastated States like California and others. And I think now we’ve got a problem. We’ve got to go back and look. It’s just like you said in Texas one day, you know, you raised taxes too much—and you did—and you cut defense too much, Mr. President—and you did, and you may have said that, too. + +But the bottom line is, we are the strongest nation in the world, we provide the leadership, and we’re going to have to continue to provide the leadership. But let’s do it on our terms when our interests are involved and not when somebody blows a whistle at the United Nations. + +**PRESIDENT CLINTON:** Our military is the strongest military in the world. It is the strongest, best prepared, best equipped it has ever been. There is very little difference in the budget that I have proposed and the Republican budget over the next six-year period. We are spending a lot of money to modernize our weapons system. I have proposed a lot of new investments to improve the quality of life for our soldiers, for our men and women in uniform, for their families, for their training. That is my solemn obligation. + +You asked, when do you decide to deploy them? The interests of the American people must be at stake; our values must be at stake; we have to be able to make a difference. And frankly, we have to consider what the risks are to our young men and women in uniform. + +But I believe the evidence is that our deployments have been successful, in Haiti, in Bosnia, when we moved to Kuwait to repel Saddam Hussein’s threatened invasion of Kuwait, when I have sent the fleet into the Taiwan Straits, when we’ve worked hard to end the North Korean nuclear threat. I believe the United States is at peace tonight in part because of the disciplined, careful, effective deployment of our military resources. + +**LEHRER:** Senator Dole. + +**SENATOR DOLE:** Well, I failed to mention North Korea and Cuba a while ago. You look at North Korea, where they have enough plutonium to build six nuclear bombs, where we’ve sort of distanced ourselves from our allies, South Korea. They lost about a million people in the war, the Korean war, the forgotten war. We lost 53,000 Americans. We shouldn’t be doing any favors for North Korea. It’s a closed society; we don’t have any inspection; we don’t know whether it’s going to work or not. But we keep giving them these incentives—some would call them something else—incentives. We don’t know what’s going to happen. + +Here we have Cuba, 90 miles from our shores. And what have we done? We’ve passed a law that gave people the right to sue, and the President postponed it for six months. And it seems to me if you want to send a signal you’ve got to send a signal, Mr. President. The sooner, the better off we’ll be if we put tougher sanctions on Castro, not try to make it easier for him. + +**Cuba** + +**LEHRER:** Well, Mr. President, what is your attitude toward Cuba and how Cuba should be treated. + +**PRESIDENT CLINTON:** Well, first of all, for the last four years we have worked hard to put more and more pressure on the Castro government to bring about more openness and a move toward democracy. In 1992, before I became President, Congress passed the Cuba Democracy Act, and I enforced it vigorously. We made the embargo tougher, but we increased contacts, people to people, with the Cubans, including direct telephone service, which was largely supported by the Cuban-American community. + +Then Cuba shot down two of our planes and murdered four people in international airspace. They were completely beyond the pale of the law, and I signed the Helms-Burton legislation. + +Senator Dole is correct. I did give about six months before the effective date of the act before lawsuits can actually be filed, even though they’re effective now and can be legally binding, because I want to change Cuba. And the United States needs help from other countries. Nobody in the world agrees with our policy on Cuba now. But this law can be used as leverage to get other countries to help us to move Cuba to democracy. + +Every single country in Latin America, Central America, and the Caribbean is a democracy tonight but Cuba. And if we stay firm and strong, we will be able to bring Cuba around as well. + +**SENATOR DOLE:** Well, that’s the point I made—we have to be firm and strong. And I hope that will happen. It will happen starting next January and maybe can happen the balance of this year. We have not been firm and strong. If you look at the poor people who still live in Cuba, it’s a haven for drug smugglers, and we don’t have a firm policy when it comes to Fidel Castro. In my view, the policy has failed. So Congress passes a law, the President signs it like he does a lot of things, but he—like welfare reform, "Well, I’m going to sign it, but I’m going to try to change it next year." + +I mean, a lot of these election-year conversions the President is talking about—all the drug money and all the other things, all this antismoking campaign—all happened in 1996. And I think the people viewing out there ought to go back and take a look at the record. When he fought a balanced budget amendment, when he gave you that biggest tax increase in history, when he tried to take over your health care system, when he fought regulatory reform that costs the average family $6,000 to $7,000 a year—this is serious business. It’s about your family. It’s about your business. And in this case, it’s about a firmer policy with Cuba. + +**PRESIDENT CLINTON:** There were several off-the-subject whoppers in that litany. Let me just mention, Senator Dole voted for $900 billion in tax increases. His runningmate, Jack Kemp, once said that Bob Dole never met a tax he didn’t hike. [Laughter] And everybody knows, including the _Wall Street Journal_ , hardly a friend of the Democratic Party or this administration, that the ’82 tax increase he sponsored, in inflation-adjusted dollars was the biggest tax increase in American history. So we ought to at least get the facts out here on the table so we can know where to go from here. + +**Health Care Reform** + +**LEHRER:** Senator Dole, you mentioned health reform several times. What do you think should be done about the health care system? + +**SENATOR DOLE:** Let me first answer that question about the 1982 tax cut. You know, we were closing loopholes; we were going after big corporations. I know you probably would oppose it, Mr. President, but I think we should have a fairer system and a flatter system. And we will have a fairer, flatter system, and we’re going to make the economic package work. + +Health care: Well, we finally passed the Kassebaum bill. The President was opposed to it in 1993. He wanted to give us this big system that took over about one-seventh the economy, that put on price controls, created all these state alliances, and would cost $1.5 trillion and force people into managed care whether they wanted it or not. Most people want to see their own doctor. They’re going to see their own doctor when Bob Dole is President. We won’t threaten anybody. + +So we passed the Kassebaum-Kennedy bill; that will cover about 20 to 25 million people. We’ve been for that for four, five, or six years. The President held it up. And even when it finally got near passage, Senator Kennedy held it up for 100 days because he wasn’t satisfied with one provision. But it will cover a pre-existing condition. If you change your job you’re going to be covered. So, there are a lot of good things in this bill that we should have done, instead of trying this massive, massive takeover by the federal government. + +But then, of course, you had a Democratic Congress, and they didn’t want to do that. Until we got a Republican Congress—we finally got action, and I’m very proud of my colleagues in the Republican Party for getting that done. It means a lot to a lot of people watching us tonight. + +**PRESIDENT CLINTON:** Well, that sounds very good, but it’s very wrong. Senator Dole remembers well that we actually offered not to even put in a health care bill in 1994 but instead to work with the Senate Republicans and write a joint bill. And they said no, because they got a memo from one of their political advisers saying that instead they should characterize whatever we did as big Government and make sure nothing was done to aid health care before the ’94 elections so they could make that claim. + +Well, maybe we bit off more than we could chew. But we’re pursuing a step-by-step reform now. The Kennedy-Kassebaum bill that I signed will make it possible for 25 million people to keep their health insurance when they change jobs or when somebody in their family has been sick. I signed a bill to stop these drive-by deliveries where insurance companies can force people out of the hospital after 24 hours. And I vetoed Senator Dole’s Medicare plan that would have forced a lot of seniors into managed care and taken a lot more money out of their pockets and led to Medicare withering on the vine. + +**LEHRER:** Senator. + +**SENATOR DOLE:** Well, many of the provisions in the Kassebaum bill were provisions—my provisions, like deductions for long-term care, making certain that self-employed people who are watching tonight can deduct not 30 percent but 80 percent of what you pay for premiums; you can also deduct long-term care now. So it’s a good start. + +I think—we’re even looking at our tax cut proposal, our economic package. There may be a way there to reach out to the uninsured, because there are a lot of uninsured people in this country, particularly children, that should be covered. Another way you can do it is to expand Medicaid. In America, no one will go without health care, no one will go without food... + +**LEHRER:** Senator, go ahead and finish your sentence, sorry. + +**SENATOR DOLE:** Food. [Laughter] + +**Iraq** + +**LEHRER:** Back to foreign affairs for a moment. Mr. President, are you satisfied with the way you handled this last Iraq crisis and the end result? + +**PRESIDENT CLINTON:** Well, I believe that we did the appropriate thing under the circumstances. + +Saddam Hussein is under a U.N. resolution not to threaten his neighbors or repress his own citizens. Unfortunately, a lot of people have never been as concerned about the Kurds as the United States has tried to be, and we’ve been flying an operation to protect them out of Turkey for many years now. + +What happened was, one of the Kurdish leaders invited him to go up north. But we felt, since the whole world community had told him not to do it, that once he did it we had to do something. We did not feel that I could commit—I certainly didn’t feel I should commit American troops to throw him out of where he had gone, and that was the only way to do that. So the appropriate thing strategically to do was to reduce his ability to threaten his neighbors. We did that by expanding what’s called the no-fly zone, by increasing our allies’ control of the airspace, now from the Kuwait border to the suburbs of Baghdad. + +Was it the right thing to do? I believe it was. Is it fully effective? Did it make him withdraw from the north? Well, he has a little bit, and I hope he will continue. We have learned that if you give him an inch he’ll take a mile. We had to do something. And even though not all of our allies supported it at first, I think most of them now believe that what we did was an appropriate thing to do. + +**LEHRER:** Senator Dole. + +**SENATOR DOLE:** Well, the President’s own CIA Director says that Saddam is stronger now than he was. And I don’t understand extending the no-fly zone in the south when the trouble was in the north. And what we’ve done—during the Bush administration the Kurds were at the State Department negotiating, trying to work their differences out. Now we’ve got all—thousands and thousands of refugees. We’re even shipping, I guess, 3,000 Kurds to Guam. It involves Turkey. It’s a real problem, and Saddam is probably stronger than he ever was. + +We shot, what, 44 cruise missiles—they’re worth about $1.2 million apiece—and hit some radar that—repaired in a couple, three days. Did we inflict any damage? No. Did we have any of our allies helping? Well, we have Great Britain. They’re always very loyal to us, and I appreciate that. And of course Kuwait, even though they had to find out they had 5,000 troops coming. They didn’t even understand that. We had to get their permission. + +The bottom line is, we went in there alone. We’re supposed to be operating under a U.N. resolution. We did it without any of our allies that helped us in the Gulf. + +**PRESIDENT CLINTON:** Senator Dole has, two or three times before tonight, criticized me for working with the U.N. Now I’m being criticized for not working with the U.N. + +**SENATOR DOLE:** That’s not the U.N. + +**PRESIDENT CLINTON:** Sometimes the United States has to act alone, or at least has to act first. Sometimes we cannot let other countries have a veto on our foreign policy. I could not send soldiers into the north of Iraq; that would have been wrong. I could reduce Saddam Hussein’s ability to threaten Kuwait and his other neighbors again. That’s what I did; I still believe it was the right thing to do. + +**Middle East Peace Process** + +**LEHRER:** Senator Dole, on your photo-op foreign policy charge against the President... + +**SENATOR DOLE:** Not mine. + +**LEHRER:** No, no, I mean your charge against the President that he has a photo-op foreign policy; does the Middle East summit last week fall into that category? + +**SENATOR DOLE:** Well, there were some good pictures, but does it fall into that category? I don’t know. I want to be very serious. I have supported the President when I thought he was right on Bosnia; I supported him on NAFTA and GATT. So it’s not that we always disagree; others disagreed with us. The Mideast is very difficult. But it seemed to me just as an observer that before you would call somebody to America, you would have some notion what the end result might be. Now, maybe it’s better just to get together and sit down and talk; maybe that was the purpose. And I know talks have—[inaudible]—started again today. + +But again, it’s almost like an ad hoc foreign policy. It’s ad hoc. It’s sort of, "Well, we get up in the morning and read the papers and what country’s in trouble, we’ll have a meeting." To me, that’s not the strategy that I think that people expect from America. I think we have lost credibility. And I say this very honestly, without any partisanship. We’ve lost credibility around the world. Our allies don’t—they’re not certain what we’re going to do, what our reaction, what our response is going to be. + +Nobody suggested sending troops to Iraq, if that was the hint there from the President. But I do think that Saddam Hussein is stronger than he was, and I do believe that we didn’t gain a great deal in the Mideast by bringing three of the four leaders—one refused to come—to Washington, DC. + +**PRESIDENT CLINTON:** We have a very consistent policy in the Middle East: It is to support the peace process, to support the security of Israel, and to support those who are prepared to take risks for peace. It is a very difficult environment. The feelings are very strong. There are extremists in all parts of the Middle East who want to kill that peace process. Prime Minister Rabin gave his life because someone in his own country literally hated him for trying to bring peace. + +I would liked to have had a big, organized summit, but those people were killing each other rapidly. Innocent Arab children, innocent Israeli people—they were dying. So much trust has broken down in the aftermath of the change of government. I felt that if I could just get the parties together to say, let’s stop the violence, start talking, commit to the negotiations, that would be a plus. + +Now, today the Secretary of State is in the Middle East, and they’ve started negotiations. And all of those leaders promised me they would not quit until they resolved the issues between them and got the peace process going forward again. + +**LEHRER:** Senator Dole. + +**SENATOR DOLE:** Well, I was disappointed the President did not call for an unconditional end to the violence. I mean, it seemed to me the violence would stop when these leaders came to America. The killing and the tragedies had taken place, and it’s unfortunate. And it is a difficult area; no doubt about it. It shouldn’t be politicized in any way, by the President or by his opponent, and I don’t intend to politicize it. I hope that they have talked, and I hope they’ve reached some result and that the killing will end. + +**Vision for the Future** + +**LEHRER:** Mr. President, in your acceptance speech in Chicago, you said the real choice in this race is, quote, "whether we build a bridge to the future or a bridge to the past, about whether we believe our best days are still out there or our best days are behind us, about whether we want a country of people all working together or one where you’re on your own." End quote. Are you saying that you believe Senator Dole is a man of the past and if elected President he would lead the country backward? + +**PRESIDENT CLINTON:** Well, I’m saying that Senator Dole said in his fine speech in San Diego that he wanted to build a bridge to the past. And I think I know what he meant by that. He is troubled, as I am, by some of the things that go on today. But I believe America is the greatest country in human history because we have maintained freedom and increasing prosperity by relentlessly pushing the barriers of knowledge, the barriers of the present, always moving into the future. + +That’s why when I became President I was determined to kind of move beyond this old, stale debate that had gone on in Washington for too long, to get this country moving again. And that’s why we’ve got a country with 10 million more jobs and record numbers of new businesses and rising incomes and falling crime rates and welfare roll rates. That’s why we’re moving in the right direction. + +And I’m trying to emphasize that what I want to do is to continue to do that. That’s why my balanced budget plan will still invest and grow this economy. That’s why I want a tax cut for education and childrearing, but it’s got to be paid for. That’s why I want to continue the work we have done, over partisan opposition, to work with communities to bring that crime rate down until our streets are all safe again. + +These are my commitments. I am very oriented toward the future. I think this election has to be geared toward the future. I think America’s best days are still ahead. But we’ve got to build the right bridge. + +**LEHRER:  ** Senator Dole. + +**SENATOR DOLE:** You know, the President reminds me sometimes of my brother, Kenny, who is no longer alive, but Kenny was a great talker. And he used to tell me things that I knew were not quite accurate, so we always had a rule, we divided by six. Now, maybe in your case, maybe just two. + +But 11 million new jobs and everything—I mean, the President can’t take credit for everything that Governors are doing or that’s happening in New York City when it comes to the murder rate and then not be responsible for the bad things that happen, whether it’s drug use or something else in America. And so it seems to me that we can talk about—well, we called Kenny the great exaggerator because he just liked to make it sound a little better; it made him feel better. When it comes to bridges, I want a bridge to the future. I also want a bridge to the truth. We have to tell the truth. We’ve got people watching tonight and listening tonight trying to find the truth. + +And the truth is, there’s a lot wrong with America. We need a strong economic package. We need a tax cut. We need the $500 child credit. And we’ll have that soon. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** I do not for a moment think I’m entitled to all the credit for the good things that have happened in America. But where I have moved to work with the American people to help them have the tools to make the most of their own lives, I think I should get some credit for that. I also personally took responsibility tonight when Senator Dole asked me about the drug problem. + +But you know, I think my ideas are better for the future. Senator Dole voted against student loans, against Head Start, against creating the Department of Education. If he gets elected President, we’ll start the new century without anyone in the Cabinet of the President representing education and our children. I personally don’t think that’s the right kind of future for America, and I think we ought to take a different tack. + +**Education** + +**LEHRER:** Senator Dole, do you still favor eliminating the Department of Education? + +**SENATOR DOLE:** Yes. I didn’t favor it when it was started. I voted against it. It was a tribute after President Carter’s election to the National Education Association, who sent a lot of delegates to the Democratic Convention, who give 99.5 percent of their money to Democrats and the President. And a lot of the teachers send their kids to private schools or better public schools. + +So what we want to do is called opportunity scholarships. Now, some say, "Oh, you’re Republican; you can’t be reaching out to these people." I’ve reached out to people all my life. I’ve worked on the food stamp program proudly and the WIC program and the school lunch program with Senators like George McGovern, Hubert Humphrey, and others, to name a few of my Democratic friends. I’m not some extremist out here. I care about people. I have my own little foundation that’s raised about $10 million for the disabled. I don’t advertise it—just did, haven’t before. I try to do a lot of things that I think might be helpful to people. + +So it seems to me that we ought to take that money we can save from the Department of Education, put it into opportunity scholarships, and tell little Landel Shakespeare out in Cleveland, Ohio, and tell your mother and father you’re going to get to go to school because we’re going to match what the State puts up, and you’re going to get to go to the school of your choice. + +I don’t fault the President or the Vice President for sending their children to private schools or better schools; I applaud them for it. I don’t criticize them. But why shouldn’t everybody have that choice? Why shouldn’t low-income Americans and low-middle-income Americans? I’m excited about it. It’s going to be a big, big opportunity for a lot of people. + +**PRESIDENT CLINTON:** Let me say, first of all, I’m all for students having more choices. We’ve worked hard to expand public school choice. In my balanced budget bill there are funds for 3,000 new schools, created by teachers and parents, sometimes by business people, called charter schools that have no rules. They’re free of bureaucracy and can only stay in existence if they perform and teach children. The ones that are out there are doing well. + +What I’m against is Senator Dole’s plan to take money away from all of the children we now help with limited Federal funds and help far fewer. If we’re going to have a private voucher plan, that ought to be done at the local level or the State level. But Senator Dole has consistently opposed Federal help to education. He voted against student loans, he voted against my improved student loan plan, he voted against the national service bill, against the Head Start bill. He voted against our efforts in safe and drug-free schools. He has voted against these programs. He does not believe it. That’s the issue. + +Ninety percent of our kids are out there in those public schools, and we need to lift their standards and move them forward with the programs like those I’ve outlined in this campaign. + +**SENATOR DOLE:** I had better correct the President. I don’t know what time it is, but it’s probably getting late. But I want to correct—all of these things I voted against, they were probably part of some big package that had a lot of pork in it, or a lot of things that we shouldn’t have had, and we probably voted no. I’ve supported all of the education programs; I’ve supported Head Start. I think we ought to look at it. + +So I don’t want anybody out there to think that we’ve just been voting no, no, no. Let’s give low-income parents the same right that people of power and prestige have in America and let them go to better schools. Let’s turn the schools back to the teachers and back to the parents and take it away from the National Education Association. + +**LEHRER:** Mr. President, what’s wrong with the school choice proposal? + +**PRESIDENT CLINTON:** I support school choice. I support school choice. I have advocated expansions of public school choice alternatives and, I said, the creation of 3,000 new schools that we are going to help the States to finance. + +But if you’re going to have a private voucher plan, that ought to be determined by States and localities where they’re raising and spending most of the money. I simply think it’s wrong to take money away from programs that are helping build basic skills for kids—90 percent of them are in the public schools—to take money away from programs that are helping fund the school lunch program, that are helping to fund the other programs that are helping our schools to improve their standards. + +Our schools are getting better. And our schools can be made to be even better still with the right kind of community leadership and partnership at the school level. I have been a strong force for reform. And Senator, I remind you that a few years ago, when I supported a teacher testing law in my home State, I was pretty well lambasted by the teachers association. I just don’t believe we ought to be out there running down teachers and attacking them the way you did at the Republican Convention. I think we ought to be lifting them up and moving our children forward. + +And let me just say, that budget you passed that I vetoed would have cut 50,000 kids out of Head Start. It would have eliminated the AmeriCorps plan. And it would have cut back on student loans and scholarships. Now, it would have; that’s a fact. That’s one of the big reasons I vetoed it. We need to be doing more in education, not less. + +**SENATOR DOLE:** Well, the AmeriCorps program, I must say, if that’s one of your successes I wouldn’t speak about it too loudly. It’s cost about $27,000 to pay people to volunteer. We’ve got four million young people volunteering every year. The number hasn’t gone down. And you pick out 20,000, whether they need the money or not, and they get paid for volunteering. + +I like young people. I like teachers. I’m a product of public schools. You attended a private school for some time in your life. I like teachers. You’re not for school choice. You can’t be for school choice, because it’s that special interest money again. When you’re getting 99.5 percent of the money—we don’t know what happened to the other .5 percent; we’re looking for it. Somebody got it. But it all went to Democrats, and this is part of that liberal establishment, one of those liberal things that you just can’t do. You’re for school uniforms and curfews, and you’re opposed to truancy. Now, that’s not reform, Mr. President. + +Why can’t Landel Shakespeare in Cleveland or Pilar Gonzalez in Milwaukee give their children an opportunity to go to a better school? Some schools aren’t safe; some schools aren’t even safe. Your choice is nothing. Let’s give them a real choice, the kind of choice you have and the kind of choice a lot of people have in America. If we want to stop crime and teenage pregnancy, let’s start with education. + +**PRESIDENT CLINTON:** First of all, Senator Dole, let’s set the record straight. I was able, for two years when I was a very young boy, to go to a Catholic school, but I basically went to public schools all my life. And I’ve worked hard for a long time to make them better. Ninety percent of our kids are there. + +It’s amazing to me—you are all for having more responsibility at the local level for everything except schools, where we don’t have very much money at the federal level to spend on education. We ought to spend it helping the 90 percent of the kids that we can help. If a local school district in Cleveland or anyplace else wants to have a private school choice plan like Milwaukee did, let them have at it. I might say, the results are highly ambiguous. But I want to get out there and give a better education opportunity to all of our children. And that’s why I vetoed the budget that you passed with $30 billion in education cuts. It was wrong, and my plan for the future is better. + +**Political Philosophy** + +**LEHRER:** Mr. President. + +Senator Dole, at the Republican Convention you said the following, and I quote: "It is demeaning to the Nation that within the Clinton administration, a corps of the elite who never grew up, never did anything real, never sacrificed, never suffered, and never learned should have the power to fund with your earnings their dubious and self-serving schemes." End quote. Whom, precisely, and what, precisely, did you have in mind? + +**SENATOR DOLE:** I had precisely in mind a lot of the people that were in the White House and other agencies who have never been, had any experience, who came to Washington without any experience. They’re all very liberal, of course, or they wouldn’t be in the administration. And their idea was that they knew what was best for the American people. + +Now, I feel very strongly about a lot of things. I feel strongly about education. I want to help young people have an education, just as I had an education after World War II with the GI bill of rights. And we’ve had millions of young men and women in subsequent wars change the face of the nation because the government helped with their education. + +Now, the reason they don’t want to have, you know, the reason the President can’t support this is pretty obvious. It’s not taking anything away from schools. It’s new money. It’s not going to be taken away from anybody else except it will downsize the Department of Education. + +But this is a very liberal administration. This is the administration that gave you the big tax cut. This is the administration that tried to take over health care and impose a governmental system. This is the administration that fought regulatory reform and that’s putting a lot of small-business men and small-business women out of business. This is the administration that fought the balanced budget amendment and vetoed a balanced budget and vetoed welfare reform twice. And the list goes on and on and on. + +That’s what I had in mind. I want people in my administration and will have people in my administration who understand America. There won’t be 10 millionaires and 14 lawyers in the Cabinet. They’ll be people with experience and people who understand America and people who know the hard knocks in life. + +**PRESIDENT CLINTON:** When Senator Dole made that remark about all the elitists, young elitists in the administration, one of the young men who works for me who grew up in a house trailer looked at me and said, "Mr. President, I know how you grew up. Who is he talking about?" And you know, this liberal charge, that’s what their party always drags out when they get in a tight race. It’s sort of their golden oldie, you know, it’s a record they think they can play that everybody loves to hear. [Laughter] And I just don’t think that dog will hunt this time. + +The American people should make up their own mind. Here’s the record: We cut the deficit four years in a row for the first time since before the Civil War--I mean, before World War II—and maybe before the Civil War, too. [Laughter] We’ve got 10 million new jobs. We’ve got record numbers of new small businesses. We made every one of them eligible for a tax cut. We’ve got declining crime rates, two million fewer people on welfare rolls before welfare reform passed, and a 50 percent increase in child support, and a crime bill with 60 death penalties, 100,000 police, and the assault weapons ban. + +The American people can make up their mind about whether that’s a liberal record or a record that’s good for America. Liberal, conservative, you put whatever label you want on it. + +**SENATOR DOLE:** Well, I think it’s pretty liberal; I’ll put that label on it. When you take a look at all the programs you’ve advocated, Mr. President, thank goodness we had a Republican Congress there. The first thing you did when you came into office was send up a stimulus package that said, we’ve got a little pork we want to scatter around America, $16 billion. And even some in your own party couldn’t buy that. + +I remember talking by the telephone—I’m not even certain you were too excited about it—I’ll never repeat what I talk with the President about, but in any event, we saved the taxpayers $16 billion. And then came some other programs and then came health care and then came the tax increase. And a lot of these things just stopped in 1994 because then the Congress changed, and I think we’ve done a good job. + +**LEHRER:** Mr. President, if you’re not a liberal, describe your political philosophy. + +**PRESIDENT CLINTON:** I believe that the purpose of politics is to give people the tools to make the most of their own lives, to reinforce the values of opportunity and responsibility, and to build a sense of community so we’re all working together. I don’t believe in discrimination. I believe you can protect the environment and grow the economy. I believe that we have to do these things with a government that’s smaller and less bureaucratic but that we have to do them nonetheless. + +It’s inconvenient for Senator Dole, but the truth is I’ve reduced the size of government more than my Republican predecessors. And I did stop them, I admit that; I sure stopped their budget. Their budget cut enforcement for the Environmental Protection Agency by a third. It cut funds to clean up toxic waste dumps—with 10 million of our kids still living within four miles of a toxic waste dump—by a third. It ended the principle of the polluters should pay for those toxic waste dumps unless it was very recent. Their budget weakened our support for education $30 billion, even cut funds for scholarships and college loans. Their budget cut $270 billion in Medicare. And finally, their budget withdrew the national guarantee of health care to poor children, families with children with handicaps, the elderly in nursing homes, poor pregnant women. It was wrong for the country, and calling it conservative won’t make it right. It was a bad decision for America and would have been bad for our future if I hadn’t stopped it. + +**SENATOR DOLE:** Well, the President can define himself in any way he wants, but I think we have to look at the record. Go back to the time he was, what, Texas director for George McGovern. George McGovern is a friend of mine, so I don’t mean—but he was a liberal, proud liberal. + +I’ve just finished reading a book. I think it’s called, what is it, _The Demise of the Democratic Party_ by Ronald Radosh or something, talking about all the liberal influences in the administration, whether it’s organized labor or whether it’s the Hollywood elite or whether it’s some of the media elite or whether it’s the labor unions or whatever. + +And so I think—you take a look at it, but the bottom line is this: I think the American people probably lose sight of all of these bills and all these things. They want to know what’s going to happen to them. They’ve all got a lot of anxieties out there. + +Did anybody complain when you raised taxes? Did anybody go out and ask the people, "How are you going to pay the extra money?" That’s why we want an economic package. We want the Government to pinch their pennies for a change instead of the people pinching their pennies. That’s what our message is to people watching, not all this back and forth—you voted this way, you voted that way. We want a better America as we go into the next century. + +**PRESIDENT CLINTON:** The way to get a better America is to balance the budget and protect Medicare, Medicaid, education, and the environment; to give a targeted tax cut—and let me talk about the education tax cut—to let people have a $10,000 deduction for the cost of college tuition in any year, any kind of college tuition; to give families a tax credit, a dollar-for-dollar reduction in their taxes for the cost of a typical community college so we can open that to everybody, and then to let people save in an IRA and withdraw from it without a tax penalty for education, homebuying, or medical expenses. That’s the right way to go into the 21st century, balance the budget and cut taxes, not balloon with this $550 billion tax scheme. + +**Personal Differences** + +**LEHRER:** Senator Dole, we’ve talked mostly now about differences between the two of you that relate to policy issues and that sort of thing. Are there also significant differences in the more personal area that are relevant to this election? + +**SENATOR DOLE:** Let me say first on the President’s promise for another tax cut—I mean, I’ve told people as I travel around, "All of you who got the tax cut he promised last time, vote for him in ’96," and not many hands go up. So the question is, would you buy a used election promise from my opponent? + +The people want economic reform. They’re having a hard time making ends meet. You got one parent working for the government, the other parent working for the family. And this is important business. This is about getting the economy moving again. This is about American jobs and opportunities. It’s about the government, as I said before, pinching its pennies for a change instead of the poor taxpayer. When they raise your taxes, nobody runs around asking people, "Where are you going to get the extra money?" I think the government can do better. + +**LEHRER:** Are there personal differences? That are relevant to this. + +**SENATOR DOLE:** Well, my blood pressure is lower and my weight, my cholesterol. But I will not make health an issue in this campaign. [Laughter] I think he’s a bit taller than I am. But I think there are personal differences. I mean, I don’t like to get into personal matters. + +As far as I’m concerned, this is a campaign about issues. It’s about my vision for America and about his liberal vision for America, and not about personal things. And I think his liberal vision is a thing of the past. I know he wants to disown it. I wouldn’t want to be a liberal either, Mr. President, but you’re stuck with it because that’s your record. It’s your record in Arkansas, the biggest tax increase in history, the biggest crime increase in history, biggest drug increase in history in Arkansas. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** Well, just for the record, when I was a Governor, we had the lowest—second lowest tax burden of any State in the country, the highest job growth rate of any State when I ran for President, and were widely recognized for a lot of other advances. + +But the important thing is, what are we going to do now? I think a targeted tax cut is better for our future, targeted to education and childrearing, with the rest of the education plan—hooking up all of our classrooms to the Internet by the year 2000, making sure we’ve got an army of reading volunteers, trained people to teach with parents and teachers so that our 8-year-olds can learn to read; investing in our environment, cleaning up two-thirds of the worst toxic waste dumps. Those plans are better than this $550 billion tax scheme. + +Now, remember, folks, even Senator Dole’s campaign cochair, Senator D’Amato, says he’s got to cut Medicare to pay for this. Everybody who has looked at it, 500 economists, seven Nobel Prize winners, say it’s bad for the economy. It’s going to blow a hole in the deficit, raise taxes on nine million people, and require bigger cuts than the one I vetoed. + +Our plan is better. It will take us into the future with a growing economy and healthier families. + +**SENATOR DOLE:** Well, I’m really encouraged to know of your renewed friendship with Al D’Amato, and I know he appreciates it. [Laughter] You didn’t even have tax cuts in your budget, Mr. President, the first two years you were President. It wasn’t until we had a Republican Congress that you even thought about—you talked about tax cuts. + +And getting back to personal differences, I think, Jim, if you’re a little more specific, but I think the President could clarify one thing tonight, and that’s the question of pardons. I know you talked about it with Jim Lehrer on the PBS show. And I’ve never discussed Whitewater, as I’ve told you personally; I’m not discussing Whitewater now. But I am discussing a power the President has to grant pardons, and hopefully in the next segment you could lay that to rest. + +**LEHRER:** Mr. President. + +**PRESIDENT CLINTON:** Well, first of all, he made that remark about Senator D’Amato. He’s arranged for me to spend a lot more time with Senator D’Amato in the last couple of years, and so I’m more familiar with his comments than I used to be. [Laughter] + +Let me say what I’ve said already about this pardon issue. This is an issue they brought up. There has been no consideration of it, no discussion of it. I’ll tell you this: I will not give anyone special treatment, and I will strictly adhere to the law. And that is what every President has done, as far as I know in the past. But whatever other Presidents have done, this is something I take seriously, and that’s my position. + +**SENATOR DOLE:** But it seems to me the President shouldn’t have any comment at all, particularly where it’s someone where you’ve had business dealings. I mean, you may be sending a signal; I don’t know. I’m not questioning anybody. But as the President of the United States, when somebody asks you about pardons, you say "no comment," period. And I think he made a mistake, and I think when you make a mistake, you say, "I made a mistake." But apparently his position hasn’t changed. + +If there are other specific areas—but beyond that, I haven’t gotten into any of these things, as the President knows. We’ve had that discussion. And again, I know Senator D’Amato I think may have had a hearing or two on Whitewater; I can’t remember. [Laughter] But he’s not my general chairman, he’s a friend of mine. And so is Senator Kennedy a friend of yours... + +**PRESIDENT CLINTON:** You bet. + +**SENATOR DOLE:** I remember one day on the floor, I said, "Now, gentlemen, let me tax your memories," and Kennedy jumped up and said, "Why haven’t we thought of that before?" [Laughter] One of your liberal friends. + +**PRESIDENT CLINTON:** That’s right. Thank you. + +**LEHRER:** Mr. President, 30 seconds. + +**PRESIDENT CLINTON:** No comment. [Laughter] + +**SENATOR DOLE:** What’s the subject matter? [Laughter] + +**LEHRER:** Senator Dole, if you could single out one thing that you would like for the voters to have in their mind about President Clinton on a policy matter or a personal matter, what would it be? Something to know about him, understand it, and appreciate it. + +**SENATOR DOLE:** See, if I say anything, it’s going to be misconstrued. I don’t think this is even a race between the two—it’s about our vision for America. I happen to like President Clinton personally. I’m addressing him all evening as Mr. President. I said in 1992 he didn’t extend that courtesy to President Bush. But I respect the Presidency. + +I’ve served under a number of Presidents; they all have their strengths, and they all have their weaknesses. So I’d rather talk about my strengths. I think I have my strengths. I think the best thing going for Bob Dole is that Bob Dole keeps his word. It’s a question between trust and fear. And I would say I think, Mr. President, about all you’ve got going in this campaign is fear. You’re spending millions and millions of dollars in negative ads, frightening senior citizens. I know this to be a fact, because I had one tell me last week, "Senator, don’t cut my Medicare." + +I’m trying to save your Medicare, just as I rescued Social Security with a bipartisan commission. I have relatives on Medicare. I used to sign welfare checks for my grandparents. I know all about poverty and all about need and all about taking care of people, and that’s been my career in the United States Senate. + +And I’ll keep my word on the economic package. If I couldn’t cut taxes and balance the budget at the same time, I wouldn’t look you in the eye tonight in your living room, or wherever you may be, and say that this is good for America. People will tell you who have served with Bob Dole, agree or disagree, he kept his word. That’s what this race is all about. + +**PRESIDENT CLINTON:** I’d like the American people to know that I have worked very hard to be on their side and to move this country forward, and we’re better off than we were four years ago. + +But the most important thing is my plan for the 21st century is a better plan: a targeted tax cut; a real commitment to educational reform; a deep commitment to making welfare reform work, with incentives to the private sector to move people from welfare to work—now we have to create those jobs, now that we’re requiring people to go to work; a commitment to step-by-step health care reform, with the next step helping people who are between jobs to access health care and not lose it just because they’re out of work for a while; a commitment to grow the economy while protecting the environment. + +That’s what I’d like them to know about me, that I’ve gotten up every day and worked for the American people and worked so that their children could have their dreams come true. And I believe we’ve got the results to show we’re on the right track. The most important thing is I believe we’ve got the right ideas for the future. + +And like Senator Dole—I like Senator Dole. You can probably tell we like each other. We just see the world in different ways, and you folks out there are going to have to choose who you think is right. + +**SENATOR DOLE:** Well, I’d say, you know, the first homeless bill in the Senate was the Dole-Byrd bill, part of the Byrd-Dole bill—I can’t remember who was in control then. I remember working with Senator Ribicoff from Connecticut on the hospice program; we now have 2,500 hospices. + +As I said, I remember, I’ve worked all my life while I was in the Congress—I left on June 11 because I wanted the American people to know that I was willing to give up something. President Clinton ran for Governor in 1990 and said he was going to fill out his term, but he didn’t. He’s President, so I guess it’s a little better deal. + +But I wanted the American people to know that I was willing to give up something; it wasn’t just getting more power and more power. So I rolled the dice. I put my career on the line because I really believe the future of America is on the line. We can give you all these numbers. They don’t mean a thing if you’re out of work, you have nothing to eat, or you can’t have medical care, or you’re holding a crack baby in your arms right now, and what do you do next? + +You know, America’s best days are ahead of us. I’ve seen the tough times. I know they can be better. And I’ll lead America to a brighter future. + +**LEHRER:** Mr. President, what do you say to Senator Dole’s point that this election is about keeping one’s word? + +**PRESIDENT CLINTON:** Let’s look at that. When I ran for President, I said we’d cut the deficit in half in four years; we’ve cut it by 60 percent. I said that our economic plan would produce eight million jobs; we have 10 million new jobs. We’re number one in autos again, record numbers of new small businesses. I said we’d pass a crime bill that would put 100,000 police on the street, ban assault weapons, and deal with the problems that ought to be dealt with with capital punishment, including capital punishment for drug kingpins. And we did that. + +I said we would change the way welfare works. And even before the bill passed, we had moved nearly two million people from welfare to work, working with States and communities. I said we’d get tougher on child support, and child support enforcement is up 50 percent. + +I said that I would work for tax relief for middle-class Americans. The deficit was bigger than I thought it was going to be, and I think they’re better off, all of us are, that we got those interest rates down and the deficit down. The Republicans talk about it, but we’re the first administration in anybody’s lifetime looking at this program to bring that deficit down four years in a row. We still gave tax cuts to 15 million working Americans. And now I’ve got a plan that has been out there for two years—it could have been passed already, but instead the Republicans shut the Government down to try to force their budget and their plan on me, and I couldn’t take that. But we’ll get the rest of that tax relief. + +And so I think when you can look at those results, you know that the plan I have laid out for the future has a very good chance of being enacted if you’ll give me a chance to build that bridge to the 21st century. + +**LEHRER:** Senator. + +**SENATOR DOLE:** Well, there he goes again—I mean, it’s a line that has been used before—but exaggerating all of the things he did. He didn’t do all these things. Let’s take all of these 4, you know, years in a row. He came in with a high growth rate. The 1990 budget agreement, which some didn’t like, had some very tough cost controls. It put a lot of pressure on Congress. The S&L crisis was over. They were starting to sell assets; all of that money was coming in. And he cut defense an extra $60 billion, threw a lot of people out of work. + +He talks about a smaller government. There are actually more people in government, except for the people in defense-related jobs. They’re gone. The government is bigger than it was when President Kennedy was around, even though he says it’s not. In addition, the Republican Congress cut $53 billion. So let’s give credit where credit is due. + +Governor Engler in Michigan cut taxes 21 times, created a lot of new jobs. So did Governor Thompson. So did Governor Rowland. And a lot of people out there deserve credit, Mr. President. When I’m President of the United States, we’re going to have a Governors council, and we’re going to work directly with the Governors, Republicans and Democrats, to the get power back to people and back to the states. + +**PRESIDENT CLINTON:** I think a lot of people deserve credit, and I’ve tried to give it to them. But I believe that my plan is better than Senator Dole’s ill-advised, $550 billion scheme, which I will say again will blow a hole in the deficit. + +Our plan will balance the budget and grow the economy, preserve the environment, and invest in education. We have the right approach for the future. And look at the results: It is not midnight in America, Senator. We are better off than we were four years ago. + +**LEHRER:** All right, that’s the last question, the last answer. Let’s go now to the closing statements. + +**SENATOR DOLE:** Are we done? + +**LEHRER:** Mr. President, you’re first. Two minutes. + +**PRESIDENT CLINTON:** Well, first, Jim, let me thank you, and thank you, Senator Dole, and thank you, ladies and gentlemen, all of you listening tonight, for the chance you’ve given us to appear. I want to say in the beginning that I am profoundly grateful for the chance that you have given me to serve as President for the last four years. I never could have dreamed anything like this would come my way in life, and I’ve done my best to be faithful to the charge you’ve given me. + +I’m proud of the fact that America is stronger and more prosperous and more secure than we were four years ago. I’m glad we’re going in the right direction. And I’ve done my best tonight to lay out my plans for going forward to an even better future in the next century. + +I’d like to leave you with the thought that the things I do as President are basically driven by the people whose lives I have seen affected by what does or doesn’t happen in this country: the autoworker in Toledo who was unemployed when I was elected and now has a great job, because we’re number one in auto production again; all the people I’ve met who used to be on welfare who are now working and raising their children—and I think what others could do for our country and for themselves if we did the welfare reform thing in the proper way. + +I think of the man who grabbed me by the shoulder once with tears in his eyes and said his daughter was dying of cancer, and he thanked me for giving him a chance to spend some time with her without losing his job, because of the Family and Medical Leave Act. + +I think of all the people that I grew up with and went to school with whom I stay in touch with and who never let me forget how what we do in Washington affects all of you out there in America. + +Folks, we can build that bridge to the 21st century, big enough and strong enough for all of us to walk across. And I hope that you will help me build it. + +**LEHRER:** Senator Dole, your closing statement, sir. + +**SENATOR DOLE:** Thank you, Jim. Thank you, Mr. President. Thank everyone for watching and listening. + +I want to address my remarks to the young people of America, because they’re the ones that are going to spend most of their life in the 21st century. They’re the ones who have the challenges. And there are people out there making predictions that it’s not going to be the same; you’re not going to have the opportunity; there is going to be more deficits, more drugs, more crime, and less confidence in the American people. And that’s what you’re faced with, what the parents are faced with and the grandparents are faced with. It’s important. It’s their future. + +And I would say to those I know there are more young people experimenting with drugs today than ever before. Drug use has gone up. And if you care about the future of America, if you care about your future, just don’t do it. + +And I know that I am someone older than you, but I’ve had my anxious moments in my life. I’ve learned to feed myself and to walk and to dress. I’m standing here as proof that in America, the possibilities are unlimited. I know who I am, and I know where I’m from, and I know where I want to take America. We are the greatest country on the face of the Earth. We do more good things for more people in our communities, our neighborhoods than anywhere that I know of. + +This is important business. This election is important. I ask for your support. I ask for your help. If you really want to get involved, just tap into my home page, www.dolekemp96.org. + +Thank you. God bless America. \ No newline at end of file diff --git a/talk/US_presidential_speech/07/generation_task/instructions.md b/talk/US_presidential_speech/07/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ad0faab3a7d0c9a6e4d4546af73f44437db39ea4 --- /dev/null +++ b/talk/US_presidential_speech/07/generation_task/instructions.md @@ -0,0 +1,95 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: A Homecoming for Conservatives** + * Context: Returning to CPAC as President among "wonderful friends and amazing supporters." + * Key Point: Proving conservative credentials through a year of unprecedented action. + * Visual Idea: A vibrant shot of a cheering crowd at a convention or the CPAC logo paired with the Presidential seal. + +2. **Core Logic 1: Promises Made, Promises Kept** + * Judicial Impact: Highlighting the appointment of conservative judges and Justice Neil Gorsuch. + * Deregulation: Claiming the record for cutting more regulations in one year than any other administration. + * Key Theme: Transforming conservative ideas into historic legislative and executive reality. + +3. **Core Logic 2: Economic Momentum and Tax Reform** + * Achievement: The passage of the "biggest tax cuts and reforms in American history." + * Impact: Mentioning companies giving bonuses and the lowest unemployment rates for various demographics. + * Visual Idea: A "Before vs. After" infographic showing economic indicators and tax savings for American families. + +4. **Core Logic 3: Sovereignty and Security (National & Border)** + * Border Policy: The call for "The Wall" and ending "Catch and Release" and "Chain Migration." + * Second Amendment: A firm commitment to protecting the right to bear arms and improving school safety. + * Global Stance: Putting "America First" in trade deals and announcing heavy sanctions on North Korea. + +5. **Core Logic 4: Cultural Identity and The "Forgotten" Citizen** + * Narrative: Standing up for the national anthem, the flag, and the phrase "Merry Christmas." + * Perspective: Challenging the "fake news" media and the political establishment on behalf of the American worker. + * Visual Idea: Patriotic imagery focusing on the American flag and industrial workers. + +6. **Conclusion: Winning for the Future** + * Call to Action: Encouraging the audience to "work really hard for '18" (the midterm elections). + * Final Vow: "We are going to make America great again, and I will never, ever, ever let you down." + * Closing Statement: A high-energy call to unity and continued conservative momentum. +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/07/generation_task/judge_prompt.json b/talk/US_presidential_speech/07/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..cc294551bc361b94f4261aaf30ec89cd7f49b8b5 --- /dev/null +++ b/talk/US_presidential_speech/07/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening mention the President's transition from a non-politician to a proven conservative?**\n\n* The text should mention Trump's reflection on when he first started running and how people questioned his conservative credentials, which he now claims to have proven.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the opening remarks is missing.\n", + "\n**Is the mention of the \"Tax Cuts and Jobs Act\" included?**\n\n* The text should discuss the passage of the massive tax cuts and the impact on the economy and working families.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the tax cut discussion is missing.\n", + "\n**Does the text address the \"Judicial Appointments\" and the Supreme Court?**\n\n* It should mention the appointment of Justice Neil Gorsuch and the broader effort to appoint conservative judges to the federal courts.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the judicial appointments is missing.\n", + "\n**Is the metaphor of \"The Snake\" poem included?**\n\n* The text should describe Trump reading a poem about a woman who saves a snake, only to be bitten by it, used as a metaphor for immigration policy.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if the \"Snake\" metaphor is missing.\n", + "\n**Does the text mention the \"Second Amendment\" and gun rights?**\n\n* It should include a commitment to protecting the right to bear arms and a critique of those who wish to infringe upon it.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the Second Amendment discussion is missing.\n", + "\n**Is the discussion on \"Border Security\" and the \"Wall\" present?**\n\n* The text should mention the need for a wall on the southern border and the fight against \"sanctuary cities\" and MS-13 gangs.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of border security is missing.\n", + "\n**Does the text address the \"Energy Policy\" and the withdrawal from the Paris Accord?**\n\n* It should mention the goal of American energy dominance and the decision to exit international agreements deemed unfair to the U.S.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of energy policy is missing.\n", + "\n**Is the critique of the \"Fake News Media\" included?**\n\n* The text should mention the President's disparaging remarks about the media and their alleged bias against his administration.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the media critique is missing.\n", + "\n**Does the text mention \"North Korea\" and the sanctions imposed?**\n\n* It should mention the announcement of the \"heaviest sanctions ever imposed\" on a country and the hope for a positive outcome.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what detail regarding North Korea is missing.\n", + "\n**Is the theme of \"American Greatness\" and \"Putting America First\" emphasized?**\n\n* The text should reiterate the \"America First\" slogan and the commitment to rebuilding the country's strength and pride.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this theme is missing.\n", + "\n**Does the text mention the upcoming \"2018 Midterm Elections\"?**\n\n* It should include an appeal to the audience to work hard for the '18 elections to keep the Republican majority and the tax cuts.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the election appeal is missing.\n", + "\n**Does the conclusion feature the promise to \"Never let you down\"?**\n\n* The text should end with the President's pledge to continue fighting for his supporters and the final signature phrase \"Make America Great Again.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the slide accurately reflect Trump's self-identification as a \"conservative\"?**\nThe slide should mention his rhetorical question to the audience about whether he has \"proved\" he is a conservative after the initial doubts when he first started running.\n\n If **no**, specify if the theme of validating his conservative credentials is missing.\n", + "\n**Is the purpose of CPAC presented according to Trump's description?**\nThe slide should state that for more than four decades, the event has served as a forum to discuss protecting heritage, promoting culture, and defending freedom.\n\n If **no**, identify if the specific goals of heritage, culture, and freedom are misrepresented.\n", + "\n**Does the slide deck correctly convey Trump's claim regarding conservative ideas in action?**\nIt should mention his claim that in the last year, his administration has put \"more great conservative ideas into use than perhaps ever before in American history.\"\n\n If **no**, specify if the magnitude of his claim regarding the implementation of conservative policies is downplayed.\n", + "\n**Is the mention of the \"Tax Cuts\" presented accurately?**\nThe slide should reflect his call for more Republicans in '18 (the midterms) specifically to \"keep the tax cuts and keep all of this going.\"\n\n If **no**, specify if the link between the 2018 elections and the preservation of tax reform is missing.\n", + "\n**Does the slide deck accurately reflect Trump's comments on \"North Korea\"?**\nIt should mention his announcement that the U.S. imposed the \"heaviest sanctions ever imposed on a country\" on the day of the speech.\n\n If **no**, identify if the specific \"heaviest sanctions\" descriptor is omitted.\n", + "\n**Is the portrayal of the \"Media\" consistent with Trump's remarks?**\nThe slide should reflect his prediction that the media will eventually support him because if he lost, their ratings would go down and they would be \"out of business.\"\n\n If **no**, specify if the \"ratings-based\" rationale for his relationship with the media is missing.\n", + "\n**Does the slide deck capture the interactive nature of his speech (The \"USA!\" chants)?**\nIt should note the audience's response, specifically the \"USA! USA! USA!\" chants that occurred during the address.\n\n If **no**, specify if the atmosphere of supporter enthusiasm is omitted.\n", + "\n**Is the tribute to the \"partners\" in the room presented faithfully?**\nThe slide should mention that he addressed the attendees as \"incredible partners\" and thanked them for everything they had done for the country.\n\n If **no**, specify if the focus on the collaborative effort between the activists and the administration is missing.\n", + "\n**Does the slide deck accurately reflect the \"2018 Midterms\" context?**\nIt should mention his urging for the crowd to \"work really hard for '18\" to ensure political continuity.\n\n If **no**, specify if the explicit call to action for the upcoming elections is missing.\n", + "\n**Is the reference to \"Big Ideas\" vs. \"Action\" used correctly?**\nThe slide should reflect his statement that CPAC is not just about big ideas, but about \"putting those ideas into action.\"\n\n If **no**, identify if the emphasis on practical results over theory is misrepresented.\n", + "\n**Does the slide deck capture his final promise to the supporters?**\nIt should mention his concluding vow that he will \"never, ever, ever let you down.\"\n\n If **no**, specify if this specific personal commitment is omitted.\n", + "\n**Does the conclusion slide accurately reflect the signature slogan?**\nThe conclusion should state that the ultimate goal remains to \"Make America Great Again.\"\n\n If **no**, specify if the core campaign/administration slogan is missing.\n" + ] +} diff --git a/talk/US_presidential_speech/07/generation_task/statistics.yaml b/talk/US_presidential_speech/07/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..98a4eb006cf229fdad70598b9c48215df3e6aa52 --- /dev/null +++ b/talk/US_presidential_speech/07/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/07 +category: talk +input_metrics: + total_input_tokens: 14622 + generation_prompt_tokens: 1445 + materials_total_tokens: 13177 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 13177 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/07/material.md b/talk/US_presidential_speech/07/material.md new file mode 100644 index 0000000000000000000000000000000000000000..6e77561d7ac629bd21a28e2dcd3fc96e1b93fd74 --- /dev/null +++ b/talk/US_presidential_speech/07/material.md @@ -0,0 +1,341 @@ +February 23, 2018: Remarks at the Conservative Political Action Conference + +Author: Donald Trump + +THE PRESIDENT: Thank you very much. Thank you everybody. (Applause.) Thank you. Thank you very much. Thank you, Matt, for that great introduction. And thank you for this big crowd. This is incredible. Really incredible. (Applause.) + +We’ve all come a long way together. We’ve come a long way together. I’m thrilled to be back at CPAC, with so many of my wonderful friends and amazing supporters, and proud conservatives. (Applause.) Remember when I first started running? Because I wasn’t a politician, fortunately. But do you remember I started running and people would say, “Are you sure he’s a conservative?” I think now we’ve proved that I’m a conservative, right? (Applause.) + +For more than four decades, this event has served as a forum for our nation’s top leaders, activists, writers, thinkers. Year after year, leaders have stood on this stage to discuss what we can do together to protect our heritage, to promote our culture, and to defend our freedom. + +CPAC has always been about big ideas and it’s also been about putting those ideas into action. And CPAC really has put a lot of ideas into action. We’ll talk about some of them this morning. + +For the last year, with your help, we have put more great conservative ideas into use than perhaps ever before in American history. (Applause.) Right? + +By the way, what a nice picture that is. Look at that. I’d love to watch that guy speak. (Laughter.) Oh, boy. That’s a—I try like hell to hide that bald spot, folks. I work hard at it. (Applause.) It doesn’t look bad. Hey, we’re hanging in. We’re hanging in. We’re hanging in there, right? Together, we’re hanging in. + +We’ve confirmed a record number—so important—of circuit court judges, and we are going to be putting in a lot more. (Applause.) And they will interpret the law as written. And we’ve confirmed an incredible new Supreme Court justice, a great man, Neil Gorsuch. (Applause.) Right? + +We’ve passed massive—biggest in history—tax cuts and reforms. (Applause.) You know, I don’t use the word “reform.” There was a lot of reform, too. Very positive reform. I don’t use it. And when we were first doing it, I told everybody—everybody gathered—I said, “Just talk about tax cuts. People don’t know what reform means. They think reform might mean it’s going up.” And I said, “Do tax cuts.” + +AUDIENCE: Booo — + +AUDIENCE: USA! USA! USA! + +THE PRESIDENT: Thank you. How did he get in here, Matt? Boy. Okay. Just for the media, the fake news back there, they took very good care of him. They were very gentle. (Laughter.) He was very obnoxious. It was only one person. + +So we have thousands of people here. (Applause.) So listen—tomorrow, the headline will be, “Protestors disturbed the Trump…”—one person, folks. Doesn’t deserve a mention. Doesn’t deserve a headline. The headline tomorrow: “Disrupters of CPAC.” One person. And he was very nice—we looked at him, and he immediately left. Okay. (Laughter and applause.) + +No, I’ve had it too often. You’ll have one person, and you can hardly even hear him. In fact, the biggest, really, disturbance are you people. You know why? He’ll say something; nobody hears him. Because it’s all—and then the crowd will start screaming at him. And then all of a sudden we stop for—and that’s okay. You have to show your spirit, right? You have to show your spirit. It’s true. (Applause.) + +So we passed the biggest tax cuts in the history of our country. And it was called “tax cut and reform.” And I said to our people, don’t use the word “reform.” Because we were going to call it the “Tax Reform Act.” I said, “No wonder for 45 years nothing has been passed.” Because people want tax cuts, and they don’t know what reform means. Reform can mean you’re going to pay more tax. So I convinced politicians who have done this all their lives—and they do a great job, in many cases—but this was one—they were going, the “Tax Reform Act” of whatever year we want to put. Okay? + +So they have the Tax Reform Act, and that was it. And now it was called the Tax Act—Tax Cut Act and Jobs. We had to add “jobs” into it because we’re picking up a tremendous number of jobs—2.7 million jobs since the election. 2.7. (Applause.) + +So now people hear tax cuts, and it has been popular. Remember, it started off a little slow. Then it got passed, and we had some great help. I will say, we had some great help in the Senate, in the House. We have guys here today—we have a lot of congressmen, we have a lot of senators. We had a lot of help. And we got it passed. + +Just—it was not easy. We didn’t have one Democrat vote, and I think that’s going to cost them in the midterms. I know that whoever wins the presidency has a disadvantage, for whatever reason, in the midterms. You know what happens? I’m trying to figure it out. Because historically, if you win the presidency, you don’t do well two years later. And you know what? We can’t let that happen. (Applause.) And I know what happens. I finally figured it out. Nobody has been able to explain it. It just happens, statistically, almost all of the time for many years. + +What happens is, you fight so hard to win the presidency. You fight, fight, fight. And now only two years—that’s a very short period. And by the time you start campaigning, it’s a year. And now you got to go and fight again. But you just won. So nobody has that same drive that they had. So you end up not doing that well because the other side is going—they’re crazed. And, by the way, they’re crazed anyway, these people. They are really crazed. (Laughter and applause.) Right? + +So—because I kept trying to say, “Why is this?” But it’s just there. So the great enthusiasm—you know, you’re sitting back, you’re watching television. “Maybe I don’t have to vote today; we just won the presidency.” And then we get clobbered, and we can’t let that happen. We get clobbered in ’18, and we can’t let that happen—only because we are so happy, we passed so many things. Honestly, and I’ll say—I’ll use the word “my administration” as opposed to me—my administration, I think, has had the most successful first year in the history of the presidency. I really believe that. I really believe it. I really believe it. (Applause.) So, I mean, judges, regulations, everything. + +And the beautiful thing about the tax cuts is nobody thought we could do it. Because again, we had to get 100 percent of our vote. And nobody thought we could do it. And, frankly—I mean, to me we got it and it’s turned out to be one of the most popular things. And, by the way, for the Republicans in this room, of which I assume—would you say, is it 99 percent, Matt, or 100 percent? Huh? I would hope it’s close to—you know what, hey, we probably have some Democrats that want to come over. We have a great governor from West Virginia that left the Democratic Party—Big Jim—and he came over to the Republican Party. (Applause.) + +So people are sitting there, and they’re saying, “Oh, we just had that great victory. Eh, let’s not vote. Let’s go to a movie. We’re the Republican Party, we’re going to do great.” And then they end up losing. + +So you got to keep up the enthusiasm. Now what happens, by the way, they lose. And then you have the presidential election coming up again, and you clobber them because everybody gets off their ass and they get out and they work. Right? And they work. And they work and work and work. And you end up winning the Presidency again. And we should do that—hopefully we’re going to do that very easily. + +But never—we have to worry—right now, we have a big race coming up in ’18. You have to get out. You have to just get that enthusiasm. Keep it going. (Applause.) + +See, the word, really, is “complacent.” People get complacent. It’s a natural instinct. You just won, and now you’re happy and you’re complacent. Don’t be complacent. Okay? Don’t be complacent. Because if they get in, they will repeal your tax cuts, they will put judges in that you wouldn’t believe, they’ll take away your Second Amendment, which we will never allow to happen. (Applause.) They’ll take away your Second Amendment. (Applause). + +AUDIENCE: Donald Trump! Donald Trump! + +THE PRESIDENT: Remember that. They will take away—thank you. They will take away those massive tax cuts and they will take away your Second Amendment. By the way, if you only had a choice of one, what would you rather have? The Second Amendment or the tax cuts? Go ahead, Second Amendment, tax cuts. Second Amendment. (Applause.) I’m going to leave it at the Second Amendment. I don’t want to get into that battle, all right? + +We’re going to say you want—Matt, we’re going to say you want the Second Amendment the most. But we’re going to get them all. And remember this—(applause)—remember this: We’ve gotten—you know, somebody got on television recently and they said, actually, this is the first time I can remember—Trump made campaign promises. He may be the only person that actually fulfilled more promises than he made. I think that’s true. (Applause.) I fulfilled more promises. + +But we have a very crooked media. We had a crooked candidate, too, by the way. But we have a very, very crooked media. + +AUDIENCE: Lock her up! Lock her up! Lock her up! + +THE PRESIDENT: I will say this, folks: Everything that’s turning out, now it’s amazing that’s come full circle. Boy, have they committed a lot of atrocities when you look. (Applause.) Right? When you look. Have they done things that are wrong. + +But remember this: Not only did we get the tax cuts, which everybody said we wouldn’t get—and, by the way, repealed, in that tax cut, the individual mandate, which is a tremendous thing. (Applause.) + +This is where you’re forced to pay in order not to have healthcare. Okay? Is that great? You pay for the privilege of not having healthcare. So you’re subsidizing lots of other people. That’s gone. I know people came up to me with tears in their eyes; they’re saying, I’m forced to pay not to have healthcare. Very unfair. + +And, by the way, we’re having tremendous plans coming out now—healthcare plans—at a fraction of the cost that are much better than Obamacare. (Applause.) And except for one Senator, who came into a room at 3 o’clock in the morning and went like that—we would have had healthcare, too. + +AUDIENCE: Booo — + +THE PRESIDENT: We would have had healthcare, too. Think of that. But I think we may be better off the way we’re doing it. It’s piece by piece by piece. Obamacare is just being wiped out. The individual mandate, essentially, wipes it out. (Applause.) So I think we may be better off. And people are getting great healthcare plans and we’re not finished yet. + +But, remember, one person walked into a room when he was supposed to go this way, and he said he was going this way, and he walked in, and he went this way, and everyone said, “What happened? What was that all about?” Boy, oh, boy. Who was that? I don’t know. I don’t know. I don’t know. I don’t want to be controversial, so I won’t use his name. Okay? (Laughter.) What a mess. But it’s all happening anyway. It’s all happening anyway. + +And we’ve, at the same time, eliminated a record number of job-killing regulations, and people are going back to work. (Applause.) Right? People are going back to work. So—and you know, the fake news always—if I say something that’s like, a little off, next day headline, “He misrepresents…”—I have to be careful. + +But in the history of Presidents, no President—and I’m saying no President. Now, maybe they’ll find I was off by two but we’re here one year. (Laughter.) No President—well, I read it in lots of good papers, actually. (Laughter.) But they’ll change the story when I say it. No President has ever cut so many regulations in their entire term, okay—(applause)—as we’ve cut in less than a year. (Applause.) + +And it’s my opinion that the regulations had as big an impact as these massive tax cuts that we’ve given. So I really believe it. (Applause.) + +We’ve ended the war on American energy. We were in war. And we’ve ended the war on beautiful, clean coal. (Applause.) One of our great natural resources. And very important for our defense—coal—very important for our defense. Because we have it. We don’t have to send it through pipes. We don’t have to get it from foreign countries. We have more than anybody. And they wanted to end it. And our miners have been mistreated and they’re not being mistreated anymore. We’re doing tremendous business. (Applause.) + +I was in Vietnam, and the Prime Minister and the President of Vietnam were there. And we have a massive deficit with them, like we do with everybody else because these Presidents have just let it go to hell. We have the worst trade deals you’ve ever seen. So we’re changing it. + +So I said, we have too big of a deficit with Vietnam; I’m not happy. He said, “Well, but we’re going to…” I said, “Buy coal. Buy coal.” They use a lot of coal. Buy coal. And he said, “You know, we have bought coal from West Virginia and other places, and it’s the finest coal we have ever used.” It’s interesting. And West Virginia now is doing great. You look at what’s happening in West Virginia. You look at what’s happening in Pennsylvania. You look at what’s happening in Ohio. (Applause.) And you look at what’s happening in Wyoming. You look at what’s happening all over. It’s like a—it’s like a different world. + +And remember this: Virtually, as soon as I got into office, we approved the Keystone XL pipeline and the Dakota Access pipeline, which would never have been approved. (Applause.) And we announced our withdrawal from the totally disastrous, job-killing, wealth-knocking-out—you know, it knocked out our wealth, or it would have. They basically wanted to take our wealth away. They didn’t want us to use our wealth power. We knocked out the Paris Climate Accord. Would have been a disaster. (Applause.) Would have been a disaster for our country. + +AUDIENCE: USA! USA! USA! + +THE PRESIDENT: You know, basically, it said, you have a lot of oil and gas that we found—you know, technology has been amazing—and we found things that we never knew. But we have massive—just about the top in the world—we have massive energy reserves. We have coal. We have so much. And basically, they were saying, don’t use it, you can’t use it. + +So what it does is it makes us uncompetitive with other countries. It’s not going to happen. I told them, it’s not going to happen. And, you know, China, their agreement didn’t kick in until 2030. Right? Our agreement kicks in immediately. Russia, they’re allowed to go back into the 1990s, which was not a clean environmental time. + +Other countries, big countries—India and others—we had to pay, because they considered them a growing country. They were a growing country. I said, “What are we?” Are we allowed to grow too? Okay? (Laughter.) Now, are we allowed to grow? (Applause.) They called India a “developing nation.” They called China a “developing nation.” But the United States, we’re developed—we can pay. + +So, folks, if you don’t mind—I’ll tell you what—it’s amazing how many people understood the Paris Accord, because it sounds so good. It’s like some of the environmental regulations that I cut—they have the most beautiful titles. And sometimes I’d say, “Look, I’m just going to close my eyes and sign this because, you know what, I’m going to get killed on this one.” And I get so much thanks. The country knows what I’m doing. We couldn’t build. We couldn’t farm. If you had a puddle on your land, they called it a lake for the purposes of environmentals. (Applause.) I mean, it’s crazy. It’s crazy. + +And I’d sign certain bills and I’d have farmers behind me and I’d have house builders, home builders behind me. And these are tough people, strong people. They fought hard. They’ve worked all their lives, hard. And they’d be—half of them would be crying because we gave them their property back. We gave them the right to earn a living. They couldn’t do it. They couldn’t do what they had to do. We gave them their property back. We gave them their dignity back. (Applause.) + +By the way, you don’t mind if I go off script a little bit because, you know, it’s sort of boring. It’s a little boring. (Applause.) Got this beautiful speech, everything is wonderful but a little boring. We have to, you know — + +But we gave them their dignity back. And that’s why our country is doing record business. We’re doing record business. We’re doing business—and you have to look at the fundamentals. Companies are pouring back into this country. They’re pouring back. Not like — I mean, when did you hear about car companies coming back into Michigan and coming to Ohio and expanding? (Applause.) When did you hear — you never heard that. You hear they’re leaving. I’ve been talking about it for 20 years. + +I was a private sector guy. But for whatever reason, I always had — these guys always covered me much more than anybody else. I always got a lot of these characters. They used to treat me so good too, until I ran for office. I used to get the greatest publicity. A friend of mine said, “You know, you used to be the king of getting great publicity. What happened?” I said, “Well, I have some views that they’re opposed to for a lot of bad reasons.” (Laughter.) A lot of really bad reasons. + +But when you look at what’s happening to our country, it’s incredible. And the fundamentals are so strong. The stock market — I just see with all of the ups and downs — since Election Day, is up 37 percent from Election — 37 percent. (Applause.) Now, it did a little bit of a correction. In fact, I started to say — you know, I was in it for like 13, 14 months from election. I say, “Is this sucker ever going down a little bit? This is a little embarrassing.” It was up 100, up 200, up 1,000, up 150, up 90, up 63. I said, “Good, that’s better.” (Laughter.) You know, hey, we’ve got seven years to go, folks. You know, we got a long time to go. (Applause.) So thank you, everybody. You’ve been amazing. You’ve been amazing. + +You know what Matt didn’t say — when I was here in 2011, I made a speech, and I was received with such warmth. And they give — they used to give — I don’t know if Matt does that because he might not want to be controversial, but they used to give “the best speech of CPAC.” Do they do that still, Matt? Because you better pick me or I’m not coming back again. (Laughter.) + +But — and I got these — everybody, they loved that speech. And that was, I think, Matt — I would say, that might have been the first real political speech that I made. It was a love fest — 2011, I believe the time was — and a lot of people remembered, and they said, “We want Trump. We want Trump.” And after a few years, they go by, and I say, “Here we are. Let’s see what we can do.” + +And then everybody said, “He cannot get elected. He cannot do it.” You need 270 votes. You need Electoral College — which, by the way, is much tougher than the popular vote. The popular vote, actually, would be so much easier. You go three or four states, and you just go and you just do great job. Hillary forgets that. You know, she went to these states. I said, “What’s she doing? Why does she keep going back to California?” (Laughter.) Crazy. + +Next time, they’re going to remember Iowa. They’re going to remember Ohio. (Applause.) Remember? They spent a lot of time in Pennsylvania to no avail. (Applause.) They spent a lot of money. They spent a lot of money in North Carolina, the great state of North Carolina. (Applause.) We did very well there. We have a great person in the room, Mark Meadows, from North Carolina. (Applause.) He’s around here. Where’s Mark? Where’s Mark? And Deb. And we have Jim Jordan. Warriors. Warriors all. (Applause.) We have a lot of great — we have a lot of great people here. But, you know, we just — we hit a chord. + +And if you remember, 2011, probably that was the beginning of what we’ve done. And hopefully, at the end of a period of time, people are going to say thank you, because it is not easy. We’re fighting a lot of forces. They’re forces that are doing the wrong thing. They’re just doing the wrong thing. I don’t want to talk about what they have in mind. But they do the wrong thing. But we’re doing what’s good for our country for the long-term viability and survival. Like, for instance, $700 billion got approved for our military. Our military was going to hell. (Applause.) + +We declined to certify the terrible one-sided Iran nuclear deal. That was a horrible deal. (Applause.) Whoever heard you give $150 billion to a nation that has no respect for you whatsoever? They’re saying “Death to America” while they’re signing the agreement. If somebody said “Death to America” while I’m signing an agreement, and I’m President, I immediately say, “What’s going on here, folks? I’m not signing.” (Laughter.) What’s going on? + +They just kept going. Kerry — Kerry may be the worst negotiator I’ve ever seen. (Laughter.) How about this guy — how about — and Obama, of course — he’s the one. But how about $1.8 billion in cash? Did you ever see what, like, a million dollars in hundred-dollar bills? A lot of people do it as a promotion. It’s a lot. It’s big. It’s like big. (Laughter.) Now, take that, go to $1.8 billion in cash. $1.8 billion. For what? For what? Why did we do this? Why did we do it? + +Anyway, we didn’t certify, and lots of interesting things are happening with that whole mess. But we have to treat — people that treat us well, we treat them well. People that treat us badly, we treat them much worse than they can ever imagine. That’s the way it has to be. (Applause.) That’s the way it has to be. + +We officially recognized Jerusalem as the capital of Israel. (Applause.) You know, every President campaigned on, “We’re going to recognize Jerusalem as the capital of Israel.” Everybody — for many Presidents — you’ve been reading it. And then they never pulled it off. And I now know why. + +Because I put the word out that I may do it. Right? I said, I’d do it in my campaign, so that usually means — unless I find something — I’m going to do it. I was hit by more countries and more pressure and more people calling, begging me, “Don’t do it. Don’t do it. Don’t do it.” I said, “We have to do it. It’s the right thing to do. It’s the right thing to do. We have to do it.” (Applause.) And I did it. + +But every other President really lied, because they campaigned on it. That was always a big part of the campaign. And then they got into office; they never did it. So I understand why they didn’t do it. Because there was tremendous — the campaign against it was so incredible. But you know what? The campaign for it was also incredible, and we did the right thing. (Applause.) + +So we’ve kept our promise, as I said, to rebuild our military, eliminating the defense sequester, which is a disaster. And I don’t know if you saw the number, $700 billion. You know, ultimately, that comes before everything else. We can talk about lots of things. But if we don’t have a strong military, you might not be allowed into this room someday. Okay? You may not have your houses, your homes, your beautiful communities. We better take care of our military. These are the greatest people, and we’re going to take care of our veterans. (Applause.) We’re going to take care of the vets. We’ve been doing a good job on the vets. + +And after years of rebuilding other nations — we rebuild other nations — we rebuild other nations that have a lot of money, and we don’t ever say, “Hey, you got to help.” We’re finally rebuilding our nation. We’re rebuilding our nation. (Applause.) And we’re restoring our confidence and our pride. + +All of us here today are united by the same timeless values. We defend our Constitution, and we believe in the wisdom of our Founders. Our Constitution is great. (Applause.) We support the incredible men and women of law enforcement. (Applause.) True. We know that a strong nation must have strong borders. We celebrate our history and our heroes, and we believe young Americans should be taught to love their country and to respect its traditions. + +Don’t worry, you’re getting the wall. Don’t worry, okay? I heard some — (applause) — we’re getting the wall. + +AUDIENCE: Build that wall! Build that wall! Build that wall! + +THE PRESIDENT: I had a couple of these characters in the back say, “Oh, he really doesn’t want the wall. He just used that for campaigning.” I said, are you — can you believe it? (Laughter.) You know, I say, every time I hear that, the wall gets 10 feet higher. You know that, right? (Applause.) Every time. Every single time. Okay? + +No, we’re going to have the wall or they’re not going to have what they want. You know, we have a problem: We need more Republicans. We have a group of people that vote against us in a bloc. They’re good at two things: resisting, obstruction. Resisting, obstruction. And they stick together. They do. They always vote in a bloc. You know, it’s very rare that you get a couple of them to come your way. Even on the tax cuts. I mean, we’re going to be fighting these people in the ’18 election. We’re going to be fighting people that voted against the tax cuts, because the tax cuts are phenomenal and popular, and helping people and helping our country. + +You saw Apple just brought $350 billion in; Exxon brought $50 billion in. (Applause.) So we’re going to be fighting. + +The fact is, we need more Republicans to vote. (Applause.) We want to get our agenda. Because, now, what we have to do is in order to get a vote to fix our military, we have to give them $100 billion in stuff that nobody in this room, including me, wants, in many cases. It’s terrible. We need more Republicans. That’s why you have to get out and you have to fight for ’18. You have to do it. (Applause.) + +We salute our great American flag, we put our hands on our hearts for the Pledge of Allegiance. (Applause.) And we all proudly stand for the national anthem. (Applause.) + +AUDIENCE: USA! USA! USA! + +THE PRESIDENT: Above all else, we know that faith and family, not government and bureaucracy, are at the center of American life. We know that. (Applause.) Because in America, we don’t worship government, we worship God. (Applause.) + +Our nation’s motto is, “In God We Trust.” (Applause.) And this week, our nation lost an incredible leader who devoted his life to helping us understand what those words really mean. Leader. He was a leader. He was a great man. + +We will never forget the historic crowds, that voice, the energy, and the profound faith of a preacher named Billy Graham. (Applause.) Great man and great family. Franklin Graham. Great family. And they were for us — I’ll tell you, they were for us. Right from the beginning they were for us. + +As a young man, Billy decided to devote his life to God. That choice not only changed his life, it changed our country. And indeed, it even changed the world. + +Reverend Graham’s belief in the power of God’s word gave hope to millions and millions who listened to him with his very beautiful, but very simple message: God loves you. (Applause.) And a very special tribute — because it’s almost never done — on Wednesday, we will celebrate Billy Graham’s life as he lies in honor in the Rotunda of our Capitol. (Applause.) Very rarely. + +One day — Wednesday until Thursday, about 11 o’clock on Wednesday. I bet those lines are going to be long and beautiful, because he deserves it. Not everybody deserves it. But very few people — you look back, Ronald Reagan was so honored. Very few people are so honored. That’s a big thing. And he really, almost more than anybody you can think of, he deserves to be in the Rotunda. So that’s going to be very special. Wednesday at 11 o’clock. (Applause.) And Paul, and Mitch, and the whole group, they worked very hard to make it all happen. So we want to thank them too. + +Everywhere you go, all over the country, in cities small and large, Americans of all faiths reach out to our Creator for strength, for inspiration, and for healing. Great time for healing. In times of grief and hardship, we turn to prayer for solace and for comfort. + +In recent days, our entire nation has been filled with terrible pain and sorrow over the evil massacre in a great community — Parkland, Florida. This senseless act of mass murder has shocked our nation and broken our hearts. + +This week, I had the honor of meeting with students from Marjory Stoneman Douglas High School, with families who have lost their children in prior shootings — great families, great people — and with members of the local community right here in Washington, D.C. Our whole nation was moved by their strength and by their courage. + +We listened to their heart-wrenching stories, asked them for ideas, and pledged to them — and I can speak for all of the senators and congressmen and congresswomen, all of the people in this room that are involved in this decision — that we will act. We will do something. We will act. + +With us on Wednesday was one of the families whose daughter didn’t come home last week — a beautiful young woman named Meadow Pollack. Incredible family. I had them in the Oval Office. Incredible people. You’ve probably seen her picture. She had a beautiful, beautiful smile, and a beautiful life. So full of promise. + +We wish there was something — anything — we could do to bring Meadow and all of the others back. There are not enough tears in the world to express our sadness and anguish for her family, and for every family that has lost a precious loved one. No family should ever save — and ever have to go in and suffer the way these families have suffered. They’ve suffered beyond anything that I’ve ever witnessed. + +A father drops his daughter off at school, kisses her goodbye, waves to her — she’s walking up the path — and never sees her alive again. Gets a call. Can’t believe it. Thinks it’s a nightmare. Wants to wake up from the nightmare. + +So we want to hear ideas from Americans of all backgrounds and beliefs about how we can improve security at our schools, tackle the issue of mental health. Because this was a sick person — very sick — and we had a lot of warning about him being sick. This wasn’t a surprise. To the people that knew him, this wasn’t even a little bit; in fact, some said, were surprised it took so long. So what are we doing? What are we doing? We want to ensure that when there are warning signs, we can act and act very quickly. + +Why do we protect our airports, and our banks, our government buildings, but not our schools? (Applause.) It’s time to make our schools a much harder target for attackers. We don’t want them in our schools. (Applause.) We don’t want them. + +When we declare our schools to be gun-free zones, it just puts our students in far more danger. (Applause.) Far more danger. Well-trained, gun-adept teachers and coaches and people that work in those buildings; people that were in the Marines for 20 years and retired; people in the Army, the Navy, the Air Force, the Coast Guard; people that are adept — adept with weaponry and with guns — they teach. I mean, I don’t want to have 100 guards standing with rifles all over the school. You do a concealed carry permit. (Applause.) + +And this would be a major deterrent because these people are inherently cowards. If they thought — like, if this guy thought that other people would be shooting bullets back at him, he wouldn’t have gone to that school. He wouldn’t have gone there. It’s a gun-free zone. It says, this is a gun-free zone; please check your guns way far away. And what happens is they feel safe. There’s nobody going to come at them. + +This way, you may have — and remember, if you use this school as an example — this is a very big school with tremendous floor area and a lot of acreage. It’s a big, big school. Good school. A big, big school. You’d have to have 150 real guards. Look, you had one guard. He didn’t turn out to be too good, I will tell you that. He turned out to be not good. He was not a credit to law enforcement, that I can tell you. That I can tell you. (Applause.) + +But as I’ve been talking about this idea — and I feel it’s a great idea, but some people that are good people are opposed to it; they don’t like the idea of teachers doing it. But I’m not talking about teachers. You know, CNN went on, they said, “Donald Trump wants all teachers.” Okay? Fake news, folks. Fake news. Fake news. + +I don’t want a person that’s never handled a gun that wouldn’t know what a gun looks like to be armed. But out of your teaching population — out of your teaching population, you have 10 percent, 20 percent of very gun-adept people. Military people, law enforcement people, they teach. They teach. (Applause.) + +And something I thought of this morning. You know what else? And I thought of it since I found and watched Peterson, the deputy who didn’t go into the school because he didn’t want to go into the school. Okay? He was tested under fire, and that wasn’t a good result. + +But you know what I thought of as soon as I saw that? These teachers — and I’ve seen them at a lot of schools where they had problems — these teachers love their students. And the students love their teachers, in many cases. These teachers love their students. And these teachers are talented with weaponry and with guns. And they feel safe. And I’d rather have somebody that loves their students and wants to protect their students than somebody standing outside that doesn’t know anybody and doesn’t know the students, and, frankly, for whatever reason, decided not to go in even though he heard lots of shots being fired inside. + +The teachers and the coaches and other people in the building — the dean, the assistant dean, the principal — they can — they love their people. They want to protect these kids. And I think we’re better with that. And this may be 10 percent or 20 percent of the population of teachers, et cetera. It’s not all of them. But you would have a lot, and you would tell people that they’re inside. And the beauty is, it’s concealed. Nobody would ever see it unless they needed it. It’s concealed. + +So this crazy man who walked in wouldn’t even know who it is that has it. That’s good. That’s not bad; that’s good. And a teacher would have shot the hell out of him before he knew what happened. (Applause.) They love their students. They love those students, folks. Remember that. They love their students. + +And I’m telling you that would work. Because we need offensive capability. We can’t just say, oh, it’s a gun-free school. We’re going to do it a little bit better. Because then you say, “What happens outside?” The students now leave school, and you got a thousand students — you got 3,500 at the school we’re talking about — but you have a thousand students standing outside. The teachers are out there also. If a madman comes along, we have the same problem, but it’s outside of the school. Or they drive cars. There are a lot of things that can happen. + +I want to stop it. And I know it’s a little controversial to say — but I have to say, since I started this two days ago, a lot of people that were totally opposed to it are now agreeing. They love their students. They don’t want their students to be killed or to be hurt. (Applause.) + +So we have to do something that works. And one of the big measures that we will do, and everybody in this room I think has to agree — and there’s nobody that loves the Second Amendment more than I do. And there’s nobody that respects the NRA — they’re friends of mine. They backed us all. They’re great people. They’re patriots. (Applause.) But they’re great people. But we really do have to strengthen up, really strengthen up background checks. We have to do that. (Applause.) + +And we have to do — for the mentally ill, we have to do very, very — we don’t want to people that are mentally ill to be having any form of weaponry. We have to be very strong on that. (Applause.) + +So we’re going to do that. And I really believe that Congress is going to get it through this time. And they have a different leader. They have somebody that wants to get it through; not somebody that’s just all talk, no action, like so many of these folks. This is somebody that wants to get it through. + +But I also want to protect — we need a hardened site. It has to be hardened. It can’t be soft. Because they’ll sneak in through a window, they’ll sneak in some way. And, again, you’re standing there totally unprotected. + +You know the five great soldiers from four years ago, three of them were world-class marksmen. They were on a military base in a gun-free zone. They were asked to check their guns quite far away. And a maniac walked in, guns blazing, killed all of five of them. He wouldn’t of had a chance if these world-class marksmen had — on a military base — access to their guns. And I’m going to look at that whole policy on military bases. If we can’t have — (applause) — all five were killed. All five. The guy wouldn’t have had a chance. + +But we’re going to look at that whole military base, gun-free zone. If we can’t have our military holding guns, it’s pretty bad. We had a number of instances on military bases. You know that. So we want to protect our military. We want to make our military stronger and better than it’s ever been before. (Applause.) + +We also need to create a culture in our country that cherishes life and human dignity. That’s part of what we’re talking about. (Applause.) A culture that condemns violence and never glorifies violence. We need to foster real human connections and turn classmates and colleagues into friends and neighbors that want to fight for us. + +We’re not just having a conversation about school safety. You’ve had conversations — in all fairness, I’m pretty new on this job. We’re here a little more than a year. I’ve been watching this stuff go on for 20 years. The President gets up, everybody is enthusiastic for the first couple of days, then it fades, fades, fades. Nothing ever gets done. We want to see if we can get it done. Let’s get it done right. (Applause.) We really owe it to our country. And I’ve been watching for a long time. Seen a lot of words, and I’ve seen very little action. + +And, you know, if you think about, most of its just common sense. It’s not “do you love guns, do hate guns.” It’s common sense. It’s all common sense. And some of the strongest advocates about what I’m saying are the strongest advocates — I know them very well — political people — the strongest advocates for the Second Amendment. But this is common sense. + +In addition to securing our schools, we’re also implementing a strategy to secure our streets. We want our kids to be safe everywhere they go, whether they’re in a classroom walking home from school or just outside playing with their friends. (Applause.) Every child deserves to grow up in a safe community surrounded by a loving family and to have a future filled with opportunity and with hope. (Applause.) Thank you. Thank you. Just not fair. + +Reducing violent crime in America is a top priority for my administration, and we will do whatever it takes to get it done. No talk. We’re going to do what it takes to get it done. (Applause.) + +As you’ve seen, pretty well reported, that we’re significantly increasing gun prosecutions by tremendous percentages, and we’re working to get violent offenders off our streets and behind bars, and get them behind bars quickly, for a long time, or get them the hell out of our country. (Applause.) + +In 2017, we brought cases against more violent offenders than any administration in a quarter of a century — more than any administration. And we’re just gearing up. We have tough people. I’ll tell you what — when you deal with MS-13, the only thing they understand is toughness. They don’t want anything. All they understand is toughness. If that ICE agent or Border Patrol agent is tougher than them, they respect him. We got the toughest guys you’ve ever seen. We got tough. (Applause.) They don’t respect anything else. And they shouldn’t be in our country. They were let in for years. They shouldn’t be, and we’re getting them out. + +Our administration prosecuted more people for federal firearm charges than has been done in more than a decade. And again, we’re just gearing up. We’ve convicted 1,200 gang members and nearly 500 human traffickers. (Applause.) You know what human trafficking — who would think that we have this in this age? And with our foreign partners, we’ve helped charge or arrest more than 4,000 members of the savage gang that we talked about — MS-13. + +Now, they don’t like guns. You know why? They’re not painful enough. These are animals. They cut people. They cut them. They cut them up in little pieces and they want them to suffer. And we take them into our country because our immigration laws are so bad. And when we catch them — it’s called catch-and-release — we have to, by law, catch them and then release them. Catch-and-release. And I can’t get the Democrats — and nobody has been able to for years — to approve common-sense measures that, when we catch these animal-killers, we can lock them up and throw away the keys. (Applause.) + +In 2017, our brave ICE officers arrested more than 100,000 criminal aliens who have committed tens of thousands of crimes. And believe me, these are great people. They cannot — the laws are just against us. They’re against — they’re against safety. They don’t make sense. And you meet with Democrats and they’re always fighting for the criminal. They’re not fighting for law-abiding citizens. They’re always fighting for the criminal. (Applause.) Doesn’t make sense. + +Here are just some of the criminal charges and convictions for the aliens arrested by ICE: 11,000 charges or convictions for sex crimes; 48,000 for assault; 13,000 for burglary; and 1,800 for killing people. + +We’re cracking down on sanctuary cities. Can you believe this? (Applause.) Where they protect — that’s another one. Because we want our cities to be sanctuaries for law-abiding Americans, not for criminals. (Applause.) + +And, by the way, the Senate Democrats and the House Democrats have totally abandoned DACA. They’ve total — they don’t even talk to me about it. They have totally abandoned. You know, we get the reputation — like DACA, it’s not Republican. We’ll let me tell you, it is Republican, because we want to do something about DACA, get it solved after all these years. + +The Democrats are being totally unresponsive. They don’t want to do anything about DACA, I’m telling you. And it’s very possible that DACA won’t happen, and it’s not because of the Republicans, it’s going to be because of the Democrats. And frankly, you better elect more Republicans, folks, or it will never happen. (Applause.) + +The Democrats voted in favor of sanctuary cities. In other words, they voted to protect criminal aliens instead of voting to protect the American citizens. + +To secure our country, we are calling on Congress to build a great border wall to stop dangerous drugs and criminals from pouring into our country. (Applause.) And now they’re willing to give us the wall, but they don’t want to give us any of the laws to keep these people out. + +So we’re going to get the wall, but they don’t want to give us all of the other — chain migration, lottery. Think of a lottery. You have a country. They put names in. You think they’re giving us their good people? Not too many of you people are going to be in a lottery. So we pick out people. Then they turn out to be horrendous, and we don’t understand why. + +They’re not giving us their best people, folks. They’re not giving us — I mean, use your heads. They’re giving us — it’s a lottery. I don’t want people coming into this country with a lottery. I want people coming into this country based on merit. Based on merit. (Applause.) + +I want people, and we all want to be admitting people, who have skills, who can support themselves financially, who can contribute to our economy, who will love our people, and who will share our values, who will love our country. (Applause.) + +I don’t want people who drive a car at 100 miles an hour down the West Side Highway and kill 8 innocent victims, and destroy the lives of 14 more. Nobody talks about that. Nobody ever talks about the people that have been so horribly injured, who lose legs and arms, in Manhattan, where I used to spend my time. + +I know it very well, the stretch along the West Side Highway. People run in order to stay in shape. They want to be healthy, they want to look good. They’re running all the time; I see it. They run. We work in different ways. (Laughter.) But they run. No, but think of this — they run. And they’re so — they want to be fit. They’re proud people. They want to be fit, and they’re running up and down West Side Highway. It’s beautiful. It’s a beautiful thing. + +And this maniac takes a car going down the highway, and just turns to a right, and he kills eight. But he really badly wounded 12 to 14 other people. + +So somebody think of it: Runs to stay in shape, leaves the house, is jogging along, working hard, ends up going home two months later with no leg or with no arm, or with two legs missing. Nobody ever talks about that. They talk about the people, rightfully, that were killed. But they don’t talk about the people whose lives have been just changed — just changed. They don’t talk about that. + +This guy came in through chain migration and a part of the lottery system. + +AUDIENCE: Booo — + +THE PRESIDENT: They say 22 people came in with him. In other words, an aunt, an uncle, a grandfather, a mother, a father, whoever came in. But a lot of people came in. That’s chain migration. Let’s see how those people are doing, by the way. + +We’ve got to change our way. Merit system. I want merit system. Because you know what’s happening? All of these companies are coming into our country. They’re all coming into our country. And when they come in, we need people that are going to work. I’m telling you, we need workers now. We need workers. (Applause.) + +But when I walked in today, did anyone ever hear me do the snake during the campaign? Because I had five people outside say, “Could you do ‘The Snake’?” And I said, well, people have heard it. Who hasn’t heard “The Snake”? You should read it anyways. (Laughs.) Let’s do it anyway. I’ll do it. All right? Should we do it? (Applause.) + +Now, this was a rock-and-roll song — little amendments — a rock-and-roll song. But every time I do it, people — and you have to think of this in terms of immigration. We have to have great people come into our — I want people to come into our country. And I want people that are going to help us. And I don’t want people that are going to come in and be accepting all of the gifts of our country for the next 50 years and contribute nothing. I don’t want that, and you don’t want that. + +I want people that are going to help and people that are going to work for Chrysler, who is now moving from Mexico into Michigan, and so many other — and Apple, by the way. (Applause.) And Foxconn up in Wisconsin. They’re going to need 25,000 workers. I want people that can come in, and get to work and work hard. Even if it means a learning period — that’s fine. + +But I want people that are going to come in and work. And I want people that love us and look at security. And they want you to be safe, and they want to be safe. I want great people coming into this country. I don’t want people coming in the way they do now, because I want people that contribute. + +So this is called “The Snake.” And think of it in terms of immigration. And you may love it, or you may say, isn’t that terrible. Okay? And if you say, isn’t that terrible, who cares? Because the way they treat me — that’s peanuts compared to the way they treat me. Okay? (Laughter.) Immigration. + +“On her way to work one morning, down the path along the lake, a tenderhearted woman saw a poor, half-hearted, frozen snake. His pretty colored skin had been all frosted with the dew. ‘Poor thing,’ she cried, ‘I’ll take you in, and I’ll take care of you.’ + +‘Take me in, oh, tender woman. Take me in, for Heaven’s sake. Take me in, oh, tender woman,’ sighed the vicious snake. + +She wrapped him up all cozy in a comforter of silk, and laid him by her fireside with some honey and some milk. She hurried home from work that night, and soon as she arrived, she found that pretty snake she’d taken in had been revived. + +‘Take me in, oh, tender woman. Take me in for Heaven’s sake. Take me in, oh, tender woman,’ sighed the vicious snake. + +She clutched him to her bosom, ‘You’re so beautiful,’ she cried. But if I hadn’t brought you in by now, surely you would have died.’ + +She stroked his pretty skin again, and kissed and held him tight. But instead of saying thank you, that snake gave her a vicious bite. + +‘Take me in, oh, tender woman. Take me in for Heaven’s sake. Take me in, oh, tender woman,’ sighed the vicious snake. + +‘I saved you,’ cried the woman. ‘And you’ve bitten me. Heaven’s why? You know your bite is poisonous, and now I’m going to die.’ + +‘Oh, shut up, silly woman,’ said the reptile with a grin. ‘You knew damn well I was a snake before you took me in.'” (Applause.) + +And that’s what we’re doing with our country, folks. We’re letting people in, and it’s going to be a lot of trouble. It’s only getting worse. But we’re giving you protection like never before. Our law enforcement is doing a better job than we’ve ever done before. And we love our country. And we’re going to take care of our country. Okay? We’re going to take care of our country. (Applause.) + +So just in finishing, our country is starting to do very well. Our economy is blazing. Jobs are at a record level. Jobs are so good. 2.7 million jobs created since the election. (Applause.) Unemployment claims have reached a 45-year low. (Applause.) + +African American unemployment has reached the lowest level in our history. (Applause.) Hispanic unemployment has reached the lowest level in our history. (Applause.) Women — women unemployment is at the lowest level in 18 years. (Applause.) Wages are rising for the first time in many, many years. (Applause.) + +Small business confidence is at a record high. And thanks to our massive tax cuts, millions of Americans are getting to keep a great percentage of their money instead of paying it to a government that throws it out the window. (Applause.) + +So I just leave you with this: We have to fight Nancy Pelosi. They want to give your money away. They want to give your money away. They want to end your tax cuts. They want to do things that you wouldn’t even believe, including taking your Second Amendment rights away. They will do that. + +AUDIENCE: Booo — + +THE PRESIDENT: So we have to get out there and we have to fight in ’18 like never before — just the way you fought with us. Just the way you fought with us. You fought so hard, and you were so tough, and you were so smart. You were so smart. And you know what? I know for a fact you did the right thing, because we’re looking at the numbers. And the numbers — even they have to give credit for the kind of numbers that we’re producing. Nobody has ever seen anything like it. (Applause.) + +Under my administration, the era of economic surrender is over. We’re renegotiating trade deals that are so bad, whether it’s NAFTA or whether it’s World Trade Organization, which created China — that created — if you look at China, it was going along like this, then we opened, stupidly, this deal. And China has been like a rocket ship ever since. + +And now, last year, we had almost a $500 billion trade deficit with China. We can’t have that. We can’t have that. I have great respect for President Xi, but we can’t have that. We have to go, and we have to do what we have to do. We just can’t let countries — as an example, Mexico. We have a $100 billion trade deficit with Mexico. What does that tell you? You know what it tells you? NAFTA is no good. It never was any good. But for some reason, nobody ever changed it. They emptied our factories — you got to see the car plants and the auto plants in Mexico. Like — you’ve never seen anything like it before. + +I want those companies — and they’re starting — I want them back here. I want them back here. They’re going to come back here, too. (Applause.) And we want to make our neighbors happy. But we can’t continuously have other nations taking advantage of the United States like never before. And this has gone on for a long time. This has gone on for longer — the last administration was a disaster, but this has gone on for much longer than the last administration. And we got to change it. We’re going to change it. + +So we’re renegotiating deals. And you know what? Hate to say it, but if we can’t make a fair deal for the United States, we will terminate the deal and we’ll start all over again. (Applause.) We have to do it. (Applause.) + +So, under my administration, and with your help — don’t forget — you, many of you, were the forgotten people. You were the people that, when the polls came out, they didn’t know that you existed. The Democrats are trying to figure out who you are, because they want to get you back. But you are people — we’ve had people that never voted, but they’re great patriots — but they never saw anybody they wanted to vote for. Then they go to the election, they’ve got Trump-Pence, Trump-Pence. They got hats, they got all sorts of things. Trump over here — “Make America Great Again” hats. Right? (Applause.) + +So our country is starting to do well. We are going to make it great, better, safer than it ever was before. The reason is you. This has been a great movement. They try like hell, they cannot stand what we’ve done. But we’re doing the right thing. We’re even doing the right thing for them. They just don’t know it yet. (Applause.) They just don’t know it yet. + +Even the media — the media will absolutely support me sometime prior to the election. All those horrible people back there, they’re going to support me. You know why? Because if somebody else won, their ratings would go down, they’d all be out of business. (Applause.) Nobody would watch. They’d all be out of business. + +So I just want to tell you that we are going to win. I’d love you to get out there, work really hard for ’18. We need more Republicans to keep the tax cuts and keep all of this going. + +And I love you. I respect you. I appreciate everything you’ve done for the country. (Applause.) + +AUDIENCE: USA! USA! USA! + +THE PRESIDENT: I appreciate everything you’ve done. + +I do want to say, because people have asked — North Korea — we imposed today the heaviest sanctions ever imposed on a country before. (Applause.) + +And frankly, hopefully something positive can happen. We will see. But hopefully something positive can happen. But that just was announced, and I wanted to let you know. We have imposed the heaviest sanctions ever imposed. + +So, ladies and gentlemen, thank you for everything. You have been incredible partners. (Applause.) Incredible partners. And I will let you know in the absolute strongest of terms, we’re going to make America great again, and I will never, ever, ever let you down. Thank you very much. (Applause.) Thank you. (Applause.) \ No newline at end of file diff --git a/talk/US_presidential_speech/08/generation_task/instructions.md b/talk/US_presidential_speech/08/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..57481b88211b126a8477ce8e88e328050a771e4b --- /dev/null +++ b/talk/US_presidential_speech/08/generation_task/instructions.md @@ -0,0 +1,97 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: The First Encounter of 1988** + * Context: The first presidential debate held at Wake Forest University, Winston-Salem, North Carolina. + * Participants: Vice President George H.W. Bush (Republican) and Governor Michael Dukakis (Democrat). + * Format: A 90-minute session moderated by Jim Lehrer, split between foreign and domestic policy. + * Visual Idea: A split-screen graphic of the two candidates with the 1988 debate branding. + +2. **Core Logic 1: The Domestic Crisis—Drugs and Values** + * The Challenge: Addressing the #1 voter concern—the drug epidemic. + * Bush’s Perspective: Attributing the crisis to a "deterioration of values" and previous leniency (decriminalization talk). + * Policy Stance: A call for tougher enforcement and a restoration of moral condemnation of drug use. + * Key Theme: Values as the foundation of domestic stability. + +3. **Core Logic 2: Economic Vision—The American Dream** + * Dukakis’s Challenge: Addressing the "shame of hopelessness" and lack of affordable housing/healthcare. + * Bush’s Defense: Highlighting the successes of the era while promising to keep the dream accessible for all citizens. + * Visual Idea: Infographics contrasting economic growth with social indicators like housing affordability and job security. + +4. **Core Logic 3: Leadership and Military Strength** + * Foreign Policy: The debate over international leadership and military readiness. + * Bush’s Doctrine: Ensuring a strong America, both militarily and economically, to provide robust international leadership. + * Key Quote: "The best America doesn't hide. We compete." + +5. **Core Logic 4: The Legacy of Opportunity** + * Personal Narrative: Bush reflecting on being a "product of the American dream" and the responsibility of sons/daughters of immigrants. + * Social Commitment: Ensuring that the country remains open and welcoming to those seeking opportunity. + * Visual Idea: Images representing the "thousand points of light" or the diverse American workforce. + +6. **Conclusion: The Best America is Yet to Come** + * Summary: Moving beyond tough problems to build a "best America" that brings everyone along. + * Final Appeal: A message of optimism regarding the country's future and its role as the greatest nation in the world. + * Closing Statement: "The best America is not behind us. The best America is yet to come." +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/08/generation_task/judge_prompt.json b/talk/US_presidential_speech/08/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..1741661b0ed262d79aa315a3a2132d124bf0318c --- /dev/null +++ b/talk/US_presidential_speech/08/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening question address the issue of \"Drugs\" and the deterioration of values?**\n\n* The text should mention the moderator's question about why so many Americans use drugs and Vice President Bush's response regarding the \"deterioration of values.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the drug policy discussion is missing.\n", + "\n**Is the \"War on Drugs\" and international cooperation mentioned?**\n\n* The text should mention the strategy of working with foreign leaders (like President Barco of Colombia) and the importance of both interdiction and education.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the international drug strategy is missing.\n", + "\n**Does the text include the debate over \"Deficit Reduction\" and the \"Flexible Freeze\"?**\n\n* It should mention Bush's \"flexible freeze\" plan and Dukakis's critique of the deficit under the current administration.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the economic/deficit debate is missing.\n", + "\n**Is the \"Pledge of Allegiance\" controversy included?**\n\n* The text should mention the discussion regarding a Massachusetts law that required teachers to lead the pledge and the candidates' differing views on its constitutionality.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the pledge controversy is missing.\n", + "\n**Does the text address \"Education\" and the goal to be the \"Education President\"?**\n\n* It should mention Bush's aspiration to improve schools and Dukakis's record on education funding in Massachusetts.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the education policy is missing.\n", + "\n**Is the \"Iran-Contra\" affair or the relationship with General Noriega mentioned?**\n\n* The text should include Dukakis's criticism of the administration's involvement with Noriega and the arms-for-hostages deal.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this foreign policy controversy is missing.\n", + "\n**Does the text mention the \"Social Security\" and \"Medicare\" protections?**\n\n* It should include the candidates' promises not to cut benefits for senior citizens and the debate over the \"notch babies\" issue.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the senior benefits discussion is missing.\n", + "\n**Is the \"Environment\" and the \"Boston Harbor\" cleanup mentioned?**\n\n* The text should mention Bush's criticism of the pollution in Boston Harbor under Dukakis's governorship and the need for federal environmental action.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if the environmental critique is missing.\n", + "\n**Does the text discuss \"National Defense\" and the \"Strategic Defense Initiative\" (SDI)?**\n\n* It should mention the candidates' positions on military spending, specific weapons systems (like the B-1 bomber), and nuclear deterrence.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the defense policy is missing.\n", + "\n**Is the \"American Dream\" and the responsibility of \"immigrants\" mentioned?**\n\n* The text should include Dukakis's reflection on his parents' journey as immigrants and the special responsibility to give back to the country.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the immigration/dream theme is missing.\n", + "\n**Does the text address \"Health Care\" for working families?**\n\n* It should mention the goal of providing decent and affordable health care and the debate over whether it should be a government mandate.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the health care discussion is missing.\n", + "\n**Does the conclusion feature the phrase \"The best America is yet to come\"?**\n\n* The text should end with the hopeful vision that working together will build a better future where no citizen is left behind.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the final closing statement is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the slide accurately reflect George H.W. Bush's view on the root cause of the drug crisis?**\nThe slide should mention his belief that there has been a \"deterioration of values\" and that for a while, the nation \"condoned those things we should have condemned.\"\n\n If **no**, specify if the link between social values and drug use is missing.\n", + "\n**Is the candidate's stance on drug legalization presented correctly?**\nThe slide should reflect Bush's firm opposition to \"legalizing or decriminalizing marijuana and other drugs,\" calling it \"all wrong.\"\n\n If **no**, specify if his stance against decriminalization is misrepresented.\n", + "\n**Does the slide deck correctly convey Michael Dukakis's definition of the \"American Dream\"?**\nIt should mention his view of the American dream as one where every citizen can have a \"good job and good wages,\" \"good schools,\" and \"decent and affordable housing.\"\n\n If **no**, identify if the specific economic components of his vision are omitted.\n", + "\n**Are the candidates' views on \"Healthcare\" accurately contrasted?**\nThe checklist should ensure the slides mention Dukakis’s claim that healthcare for working families is \"not an insolvable problem\" and his commitment to making it \"decent and affordable.\"\n\n If **no**, specify if the urgency or solvability of the healthcare issue as presented is missing.\n", + "\n**Is Bush's tribute to \"immigrant parents\" presented faithfully?**\nThe slide should reflect his mention of sons and daughters of immigrants having a \"special responsibility to give something to the country\" that gave so much to their parents.\n\n If **no**, identify if the theme of immigrant gratitude and responsibility is missing.\n", + "\n**Does the slide deck accurately convey the stance on \"National Strength\"?**\nIt should mention the goal of an America that is strong \"militarily and economically\" and provide \"strong international leadership\" based on its values.\n\n If **no**, identify if the dual focus on military and economic strength is blurred.\n", + "\n**Is the concept of \"The Best America\" presented according to the source?**\nThe slide should reflect the idea that \"the best America doesn't hide,\" \"we compete,\" \"we invest,\" and \"we bring everybody along\" instead of leaving citizens behind.\n\n If **no**, specify if the four characteristics of the \"best America\" are misrepresented.\n", + "\n**Does the slide deck capture the argument regarding \"Hopelessness\" and Housing?**\nIt should mention Dukakis's goal to \"end the shame of hopelessness\" by providing housing that people can \"buy and own and live in.\"\n\n If **no**, specify if the connection between homeownership and ending hopelessness is missing.\n", + "\n**Is the reference to \"International Leadership\" accurately reported?**\nThe slide should note that America's leadership is effective because it is \"true to our values.\"\n\n If **no**, identify if the moral basis of international leadership is omitted.\n", + "\n**Does the slide deck accurately reflect the candidate's optimism for the future?**\nIt should capture the concluding sentiment that \"the best America is not behind us\" but \"is yet to come.\"\n\n If **no**, specify if this final optimistic message is missing.\n", + "\n**Is the mention of the \"Commission on Presidential Debates\" context included?**\nThe slide should reflect that this was the \"first presidential debate of the 1988 campaign,\" sponsored by the Commission.\n\n If **no**, specify if the historical context of the event is missing.\n", + "\n**Does the conclusion slide accurately capture the moderator and panel context?**\nThe conclusion should note Jim Lehrer as the moderator and the participation of panelists from the *Atlanta Journal-Constitution*, *Orlando Sentinel*, and ABC News.\n\n If **no**, identify if the specific participants in the debate's structure are misrepresented.\n" + ] +} diff --git a/talk/US_presidential_speech/08/generation_task/statistics.yaml b/talk/US_presidential_speech/08/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fcdc97d9e60e001710024809ea30831ee7954c93 --- /dev/null +++ b/talk/US_presidential_speech/08/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/08 +category: talk +input_metrics: + total_input_tokens: 20707 + generation_prompt_tokens: 1496 + materials_total_tokens: 19211 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 19211 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/08/material.md b/talk/US_presidential_speech/08/material.md new file mode 100644 index 0000000000000000000000000000000000000000..049ef547ec230c533dbc6aa2d8200ec2e079dfa4 --- /dev/null +++ b/talk/US_presidential_speech/08/material.md @@ -0,0 +1,471 @@ +September 25, 1988: Debate with Michael Dukakis + +Author: George H. W. Bush + +**JIM LEHRER:** Good evening. On behalf of the Commission on Presidential Debates I am pleased to welcome you to this first presidential debate of the 1988 campaign. I'm Jim Lehrer of the _MacNeil/Lehrer News Hour_. My colleagues on the panel are John Mashek of the _Atlanta Journal-Constitution_ ; Ann Groer of the _Orlando Sentinel_ ; and Peter Jennings of ABC News. For the next 90 minutes we will be questioning the candidates for President of the United States following a format designed and agreed to by representatives of the two candidates. The candidates are Vice President George Bush, the Republican nominee; Governor Michael Dukakis, the Democratic nominee. + +**LEHRER:** Our questions this evening will be about equally divided between foreign and domestic policy matters. The first question by agreement between the two candidates goes to Vice President Bush. It is a domestic question. You have two minutes for an answer, sir. The polls say the number one domestic issue to a majority of voters is drugs. What is there about these times that drives or draws so many Americans to use drugs? + +**BUSH:** I think we've seen a deterioration of values. I think for a while as a nation we condoned those things we should have condemned. For a while, as I recall, it even seems to me that there was talk of legalizing or decriminalizing marijuana and other drugs, and I think that's all wrong. So we've seen a deterioration in values, and one of the things that I think we should do about it in terms of cause is to instill values into the young people in our schools. We got away, we got into this feeling that value-free education was the thing. And I don't believe that at all I do believe there are fundamental rights and wrongs as far as use. And, of course, as far as the how we make it better, yes, we can do better on interdiction. But we've got to do a lot better on education, and we have to do, be tougher on those who commit crimes. We've got to get after the users more. We have to change this whole culture. You know, I saw a movie, _Crocodile Dundee_. And I saw the cocaine scene treated with humor, as though this was a humorous little incident. And it's bad. Everybody ought to be in this thing. Entertainment industry, people involved in the schools, education. And it isn't a Republican or a Democrat or a liberal problem. But we have got to instill values in these young people. And I have put forward a many-point drug program that includes what I would do as President of the United States; in terms of doing better on interdiction; and in terms of better in the neighborhoods. But I think we're all in this together, and my plea to the American people is values in the schools. + +**LEHRER:** Governor, you have one minute to respond. + +**DUKAKIS:** I agree with Mr. Bush that values are important. But it's important that our leaders demonstrate those values from the top. That means those of us who are elected to positions of political leadership have to reflect those values ourselves. Here we are with a government that's been dealing with a drug-running Panamanian dictator. We've been dealing with him; he's been dealing drugs to our kids. Governors like me and others have been trying to deal with the consequences. I remember being in a high school in my own state as we were organizing something we call the Governor's Alliance Against Drugs, and a young 16-year-old girl coming up to me, desperate, addicted, dependent, saying, Governor, I need help. We're providing that young woman with help. But I want to be a President of the United States who makes sure that we never again do business with a drug-running Panamanian dictator, that we never again funnel aid to the contras through convicted drug dealers. Values begin at the top, in the White House. Those are the values I want to bring to the presidency and to the White House beginning in January of 1989. + +**LEHRER:** Governor, a follow-up question. You have two minutes to answer it. Are you suggesting, sir, that President Reagan is one of the causes of the drug problem in this country? + +**DUKAKIS:** I'm saying that those of us who are elected to positions of political leadership, Jim, have a special responsibility, not only to come up with programs, and I have outlined in detail the very important, very strong program of enforcement as well as drug education prevention. And Mr. Bush is right – the two go hand in hand. But if our government itself is doing business with people who we know are engaged in drug profiteering and drug trafficking, if we don't understand that that sends out a very, very bad message to our young people, it's a little difficult for me to understand just how we can reach out to that youngster that I talked about and to young people like her all over the country, and say to them we want to help you. Now, I've outlined in great detail a program for being tough on enforcement at home and abroad, doubling the number of drug enforcement agents, having a hemispheric summit soon after the 20th of January when we bring our democratic neighbors and allies together here in this hemisphere and go to work together. But we also have to take demand seriously. You know, we have 5 percent of the world's population in this country. We're consuming 50 percent of the world's cocaine. And in my state I'm proud to say we've organized a drug education and prevention program which the Federal Drug Enforcement Administration says is a model for the country. We're helping youngsters; we're reaching out to them. And we're beginning with drug education and prevention beginning in the early elementary grades in every elementary school in our state, and that's the kind of effort we need in every elementary school in the United States of America. And we've got to begin early, in the first, second and third grade, before our youngsters begin to experiment with these very, very dangerous substances. I guess the question I would ask of Mr. Bush is how we instill those values, how we create this environment for the drug free schools that we want in this country. If he or representatives of the administration are either with or involving people like Noriega in our foreign policy, or don't pursue that connection in a way that makes it possible for us to cut it off and to be an example to our kids all over the country. + +**LEHRER:** A minute to rebut, Mr. Vice President. + +**BUSH:** Well, the other day my opponent was given a briefing by the CIA. I asked for and received the same briefing. I am very careful in public life about dealing with classified information. And what I'm about to say is unclassified. Seven administrations were dealing with Mr. Noriega. It was the Reagan-Bush administration that brought this man to justice. And as the governor of Massachusetts knows, there was no evidence that governor – that Mr. Noriega was involved in drugs, no hard evidence until we indicted him. And so I think it's about time we get this Noriega matter in perspective. Panama is a friendly country. I went down there and talked to the president of Panama about cleaning up their money laundering, and Mr. Noriega was there, but there was no evidence at that time, and when the evidence was there, we indicted him. And we want to bring him to justice. And so call off all those pickets out there that are trying to tear down seven different administrations. + +**LEHRER:** All right, the next question will be asked by John Mashek. It goes to Governor Dukakis, and you'll have two minutes to answer. + +**MASHEK:** Governor Dukakis, another troublesome issue for voters this year is the bulging federal deficit. In a Dukakis administration, you say taxes will be raised only as a last resort. Would you identify for us then please three specific programs that you are willing to cut to bring that deficit down? + +**DUKAKIS:** Yes, I've been very specific about those, John. And let me lay out for you my own strategy for bring that deficit down, because as a chief executive that's balanced ten budgets in a row, I've had to make those tough decisions and those tough choices. + +First, I've suggested that there are certain weapons systems which we don't need and we can't afford. Mr. Bush has been critical of me for that, but I think those are the kinds of tough choices you have to make. I've also suggested that there are weapons systems that we should proceed on, and I've outlined those in detail. + +Secondly, we've got to invest in economic growth in this country, in every part of this country. Building that kind of growth expands revenues and helps to bring down that deficit. + +Thirdly, we have to bring interest rates down, and we will as we come up with a good, solid plan with the Congress for bringing that deficit down. + +And, finally, we've got to go out there and collect billions and billions of dollars in taxes owed that aren't being paid to this country. It's very unfair to the average taxpayer who pays his taxes and pays them on time to permit these monies to go uncollected. I've also suggested that on the domestic side there are areas where we can make some cuts. We ought to be able to come up with an agricultural policy in this country that gives our farm families a fair price and a decent future without spending $20 to $25 billion a year, which is what we've been doing under this administration. We can help people to live better lives, and at the same time save money by helping hundreds of thousands of families on welfare to get off or welfare, and to become productive citizens again. + +The thing I don't understand about Mr. Bush's approach to this is how he could possibly be serious about bringing that deficit down given what he says he wants to do. He seems to want to spend a great deal of money on just about every weapon system; he says he's against new taxes, although he's broken that pledge at least times in the last year that I know of; he wants to give the wealthiest taxpayers in this country a five-year, $40 billion tax break. He also wants to spend a lot of money on additional programs. If he keeps this up, he's going to be the Joe Isuzu of American politics. + +**DUKAKIS:** But I hope you won't take my five seconds away from me. I will say this – + +**LEHRER:** Your two minutes is up, Governor. + +**DUKAKIS:** If he's serious about what he's saying, then the only place he can go to balance that budget is to raid the Social Security Trust Fund, and he tried that in 1985, and I think he's going to try it again. + +**LEHRER:** You have a minute to rebut. + +**BUSH:** Is this the time to unleash our one-liners? That answer was about as clear as Boston harbor. + +Let me help the Governor. There are so many things there, I don't quite know where to begin. When you cut capital gains, you put people to work. John Kennedy proposed cutting capital gains. Paul Tsongas, a liberal senator from Massachusetts said the dumbest thing I did was to oppose the capital gains cut. It's not going to cost the government money. It's going to increase revenues to the federal government, and it's going to create jobs. So that's one of the things that I think makes a big difference between us. Massachusetts doesn't have an enormous defense budget, but nevertheless, the governor raised taxes five different times. That happens to be a fact. And so let's kind of stay on the issue, and I have made a specific proposal for what I call a flexible freeze. And it permits – economists on the East Coast and West think it's good – it permits the president to sort out the priorities, and we continue to grow because I will not raise taxes. + +**LEHRER:** Your time is up, too. A follow-up, John. + +**MASHEK:** Mr. Vice President, you have vowed not to raise taxes of any kind during your administration and at the same time you've proposed this capital gains cut, you've proposed more incentive breaks for the oil industry. You've suggested new spending programs and even some Republicans say the flexible freeze you just spoke about will hardly make a dent in the deficit. Is the deficit no longer really a concern of yours, the Republican Party or the taxpayers? + +**BUSH:** I think it's the Republican Party and my concern to bring it down. And presidential leadership that I want to provide in this area will bring it down, but we've got to get the Democrats – Congress under control. They do all the spending, they appropriate every dime and tell us how to spend every dime. I'd like to ask the Governor to join in getting for the President what 43 governors have, the line-item veto. He has to operate in Massachusetts under a balanced budget proviso. I would like a balanced budget amendment. But the dynamics of the economy – we cut the taxes and revenues are up by 25 percent in three years. So the problem is – it's not that the working is being taxed too little or the person working out – the woman working in some factory being taxed too little. It is that we are continuing to spend too much. So, my formula says grow at the rate of inflation. Permit the President to set the priorities on where we do the spending. And remember the federal deficit has come down $70 billion in one year, in 1987. + +And if we – and the – actually this year Congress is doing a little better in controlling the growth of spending. Spending was only up something like 4 percent. So, it isn't that we're taking too little – from taxpayer – we're spending too much still. And the formula I've given you works, we've put it through a good economic model, we've got good economists on the West Coast, Michael Boskin and Marty Feldstein up there who's a very respected economist in the – Massachusetts. And they agree, that if we can do what I've said, we can get it down without going and socking the American taxpayer once again. Capital gains, one more point on that, please let's learn from history. A capital gains differential will increase jobs, increase risk taking, increase revenues to the federal government. + +**LEHRER:** Governor, you have a minute to rebut. + +**DUKAKIS:** Well, I hope all of those Americans out there who are watching us, listening to us and trying to make up their mind about which one of us ought to be President of the United States listen to the Vice President very carefully. What he's proposing after over a trillion in new debt which has been added in the federal debt in the course of the past eight years, an IOU our children and grandchildren will be paying for years, is a tax cut for the wealthiest 1 percent of the people in this country, an average of about $30,000 that we're going to give to people making $200,000 a year. Why that's more than the average teacher makes. + +We've had enough of that, ladies and gentlemen. We've run up more debt in the last eight years than under all the Presidents from George Washington to Jimmy Carter combined. It's time for a chief executive who can make tough choices, can work with the Congress, can get that deficit down and begin to build a strong fiscal foundation under this country. + +**LEHRER:** All right, the next question will be asked by Anne Groer and it will go the Vice President. You have two minutes to answer, sir. + +**GROER:** Mr. Vice President, you've said you want a kinder, gentler presidency, one that helps the less fortunate. Today, 37 million Americans including many working families with aging parents and young children cannot afford any health insurance, but earn too much to qualify for Medicaid. What will you do to provide protection for them and how will you pay for it? + +**BUSH:** One thing I will not do is sock every business in the country and, thus, throw some people out of work. I want to keep this economic recovery going. More Americans at work today than any time in history, a greater percentage of the work force. + +What I will do is permit people to buy into Medicaid. I believe that's the answer. I am proud to have been part of an administration that past the first catastrophic health bill. And in that there are some Medicaid provisions that will be very helpful to the very kind of people we're talking about here. But we've got to keep going forward without killing off the engine and throwing people out of work. So, the answer lies, it seems to me, in full enforcement of the catastrophic program. It lies to me in flexibility in Medicaid so people at the lowest end can buy in there and get their needs covered and then it also – I do not want to see us mandate across the board that every company has to do this, because I really think that marginal operators are going to go say, "We can't make it." And I think then you're going to see that people are put out of work. All these programs – and this cost on his – is – was – I saw an estimate, I'd love to know what he thinks, $35–$40 billion – and it seems to me that somebody pays that. There isn't any such thing as something free out there. It either gets passed along as increased prices or it gets passed along by people being put out of work so the business can continue to compete. So, I think we ought to do it in the Medicaid system. I think we ought to do it by full enforcement of the catastrophic health insurance. I think we ought to do it by everybody doing what they can do out of conscience. It's a terrible problems in terms of flexibility on private insurance. But I just don't want to mandate it and risk putting this – setting the recovery back. + +**LEHRER:** A rebuttal, Governor? + +**DUKAKIS:** But, George, that's no answer. + +**BUSH:** You don't like the answer, but it's an answer. + +**DUKAKIS:** Well, no, it's no answer to those 37 million people, most of them members of working families who don't have a dime of health insurance and don't know how to pay the bills if their kids get sick at night. I was in Houston on Tuesday meeting with a group of good citizens, working citizens. All of them with little or no health insurance. One of them was a father who had been laid off a few months ago and lost his health insurance. Has an 11-year-old son and can't let that son compete in sports and Little League, because he's afraid he's going to get hurt and he won't be able to provide health insurance to pay those bills. My state just became the only state in the nation to provide for universal health care and we did it with the support of the business community and labor and the health care community and with virtually everybody in the state. The fact of the matter is that employers who today are insuring their employees are paying the freight, because they're paying for those who aren't. And I think it's time that when you got a job in this country it came with health insurance. That's the way we're going to provide basic health security for all of the citizens of this country of ours. + +**LEHRER:** Follow-up, Anne? + +**GROER:** Yes. Since your Massachusetts health plan has been attacked by the Vice President and you have defended it in this way, I would like to move on to perhaps one of the most costly medical catastrophes facing Americans today and that is AIDS. In – at the end of September, the thousands of AIDS patients will lose their access to AZT, which is the only Federally approved drug for treatment of the disease. Now, I'd like to now, sir, if – what your position is on extending that and what it is you think the government ought to be doing about making AZT and other drugs available to people who are suffering from this disease. + +**DUKAKIS:** Well, Anne, let me just say before I answer your question that I didn't know that the Vice President attacked our program in Massachusetts. I hope he hasn't. Because has won the support of a great many people all over the state and I think it's a model for what I hope we can do across the country. But when I proposed my plan this past Tuesday, he or one of his spokesmen called it socialized medicine. The last time the Vice President used that phrase, I suspect he remembers it, don't you? It was in 1964 and that's what he called Medicare. Well, he was wrong then and he's wrong now. + +**LEHRER:** If I may interrupt at this point and caution the audience as I did before we went on the air, please hold it down. You're only taking time away from your candidate when you do that. Governor, continue, please. + +**DUKAKIS:** Let me say this about AIDS. It's the single most important public health crisis, single most important public health emergency we've had in our lifetimes and I think there are a number of things we have to do including supporting legislation which is now moving through the Congress, which will commit this nation to the resources to find a cure which will provide broad education and prevention, which will provide sensitive and caring treatment for the victims of AIDS. I think we have to demonstrate some flexibility and I think the FDA is attempting to do so now in trying to make it possible for new and experimental drugs to be available to people who are at risk at AIDS and I would hope that we could bring that kind of a policy to bear beginning in January. And I would encourage the current administration to proceed with that kind of flexibility where it's appropriate and where it's done carefully and responsibly. But we have not had the kind of leadership we should have had. In this particular area, I think the Vice President and I are in general agreement on what we have to do. The special federal commission made good solid recommendations. I think we're both supportive of them and I would strongly lead in that area as I have in my state as Governor. + +**LEHRER:** Mr. Vice President, a minute of rebuttal. + +**BUSH:** Well, we're on the right track. The NIH is doing a good job in research. The Surgeon General is doing a good job in encouraging the proper kind of education. I notice that the Governor did not mention any testing. But we got to have a knowledge base. Testing should be confidential, but we have to have a knowledge. We can't simply stick our heads in the sands in terms of testing. I'm chairman of the President's Task Force on Regulatory Relief and we are working with the FDA and they have sped up bringing drugs to market that can help. And you got to be careful here, because there's a safety factor, but I think these things – and then also I am one who believes we've got to go the extra mile in clean – being sure that that blood supply is pure. We cannot have a lack of confidence in the blood supply when it comes to operations and surgery and things of this nature. So, research, speeding the drugs to market, testing, blood supply are very important elements of this. + +**LEHRER:** Next question will be asked by Peter Jennings. It goes to the Governor. + +**JENNINGS:** Good evening, Mr. Vice President, Governor. Governor, one theme that keeps coming up about the way you govern – you've both mentioned leadership tonight, so I'd like to stay with that for a second. The theme that keeps coming up about the way you govern is passionless, technocratic – + +**DUKAKIS:** Passionless? + +**JENNINGS:** Passionless, technocratic, the smartest clerk in the world. Your critics maintain that in the 1960s your public passion was not the war in Vietnam or civil rights, but no fault auto insurance. And they say in the 1970s you played virtually no role in the painful busing crisis in Boston. Given the fact that a president must sometimes lead by sheer inspiration and passion. We need to know if this is a fair portrait of your governing or if it is a stereotype. And if it isn't fair, give us an example of where you have had that passion and leadership that sometimes a president needs? + +**DUKAKIS:** Peter, I care deeply about people, all people, working people, working families, people all over this country who in some cases are living from paycheck to paycheck, in other cases are having a hard time opening up the door of college opportunity to their children, in other cases, don't have basic health insurance which for most of us we accept as a matter of course and assume we're going to have in order to pay the bills that we incur when we get sick. I'm somebody who believes deeply in genuine opportunity for every single citizen in this country and that's the kind of passion I brought to my state. I was a leader in the civil rights movement in my state and in my legislature. I cared very deeply about that war in Vietnam. I thought it was a mistake. I thought it was wrong. And I was one of the few legislators early in that war that took a stand against the war. I think it was the right stand at the time and I think history has proved us to be correct. But I have learned, over time. I served one term. I was defeated, as you know, and defeat sometimes is an important lesson. I think I'm a much better Governor today. I think I'm a much better person, a much better listener. I think I'll be a much better President for having gone through that experience. But the things that we have done in my state to bring opportunity to people on public assistance – over 50,000 families on welfare that we've helped to move from welfare to work and to become productive citizens. The universal health care bill that we just talked about, which will guarantee health care for all of our citizens, the opening up of opportunity to minorities in my state, affirmative action, minority contracting, the fact that we have a 3 percent unemployment rate and more jobs than people to fill them, which gives us a tremendous opportunity to reach out to everybody and make them a part of this wonderful nation of ours with the opportunity that we create. + +These are things that I believe in very very deeply. I may be a little calmer than some about it. I may be a greater consensus-builder these days than I used to be and I think that's a good thing. But I'm running for the Presidency of the United States. I've been in public service for 25 years because I believe deeply in American goals and values and the people of this country and that's the kind of President I want to be. + +**LEHRER:** Mr. Vice President, a rebuttal. + +**BUSH:** Well, I don't question his passion. I question – and I don't question his concern about the war in Vietnam. He introduced or supported legislation back then that suggested that kids of Massachusetts should be exempt from going overseas in that war. Now, that's a certain passion that in my view it's misguided passion. He – we have a big difference on issues. You see, last year in the primary, he expressed his passion. He said, "I am a strong liberal Democrat" – August, '87. Then he said, "I am a card-carrying member of the ACLU." That was what he said. He is out there on out of the mainstream. He is very passionate. My argument with the governor is, do we want this country to go that far left. And I wish we had time to let me explain. But I salute him for his passion. We just have a big difference on where this country should be led, and in what direction it ought to go. + +**LEHRER:** Peter, a question? Question for the vice president, Peter. + +**JENNINGS:** I'd actually like to follow up if I may on this mention you've made of his card carrying membership in the American Civil Liberties Union. You've used the phrase "card carrying" so many times since Governor Dukakis first acknowledged that he was a card carrying member of the ACLU that some people have come to believe that you've used it to brand him in some way, to identify him as people were identified in the 1950s as less than patriotic. I'd like to know why you keep repeating the phrase, and what's the important issue here? What is so wrong with the governor being a member of an organization which has come to the defense of, among other people, Colonel Oliver North? + +**BUSH:** Nothing's wrong with it. But just take a look at the positions of the ACLU. But, Peter, please understand, the liberals do not like me talking about liberal They don't like it when I say that he says he's a card carrying member. Now, if that quote was wrong, he can repudiate it, right here. I've seen it authoritatively written twice, and if I've done him an injustice, and he didn't say it, I'm very, very sorry. But I don't agree with a lot of – most of the positions of the ACLU. I simply don't want to see the ratings on movies. I don't want my 10-year-old grandchild to go into an X-rated movie. I like those ratings systems. I don't think they're right to try to take the tax exemption away from the Catholic Church. I don't want to see the kiddie pornographic laws repealed; I don't want to see "under God" come out from our currency. Now, these are all positions of the ACLU. And I don't agree with them. He has every right to exercise his passion, as what he said, a strong, progressive liberal. I don't agree with that. I come from a different point. And I think I'm more in touch with the mainstream of America. They raised the same thing with me on the Pledge of Allegiance. You see, I'd have found a way to sign that bill. Governor Thompson of Illinois did. I'm not questioning his patriotism. He goes out and says the man is questioning my patriotism. And then all the liberal columnists join in. I am not. I am questioning his judgment on these matters, or where he's coming from He has every right to do it. But I believe that's not what the American people want, and when he said, when he said at the convention, ideology doesn't matter, just competence, he was moving away from his own record, from what his passion has been over the years. And that's all I'm trying to do, is put it in focus. And I hope people don't think that I'm questioning his patriotism when I say he used his words to describe his participation in that organization. + +**LEHRER:** Governor, a response. + +**DUKAKIS:** Well, I hope this is the first and last time I have to say this. Of course, the vice president is questioning my patriotism. I don't think there's any question about that, and I resent it. I resent it. My parents came to this country as immigrants. They taught me that this was the greatest country in the world. I'm in public service because I love this country. I believe in it. And nobody's going to question my patriotism as the vice president has now repeatedly. The fact of the matter is if the Pledge of Allegiance was the acid test of one's patriotism – the vice president's been the presiding officer in the United States Senate for the past seven and a half years. To the best of my knowledge he's never once suggested that a session of the Senate begin with the Pledge of Allegiance. + +Mr. Bush, I don't question your patriotism. When you're attacked for your military record, I immediately said it was inappropriate, it had no place in this campaign, and I rejected it. I would hope that from this point on, we get to the issues that affect the vast majority of Americans, jobs, schools, health care, housing, the environment. Those are the concerns of the people that are watching us tonight. Not labels that we attach to each other, questions about each other's patriotism and loyalty. + +**LEHRER:** The time is up, Governor. Let's go now to John Mashek, again. A question for the vice president. + +**MASHEK:** Mr. Vice President, in a debate during the Republican primaries, you said most of the nation's homeless are suffering from mental illness, an assertion immediately challenged by one of your rivals. Estimates of the homeless range from a low of 250,000 by the government, to around three million, including working families and their children. What commitment are you willing to make tonight to this voiceless segment of our society? + +**BUSH:** I want to see the McKinney Act fully funded. I believe that that would help in terms of shelter. I want to see – when I talked at our convention about a thousand points of light, I was talking about the enormous numbers of shelters and organizations that help. + +The Governor's wife has been very active in the homeless. My campaign chairman, Secretary Jim Baker's wife. This isn't government. These are people that care, that are trying to give of themselves. The government has a role. It is to fully fund the McKinney Act. There are certain army bases that the act calls for that can be used in certain cases to shelter people when it's rough. + +And so I think that we're on the right track. I don't see this, incidentally, as a Democrat or a Republican or a liberal or conservative idea. I see an involvement by a thousand points of light. I see the funding that is required, and I hope the Congress will fully fund this bill. They gave it a great deal of conscience and a great deal of work. And we're on the track on this one. But – and I, look, mental – that was a little overstated it. I'd say around 30 percent. And I think maybe we could look back over our shoulders and wonder whether it was right to let all those mental patients out. Maybe we need to do a better job in mental clinics to help them. Because there is a major problem there. A lot of them are mentally sick. And we've got to attend to them. But fully, my short range answer is fully fund that McKinney Act. + +**LEHRER:** Governor, a response. + +**DUKAKIS:** Well, this is another fundamental difference that I have with the Vice President, just as I do in the case of health care for 37 million members of working families in this country who don't have health insurance. + +The problem, Mr. Bush, is that you've cut back by 90 percent on our commitment to affordable housing for families of low and moderate income. And when you do that, you've have homeless families. + +We didn't have two and a half million, or three million homeless people living on streets and in doorways in this country ten years ago. We've got to begin to get back to the business of building and rehabilitating housing for families of low and moderate income in this country; housing for young families that they can look forward some day to buy. We've got communities in this country increasingly where our own kids can't afford to live in the communities that they grew up in. That's an essential commitment. And I think the housing community is ready. But it's going to take a President who's committed to housing, who's had experience in building and rehabilitating housing who understands that affordable housing for families of low and moderate income, for young families, first time home buyers, is an essential part of the American dream. And while I'm all for the McKinney bill, that, by itself, simply won't do. We've got to have a President that can lead on this issue, that can work with the Congress, and I'm prepared to do so. This is one of the most important priorities that faces this country. + +**LEHRER:** John, a question for the Governor. + +**MASHEK:** Governor, you've mentioned the American dream of home ownership, and it's certainly become an impossible one for many of the young people of our nation who are caught up in this economic squeeze of the middle class, as you've said so frequently during the campaign. And yet in spite of your answer just a few minutes ago, what promise can you realistically hold out to these people that with the costs of housing going up, and with limited help available from Washington, are we destined to become a nation of renters? + +**DUKAKIS:** Well, I certainly hope not. And it's all a question of what our priorities are. Mr. Bush talked about values. I agree with him. What are our values? Isn't providing housing for families of low and moderate income, isn't it making possible for young families, first time home buyers to own their own home some day something that's part of the American dream? I think so. You know, back after World War II when we had hundreds of thousands of GIs who came back from the war, we didn't sit around. We went out and built housing. The government was very much involved; so was the housing industry; so was the banking industry; so were housing advocates; so were non-profit agencies; so were governors, and mayors and people all over this country who believe deeply in home ownership and affordable housing. Now, that's the kind of leadership that I want to provide as President of the United States. This isn't a question of a little charity for the homeless. This is a question of organizing the housing community. I've talked to bankers and builders and developers, the housing advocates, community development agencies, and they want leadership from Washington. Washington, by itself, can't do it all. We shouldn't expect that. But governors are ready; mayors are ready. Builders and community leaders are ready. It will require some funds, John. And we ought to be prepared to provide those funds. + +But that, too, will require some choices. Mr. Bush wants to spend billions and trillions on Star Wars. Well, that's a choice we have to make, isn't it? Do we spend money on that weapon system in the billions and trillions, or is providing some decent and affordable housing for families of this country something that is at least as important and probably more so. Because it's so essential to our economic strength and to our future. Now, that's the kind of presidency I believe in. And simply to say, well, the McKinney bill will do it just doesn't do. We need a president who will lead on this issue, who has had experience on this issue. It's the kind of priority that will be at the top of our list beginning in January of 1989. + +**LEHRER:** A response, Mr. Vice President. + +**BUSH:** I think the Governor is blurring housing and the homeless. Let's talk about housing, which the question was. When you talk to those bankers, did they discuss where interest rates were when your party controlled the White House? Ten days before I took the oath of office as President they were 21 1/2 percent. Now, how does that grab you for increasing housing? + +Housing is up. We are serving a million more families now. But we're not going to do it in that old Democratic, liberal way of trying to build more bricks and mortars. Go out and take a look at St. Louis at some of that effort. It is wrong. I favor home ownership. I want to see more vouchers. I want to see control of some of these projects, and I want to keep the interest rates down. They're half, now of what they were when we came into office, and with my policy of getting this deficit under control, they'll be a lot less. + +But if we spend and spend and spend, that is going to wrap up the housing market, and we'll go right back to the days of the misery index and malaise that President Reagan and I have overcome – thank God for the United States on that one. + +**LEHRER:** All right, the next question is to the governor. Ann Groer will ask it. + +**GROER:** Governor Dukakis, is there a conflict between your opposition to the death penalty and your support for abortion on demand, even though in the minds of many people, that's also killing? + +**DUKAKIS:** No, I don't think there is. There are two very different issues here, and they've got to be dealt with separately. I'm opposed to the death penalty. I think everybody knows that. I'm also very tough on violent crime. And that's one of the reasons why my state has cut crime by more than any other industrial state in America. It's one of the reasons why we have the lowest murder rate of any industrial state in the country. It's one of the reasons why we have a drug education and prevention program that is reaching out and helping youngsters all over our state, the kind of thing I want to do as President of the United States. + +You know, the Vice President says he wants to impose the death penalty on drug traffickers, and yet his administration has a federal furlough program which is one of the most permissive in the country, which gave last year 7,000 furloughs to drug traffickers and drug pushers, the same people that he says he now wants to execute. + +The issue of abortion is a very difficult issue, one that I think that we all have to wrestle with, we have to come to terms with. I don't favor abortion. I don't think it's a good thing. I don't think most people do. The question is who makes the decision. And I think it has to be the woman, in the exercise of her own conscience and religious beliefs, that makes that decision. + +**LEHRER:** Response, Mr. Vice President. + +**BUSH:** Well, the Massachusetts furlough program was unique. It was the only one in the nation that furloughed murderers who had not served enough time to be eligible for parole. The federal program doesn't do that. No other state programs do that. And I favor the death penalty. I know it's tough and honest people can disagree. But when a narcotics wrapped up guy goes in and murders a police officer, I think they ought to pay with their life. And I do believe it would be inhibiting. And so I am not going to furlough men like Willie Horton, and I would meet with their, the victims of his last escapade, the rape and the brutalization of the family down there in Maryland. Maryland would not extradite Willie Horton, the man who was furloughed, the murderer, because they didn't want him to be furloughed again. And so we have a fundamental difference on this one. And I think most people know my position on the sanctity of life. I favor adoption. I do not favor abortion. + +**LEHRER:** Question for the Vice President, Ann? + +**GROER:** Yes. Mr. Vice President, I'd like to stay with abortion for just a moment if I might. Over the years you have expressed several positions, while opposing nearly all forms of government payment for it. You now say that you support abortion only in cases of rape, incest, or threat to a mother's life, and you also support a constitutional amendment that if ratified would outlaw most abortions. But if abortions were to become illegal again, do you think that the women who defy the law and have them anyway, as they did before it was okayed by the Supreme Court, and the doctors who perform them should go to jail? + +**BUSH:** I haven't sorted out the penalties. But I do know, I do know that I oppose abortion. And I favor adoption. And if we can get this law changed, everybody should make the extraordinary effort to take these kids that are unwanted and sometimes aborted, take the – let them come to birth, and then put them in a family where they will be loved. And you see, yes, my position has evolved. And it's continuing to evolve, and it's evolving in favor of life. And I have had a couple of exceptions that I support – rape, incest and the life of the mother. Sometimes people feel a little uncomfortable talking about this, but it's much clearer for me now. As I've seen abortions sometimes used as a birth control device, for heavens sakes. See the millions of these killings accumulate, and this is one where you can have an honest difference of opinion. We certainly do. But no, I'm for the sanctity of life, and once that illegality is established, then we can come to grips with the penalty side, and of course there's got to be some penalties to enforce the law, whatever they may be. + +**LEHRER:** Governor. + +**DUKAKIS:** Well, I think what the Vice President is saying is that he's prepared to brand a woman a criminal for making this decision. It's as simple as that. I don't think it's enough to come before the American people who are watching us tonight and say, well, I haven't sorted it out. This is a very, very difficult and fundamental decision that all of us have to make. And what he is saying, if I understand him correctly, is that he's prepared to brand a woman a criminal for making this choice. + +**BUSH:** I just – + +**DUKAKIS:** Let me finish. Let me simply say that I think it has to be the woman in the exercise of her own conscience and religious beliefs that makes that decision, and I think that's the right approach, the right decision, and I would hope by this time that Mr. Bush had sorted out this issue and come to terms with it as I have. I respect his right to disagree with me. But I think it's important that we have a position, that we take it, and we state it to the American people. + +**LEHRER:** Peter Jennings, a question for the vice president. + +**JENNINGS:** Mr. Vice President, I'm struck by your discussion of women and the sanctity of life. And it leads me to recall your own phrase, that you are haunted by the lives which children in our inner cities live. Certainly the evidence is compelling. There's an explosion of single-parent families. And by any measure, these single-parent families, many with unwanted children, are the source of poverty, school drop outs, crime, which many people in the inner city simply feel is out of control. If it haunts you so, why over the eight years of the Reagan-Bush administration have so many programs designed to help the inner cities been eliminated or cut? + +**BUSH:** One of the reasons, and I first would like to know which programs you're talking about, and then we could talk on the merits of the programs. But, you see, my fundamental philosophy is give local and state government as much control as possible. That might be the explanation, if you tell me the program. I do strongly support the WIC program. I think it is good. I think part of the answer to this haunting of these children that are out there and suffering lies in extension of Medicaid, to challenge the states, and maybe we're going to have to enforce more on the states in terms of Medicaid taking care of these. + +But, Peter, so much of it is, gets into a whole other phase of things. The neighborhood, the kind of environment people are growing up in, and that leads me to the programs I'm talking about in terms of education. I think that part of it is the crime-infested neighborhoods, and that's why I'm a strong believer in trying to control crimes in the neighborhood, why I was so pleased to be endorsed by the policemen on the beat, the Boston Police Department the other day. I think they understand my commitment to helping them in the neighborhoods. + +And so it's a combination of these things. But do not erode out of the system the thousand points of light. The people that are out there trying to help these kids, the programs like cities and schools, the work that Barbara Bush is doing so people can learn to read in this country and then go on and break this cycle of poverty. I'm for Head Start and moving that up. And I've already made a proposal – and yes, it will cost some money. But I favor that. So these are the combination of things I want, and the fact that I don't think the federal government can endorse a $35 billion program does not mean I have less compassion than the person who endorses such a program. + +**LEHRER:** Governor. + +**DUKAKIS:** Well, I must have been living through a different eight years then the ones the Vice President's been living through, because this administration has cut and slashed and cut and slashed programs for children, for nutrition, for the kinds of things that can help these youngsters to live better lives. It's cut federal aid to education; it's cut Pell grants and loans to close the door to college opportunity on youngsters all over this country. And that, too, is a major difference between the vice president and me. + +Let me just give you one other example. We have a great many people, hundreds of thousands of people living on public assistance in this country. The 50 governors of this nation have proposed to the Congress that we help those families to get off of welfare, help those youngsters, help their mothers to become independent and self-sufficient. It's taken months and months and months to get Mr. Bush and the administration to support that legislation, and they're still resisting. That's the way you help people. Being haunted, a thousand points of light – I don't know what that means. I know what strong political leadership is. I know what's happened over the course of the past eight years. These programs have been cut and slashed and butchered, and they've hurt kids all over this country. + +**LEHRER:** A question for the Governor, Peter. + +**JENNINGS:** Governor, the crisis is no less a crisis for you if you are elected President. Where would you get the money to devote to the inner cities which is clearly needed. And can you be specific about the programs not only you'd reinstate, but the more imaginative ones that you'd begin. + +**DUKAKIS:** Well, I said a few minutes ago, Peter, that you could improve the lives of families and youngsters and save money at the same time. Welfare reform is one way to do it. If we invest in job training, in child care for those youngsters, in some extended health benefits so that that mother and her kids don't lose their health benefits when she goes to work, we can help literally hundreds of thousands, if not millions of families, to get off of welfare, to become independent and self-sufficient, to be taxpaying citizens, and to improve their lives, the quality of lives, their futures, and the futures of those children. + +That's just one example of how you can save money and improve the quality of life at the same time. In my own state, for example, we now have that universal health care system, which the vice president opposes, I think very unwisely. One of the greatest barriers to opportunity for a family and for those children is the threat that they mat lose their health insurance. Think about that father down there in Houston who has to tell his youngster that he can't play little league ball that he can't go out on the ball field because he's afraid he's going to get hurt. + +And yet, Mr. Bush says well, I don't think we ought to expect business to provide health insurance for their employees, when responsible employers, a majority of employers in this country do and are paying more for their insurance to reimburse hospitals for free care on account of people that are not insured, that have to go to that hospital. + +So these are the ways that you help families, you help youngsters to live better lives, and more decent lives. Were ready to go to work at the state and local level, all of us. I know the private sector is. People are all over the country. But it takes Presidential leadership. It takes a commitment to being involved and the leading. And that's the kind of Presidency I want to lead. + +**LEHRER:** Mr. Vice President. + +**BUSH:** What troubles me is that when I talk of the voluntary sector and a thousand points of light and a thousand different ways to help on these problems, the man has just said he doesn't understand what I'm talking about. + +This is the problem I have with the big spending liberals. They think the only way to do it is for the federal government to do it all. The fact happens to be that education spending is up by the federal government; it is up. It is not down. + +But here's the point he misses. The federal government spends 7 percent of the total on education, and the rest of the state governments and local governments and the thousand points of lightened I'm talking about private schools and private church schools and things of this nature – are putting up 93 percent. + +But the federal spending for education is up, and I want to be the education President, because I want to see us do better. We're putting more money per child into education, and we are not performing as we should. We've gotten away fro values and the fundamentals. And I would like to urge the school superintendents and the others around the country to stand up now and keep us moving forward on a path towards real excellence. + +And we can do it. But it¹s not going to be dedicated by some federal bureaucracy in Washington, D.C. + +**LEHRER:** All right, let's move now to some questions on foreign and national security policy. John Mashek will ask the first question of the Governor. + +**MASHEK:** Governor, the Vice President continually refers to your lack of experience, weakness, naivete on foreign policy and national security matters. He says you are prepared to eliminate weapons system that will result in the unilateral disarmament of this country. Is that true? + +**DUKAKIS:** Of course not. Of course that's a charge that's always made against any governor who runs for the Presidency. I think it was one of the things that Mr. Bush said about Mr. Reagan back in 1980. Remember that, George? And yet some of our finest Presidents, some of our strongest international leaders were governors—Franklin Roosevelt, Woodrow Wilson, Theodore Roosevelt. + +Its not the amount of time you spend in Washington. It's not the length of your resume. It's your strength, it's your values, it's the quality of the people you pick. It's your understanding of the forces of change that are sweeping the world, and whether or not you're in a position to provide leadership to make those forces of change work for us and not against us. + +The Vice President has a long resume. But it didn't stop him from endorsing the sale of arms to the Ayatollah. And we now know that he was not out of the loop; he was in meeting after meeting listening to Secretary Shultz and Secretary Weinberger opposing that, and yet he supported it. + +His experience didn't prevent him from participating or involving or in some way being involved in the relationship between this government and Mr. Noriega and drug trafficking in Panama. + +He went to Philippines in the early 80s and commended Ferdinand Marcos for his commitment to democracy. And he continues to support a failed policy in Central America which is getting worse and worse, and which has in fact increased Cuban and Soviet influence in that region. + +So I don't believe that the fact you've got that long resume or had that experience is the real question. The question is values; the question is strength, the question is your willingness to provide the kind of leadership that must be provided. I'm ready to provide that leadership. I want to be the Commander-in-Chief of this country. I think it take fresh leadership now, and an understanding of those forces of change to provide the kind of strength that we need, and perhaps the Vice President can explain what he was doing when he supported the trading of arms to terrorist nation, and his involvement in Panama and that endorsement of Mr. Macros. But I don't think it's just experience that makes the difference. It's strength; it's values. + +**LEHRER:** Mr. Vice President. + +**BUSH:** Well, I thought the question was about defense. The Governor was for a nuclear freeze that would have locked in a thousand Soviet intermediate nuclear force weapons and zero for the West. And because we didn't listen to the freeze advocates, and strengthen the defense of this country, we now have the first arms control agreement in the nuclear age. Now, we're sitting down and talking to the Soviets about strategic arms, and he wants to do away with the Midgetman and the MX, the modernization or our nuclear capability. That is not the way you deal with the Soviets. I've met Mr. Gorbachev. Met Mr. Shevardnadze and talked substance with him the other day. These people are tough. But now we have a chance. I few have experience and now how to handle it, but please do not go back to the days when the military was as weak as they could be, when the morale was down, and when we were the laughing stock around the world. + +And now we are back, because we have strengthened the defenses of this country, and believe me, I don't want to see us return to those days. + +As to Ferdinand Marcos, he isn't there any more. It was under our administration that Mrs. Aquino came in. But I'll tell you what I was thinking of. I flew a combat mission, my last one was over Manila. And he was down there fighting against imperialism. And he had just— + +**LEHRER:** Mr. Vice President + +**BUSH:** And he just lifted martial law. And he just called for new elections. And all of those things happened because the Philippines do crave democracy. And out he goes. + +**LEHRER:** Mr. Vice President, your time is up. John, a question for the Vice President. + +**MASHEK:** Mr. Vice President, the Governor has suggested that you've never met a weapons system that you didn't like or want. Are you prepared to tell the voters one system in this time of tight budgetary restraints and problems at the Pentagon that you'd be willing to cut or even eliminate that wouldn't endanger national security? + +**BUSH:** I don't think it's a question of eliminating. I can tell him some I'm against. A-6F, for example. DIVAD. And I can go on and on. Minuteman III, penetration systems. I mean, there's plenty of them that I oppose, but what I am not going to do, when we are negotiating with the Soviet Union, sitting down talking to Mr. Gorbachev about how we achieve a 50 percent reduction in our strategic weapons, I'm not going to give away a couple of aces I that very tough card game. I'm simply not going to do that. + +And under me, when I lead this country, the Secretary of Defense is going to have to make the choices, between how we keep, how we protect the survivability of our nuclear deployment on the Midgetman missile, or on the Minuteman, whatever it is. We're going to have to—the MX. We're going to have to do that. It's Christmas. + +**BUSH:** Wouldn't it be nice to be perfect? + +**DUKAKIS:** I hope it isn't Christmas when you make that decision. + +**BUSH:** Wouldn't it be nice to be the ice man so you never make a mistake? These are the—my answer is do not make these unilateral cuts, and everybody now realizes that peace through strength works, and so this is where I have a big difference. + +Of course we're going to have to make some determination on this, and we're going to have to make it on the convention forces. But now we've got a very good concept called competitive strategies. We will do what we do best. It's a strategy that we've been working on for a couple of years. It is going to take us to much better advantage in conventional forces. + +But look, let me sum it up. I want to be the President that gets conventional forces balance. I want to be the one to banish chemical and biological weapons from the face of the earth. But you have to have a little bit of experience to know where to start. And I think I've had that. + +**LEHRER:** Governor? + +**DUKAKIS:** Well, first let me say with respect to the freeze, that back in the spring of 1982 Mr. Bush was a lot more sympathetic to the freeze than he seems to be today. As a matter of fact, he said it was not and should not be subject to partisan demagoguery because it was too important for the United States or for the world. I didn't hear, John, exactly where he was going to cut and what he was going to do. + +But I know this, we have serious financial problems in this country. We've piled up over a trillion dollars in debt and the next President of the United States is going to have to make some choices. + +Mr. Bush wants to spend billions on Star Wars. He apparently wants to spend billions on the MX on railroad cars, a weapons system we don't need and can't afford. I thought the administration was opposed to the Midgetman. I thought the administration was at the negotiating table in Geneva suggesting that we ban mobile missile systems entirely. But those are the choices the next president of the United States is going to have to make. + +I'm for the Stealth, I'm for the D-5, I'm for going ahead with the advance Cruise missile. But I don't think we need these other systems. I don't think we need them to remain strong. We've got to move ahead with the strategic arms negotiation process, with the comprehensive test ban treaty and with negotiations leading to conventional force reduction in Europe with deeper cuts on the Soviet side and Senator Bentsen and I will pursue that policy. + +**LEHRER:** Anne Groer, a question for the Vice President. + +**GROER:** Well, Mr. Vice President, you said you've met with Secretary General Gorbachev, you've met with Mr. Shevardnadze, but for the last 40 years Americans have been taught to regard the Soviet Union as the enemy. Yet, President Reagan has signed two arms control treaties and he's promised to share Star Wars technology with the very country he once called the evil empire. So, perhaps you can tell us this evening, should we be doing a lot to help the economics and the social development of a country that we have so long regarded as an adversary? + +**BUSH:** What I think we ought to do is take a look at Perestroika and Glasnost, welcome them, but keep our eyes open. Be cautious. Because the Soviet change is not fully established yet. Yes, I think it's fine to do business with them. And, so, I'm encouraged with what I see when I talk to Mr. – what I hear when I talk to Mr. Gorbachev and Mr. Shevardnadze, but can they pull it off. + +And when they have a – they a – deals that are good for us, as China started to do – the changes in China since Barbara and I lived there is absolutely amazing, in terms of incentive, in partnership and things of this nature. And now the Soviet Union seems to be walking down that same path. We should encourage that. We ought to say this is good. + +But where I differ with my opponent is I am not going to make unilateral cuts in our strategic defend systems or support some freeze when they have superiority. I'm not going to do that, because I think the jury is still out on the Soviet experiment. + +And the interesting place—one of the things that fascinates me about this Perestroika and Glasnost is wheats going to happen in Eastern Europe. You see the turmoil in Poland today. And I think we have enormous opportunity for trade. I don't want to go back to the Carter grain embargo on the Soviets. We are once again reliable suppliers and I would never use food as a political tool like our predecessors did. But this is an exciting time. But all I'm suggesting is let's not be naïve in dealing with the Soviets and make a lot of unilateral cuts hoping against hope that they will match our bid. + +Look at the INF treaty. And if we haven't learned from the negotiating history on that, we'll never learn. The freeze people were wrong. The Reagan-Bush administration was right. + +**LEHRER:** Governor Dukakis. + +**DUKAKIS:** It was a very different George Bush who was talking much more sympathetically about the freeze in the spring of 1982 than he is today. And you were right then, George, when you said it was no time for partisan demagoguery. Nobody is suggesting that we unilaterally disarm or somehow reduce our strength, of course not. What we're talking about is a combination of a strong and effective and credible nuclear deterrent. Strong, well-equipped, well-trained, well-maintained conventional forces. And at the same time a willingness to move forward steadily, thoughtfully cautiously. + +We have serious differences with the Soviet Union. We have very fundamental differences about human rights, democracy and our basic system, our basic view of human beings and of what life is all about. But there are opportunities there now. Senator Bentsen and I have a plan for the 1990s and beyond. Mr. Bush and Mr. Quayle do not. + +And we want to pursue that plan in a way which will bring down the level of nuclear armament, will build a more stable and more peaceful world while making choices here at home. Let's not forget that our national security and our economic security go hand in hand. We cannot be strong militarily when we're teeter-tottering on top of a mountain of debt which has been created in the past eight years. That's why we need a Democratic administration in Washington in 1989. + +**LEHRER:** Anne Groer, a question for the Governor. + +**GROER:** Yes. Governor Dukakis, speaking of seeming changes of position, you have gone from calling the Strategic Defense Initiative, or Star Wars, a fantasy and a fraud, to saying recently that you would continue SDI research and might even deploy the system if Congress supported such a move. Why the change of heart? + +**DUKAKIS:** No, there's been no change of heart. I said from the beginning that we ought to continue research into the strategic system at about the level that was added in 1983, that's about a billion dollars a year. But I don't know of any reputable scientist who believed that this system, at least as originally conceived could possibly work, this notion of some kind of astrodome over ourselves that could protect us from enemy attack. It makes real sense. And as a matter of fact, the system that the administration is now talking about is very different from the one that was originally proposed in 1983. + +So, I'm for continued research, but I also want strong conventional forces. Now, the other day, Mr. Bush said, "Well, if we continue with Star War—Star Wars—we have to cut some place." He hasn't told us where. We know where they're cutting. We know where you're cutting right now. You're cutting into the fiber and muscle of our conventional forces. You're cutting back on maintenance and equipment. + +An Air Force General not too long ago in Europe who said that pretty soon we'd have airplanes without engines, tank commanders who can't drive their tanks more than three-quarters of a mile, because they don't have enough fuel. Coast Guard cutters tied up at the dock this summer, not patrolling. They're supposed to be our first line of defense against drugs and the war against drugs, because they don't have enough fuel. + +You have to make choices. We're not making those choices. And to spend billions and billions of dollars as Mr. Bush apparently wants to, although, he, himself has been all over the lot on this issue lately—on Star Wars—in my judgment makes no sense at all. We need a strong, credible, effective nuclear deterrent. We have 13,000 strategic nuclear warheads right now on land, on sea and in the air, enough to blow up the Soviet Union 40 times over. They have about 12,000. So, we've got to move forward with those negotiations, get the level of strategic weapons down. + +But to continue to commit billions to this system makes no sense at all and I think Mr. Bush has been reconsidering his position over the course of the past few weeks. That's—at least that's what I read. Maybe he'll tell us where he stand on it tonight. + +**LEHRER:** Mr. Vice President. + +**BUSH:** I'm not reconsidering my position. Two questions: How do you deter nuclear attack without modernizing our nuclear forces when the Soviets are modernizing and how come you spend—willing to spend a dime on something that you consider a fantasy and a fraud. Those are two hypo-rhetorical questions. + +He is the man on conventional forces that wants to eliminate two carrier battle groups. The armed forces, the conventional forces of the United States have never been more ready. Every single one of the Joint Chiefs will testify to the fact that readiness is in an historic high. And secondly, in terms of the cutting of the Coast Guard, the Democratic controlled Congress, so please help us with that, who cut $70 million from the Coast Guard out of the interdiction effort on narcotics. + +He's got to get this thing more clear. Why do you spend a billion dollars on something you think is a fantasy and a fraud? I will fully research it, go forward as fast as we can. We've set up the levels of funding and when it is deployable, I will deploy it. That is my position on SDI and it's never wavered a bit. + +**LEHRER:** Peter Jennings, a question for Governor Dukakis. + +**JENNINGS:** Well, Governor, and Vice President Bush, you've both talked tonight about hard choices. Let me try to give you one. Somewhere in the Middle East tonight, nine Americans are being held hostage. If you are Commander-in-Chief and Americans are held hostage, what will be more important to you, their individual fate, or the commitment that the United States government must never negotiate with terrorists. And if any Americans are held hostage and you become President, to what lengths would you go to rescue them? + +**DUKAKIS:** Peter, it's one of the most agonizing decisions a president has to make. These are American citizens, we care deeply about them. Their families care deeply about them, want them back and understandably so and we want to do everything we can to bring them back. + +But if there's one thing we also understand it is that you cannot make concessions to terrorists, ever, ever. Because if you do, it's an open invitation to other terrorists to take hostages and to blackmail us. And that's the tragedy of the Iran-Contra scandal. + +As a matter of fact, Mr. Bush was the chairman of a task force on international terrorism which issued a report shortly before that decision was made and said, and rightly so, that we never ever can make concessions to terrorists and hostage takers. And, yet, after sitting through meeting after meeting, he endorsed that decision, endorsed the sale of arms to the Ayatollah in exchange for hostages, one of the most tragic, one of the most mistaken foreign policy decisions we've ever made in this country and I dare say encouraged others to take hostages as we now know. + +So, there can be no concessions under any circumstances, because if we do it's an open invitation to others to do the same. We've got to be tough on international terrorism. We've got to treat it as international crime. We've got to attack at all points, we've go to use undercover operations. We have to be prepared to use military force against terrorist base camps, we have to work closely with our allies to make sure that they're working with us and we with them and we can give no quarter when it comes to breaking the back of international terrorism. + +Yes, we should make every effort to try to help those hostages come home, but it can never be because we make concessions. That was a tragic mistake that we made, a mistake that Mr. Bush made and others made and it should never ever be made again. + +**LEHRER:** Mr. Vice President? + +**BUSH:** I wrote the anti-terrorist report for this government. It is the best anti-terrorist report written. Yes, we shouldn't trade arms for hostages. But we have made vast improvements in our anti-terrorism. Now, it's fine to say that sometimes you have to hit base camps, but when the President saw this state sponsored—fingerprints of Muammar Khadaffi on the loss of American life, he hit Libya. And my opponent was unwilling to support that action. + +**DUKAKIS:** That's not true. That's not true. + +**BUSH:** And since that action, terrorist action against the United States citizens have gone down. + +**DUKAKIS:** That's not true. + +**BUSH:** And I have long ago said I supported the President on this other matter. And I've said mistakes were made. Clearly nobody's going to think the President started out thinking he was going to trade arms for hostages. That is a very serious charge against the President. The matter has been thoroughly looked into. But the point is sometimes the action has to be taken by the federal government and when we took action, it had a favorable response. + +**LEHRER:** A question for the Vice President. Peter? + +**JENNINGS:** It seems perhaps a good subject, Mr. Vice President, on which to make the point that you've campaigned vigorously as part of a leadership team. But so far you won't tell the American people in considerable measure what advice you gave the President, including the sale of arms to Iran and what should have been done about the hostages. To the best of my knowledge there's no Constitutional requirement which prevents you from doing so. Jimmy Carter urged his Vice President, Walter Mondale, to tell the American people. Would you now ask President Reagan for permission to tell the American people what advice you did give him? And if you don't, how do we judge your judgment in the Oval Office in the last eight years? + +**BUSH:** You're judged by the whole record. You're judged by the entire record. Are we closer to peace? Are we doing better in anti-terrorism? Should we have listened to my opponent who wanted to send the UN into the Persian Gulf or in spite of the mistakes of the past, are we doing better there? How is our credibility with the GCC countries on the Western side of the Gulf. Is Iran talking to Iraq about peace? You judge on the record. Are the Soviets coming out of Afghanistan? How does it look in a program he called or some one of these marvelous Boston adjective up there and—about Angola—now, we have a chance—several Bostonians don't like it, but the rest of the country will understand. + +Now we have a chance. Now we have a chance. And, so, I think that I'd leave it right there and say that you judge on the whole record. And let me say this—all he can talk about—he goes around ranting about Noriega. Now, I've told you what the intelligence briefing he received said about that. He can talk about Iran-Contra and also—I'll make a deal with you, I will take the blame for those two incidents if you give me half the credit for all the good things that have happened in world peace since Ronald Reagan and I took over from the Carter administration. + +I still have a couple of minutes left. And there is a difference principle – + +**LEHRER:** Sorry, Mr. Vice President. + +**BUSH:** It's only on yellow here. Wait a minute. + +**LEHRER:** I'm wrong. Go ahead. My apologies. + +**BUSH:** Jim – + +**LEHRER:** You said nobody's perfect. + +**BUSH:** I said I wasn't perfect. Where was I? + +**DUKAKIS:** 25th of December, Mr. Vice President. + +**BUSH:** I finished. + +**DUKAKIS:** He can have another ten seconds if he wants, Jim. + +**LEHRER:** Governor, you have a minute to respond. + +**DUKAKIS:** Well, the matter of judgment is very important. And I think it's important to understand what happened here. + +A report on international terrorism chaired by the Vice President was released and made some very specific recommendations about how to deal with terrorism. They were ignored. The Vice President ignored them. He says mistakes were made. Very serious mistakes in judgment were made. He says, "Well, let's concede that the administration has been doing business with Noriega. Has made him a part of our foreign policy and has been funneling aid to Contras through convicted drug dealers." + +I think those are very very serious questions of judgment, which those of you who are watching us here tonight have a right to judge and review. We're not going to make those kinds of mistakes. You cannot make concessions to terrorists. If you do, you invite the taking of more hostages. That's a basic principle. It was ignored in that case and it was a very very serious mistake in judgment. + +**LEHRER:** A question from John Mashek. It goes to the Vice President. + +**MASHEK:** Mr. Vice President, Democrats and even some Republicans are still expressing reservations about the qualifications and credentials of Senator Dan Quayle of Indiana, your chosen running mate, to be a heartbeat away from the presidency. What do you see in him that others do not? + +**BUSH:** I see a young man that was elected to the Senate twice, to the House of Representatives twice. I see a man who is young and I am putting my confidence in a whole generation of people that are in their 30s and 40s. I see a man that took the leadership in the Job Training Partnership Act and that retrains people in this highly competitive changing society we're in, so if a person loses his hob he is retrained for a benefit—for a–work that will be productive and he won't have to go on one of these many programs that the liberal—talking about. + +I see a young man who is a knowledgeable—in defense and there are three people on our ticket that are knowledgeable—in the whole—in the race—knowledgeable in defense and Dan Quayle is one of them and I am one of them. And I believe that he will be outstanding. And he took a tremendous pounding and everybody now knows that he took a very unfair pounding. And I'd like each person to say did I jump to conclusions running down rumors that were so outrageous and so brutal. And he's kept his head up. And he will do very very well. And he has my full confidence and he'll have the confidence of people that are in their 30s and 40s and more. So, judge the man on his record not on the—lot of rumors and innuendo and trying to fool around with his name. + +My opponent says J. Danforth Quayle. Do you know who J. Danforth was, he was a man who gave his life in World War II, so ridiculing a person's name is a little beneath this process. And he'll do very well when we get into the debates. + +**DUKAKIS:** Well, when it comes to ridicule, George, you win a gold medal. I think we can agree on that in the course of this campaign. + +**BUSH:** Just the facts. + +**DUKAKIS:** But did I—did I sense a desire that maybe Lloyd Bentsen ought to be your running mate when you said there are three people on your ticket? + +**BUSH:** No, I think the debate ought to be between you and Lloyd. + +**DUKAKIS:** I think the American people have a right to judge us on this question, on how we picked a running mate, a person who is a heartbeat away from the presidency. I picked Lloyd Bentsen, distinguished, strong, mature, a leader in the Senate, somebody whose qualifications nobody has questioned. Mr. Bush picked Dan Quayle. + +I doubt very much that Dan Quayle was the best qualified person for that job. And as a matter of fact, I think for most people the notion of President Quayle is a very very troubling thought. + +**LEHRER:** John will ask a question of the Governor. It will be the last question and then the Vice President will have a rebuttal. + +**MASHEK:** Well, Governor, you did select Lloyd Bentsen of Texas. + +**DUKAKIS:** I did indeed. + +**MASHEK:** And you have a lot of disagreement with him on fundamental issues, including the Reagan tax cuts, aid to the rebels in Nicaragua, the death penalty, gun control. Who's right? + +**DUKAKIS:** Well, John, I'm a man that's been a chief executive for ten years. I've picked a lot of people. I've picked cabinets. I've named judges. I know that the people you pick make an enormous difference in your ability to govern and I set high standards. I try to meet them and I insist that people who work for me meet them, if they don't, they don't stick around very long. + +But I didn't pick Lloyd Bentsen because he was a clone of Mike Dukakis. I picked him because he was somebody who would be a strong Vice President, somebody who would be an active Vice President. Somebody who would come to me if somebody came up with a crazy idea that we ought to trade arms to the Ayatollah for hostages and say, "Mr. President, that's wrong. We shouldn't do that." That's the kind of Vice President I want. + +He, himself, has said, and rightly so, that he'll be a strong Vice President. When the Vice President makes a decision, that will be his decision. And I'm very very proud of that choice. And I didn't pick him because he agreed with me on everything. + +You know, Sam Rayburn once said that if two people agree on everything then only one person is doing the thinking. The fact is I've picked somebody who not only will be a great Vice President, but if, God forbid, something happens to the President, could step into that office and do so with distinction and with strength and with leadership. I doubt very much. I doubt very much that Mr. Bush's selection for the Vice Presidency of the United States meets that test. + +**LEHRER:** Mr. Vice President? + +**BUSH:** Well, I—we obviously have a difference. I believe it does meet the test. We'll have an opportunity to see the two of them in action in a friendly forum, wonderful friendly fashion like this. + +I had hoped this had been a little friendlier evening. I wanted to hitchhike a ride home in his tank with him. But now we've got the lines too carefully drawn here. But you talk about judgment. I mean, what kind of judgment—I mean, jumping all over the president on his decision on one area of farm policy. What kind of judgment sense has your chief education adviser now in jail in Massachusetts? I mean, there's—I don't think this is a fair argument. But nevertheless, I support my nominee for Vice President and he'll do an outstanding job. + +**LEHRER:** Gentlemen, I was given some bad word a moment ago. There is time for one more question. Getting it in my ear and Ann Groer will ask it. Ann? To the Governor. + +**GROER:** Governor Dukakis, as many U.S. farmers face or undergo foreclosure, the United States is considering the possibility of forgiving a certain percentage of debt owed by Latin American and Third World countries, do you favor giving these countries a break in their loans and, if so, how do you explain that to the American farmers who are losing their land and livelihood? + +**DUKAKIS:** Well, I think we have to go to work on the problem of Third World debt and we've got to assist those Third World countries in dealing with this massive debt which they currently—which they have incurred and which is burdening them and which if we don't do something about it and assist them along with other nations around the world, we'll destroy their economies, destroy their future. And at the same time will destroy markets that are important to our farmers. + +But I also believe we need an agricultural policy which doesn't cost us 15 to 20 to 25 billion dollars a year that it's been costing us over the course of the past three or four years under this administration. I think it's going to require good, solid credit policies. And thanks to the Congress we now have an agricultural credit bill which is helping and improving the situation with at least some of our farmers. + +I think it's going to require a combination of supply management and reasonable price supports to make sure that our farmers get a decent price and I think it also is going to require an administration that understand that there are tremendous opportunities out there for the development of new uses for agricultural products, new uses which can help us to clean up our environment at the same time. Bio-degradable plastics—plastic—gasohol, which the Vice President has been involved in, road de-icers made from corn products. I mean, there are enormous opportunities out there to expand markets and to build a strong future for our farmers. + +But I don't think there's anything mutually exclusive or contradictory about building a strong farm economy in this country and assisting our family farms and providing a good strong future for rural communities and for rural America and at the same time working on Third World debt. + +As a matter of fact, Mexico, itself, is one of our biggest agricultural customers, so in the sense that we can work to help Mexico rebuild and expand and deal with these very serious economic problems we help our farmers at the same time. + +**LEHRER:** Mr. Vice President? + +**BUSH:** I oppose supply management and production controls. I support the farm bill, the 1985 farm bill and spending is moving in the right direction. I want to expand our markets abroad and that's why I've called for that first economic summit to be on agriculture. + +I will not go back to the way the Democrats did it and used food as a political weapon and throw a grain embargo on the farmers in this country. I want to see rural redevelopment and I have been out front in favor of alternate sources of energy and one of them is gasohol and comes from using your corn and I think we can do better in terms of biodegradable for a lot of product, so I'm optimistic about the agricultural economy. + +In terms of the Third World, I support the Baker plan. I want to see market economies spring up all around the world and to the degree they do, we are succeeding. And I don't want to see the banks let off the hook. I would oppose that, but I think were on the right track in agriculture and I am very very encouraged. But let's not go back to that—what they call supply management and production control, that'll simply price us out of the international market. Let's try to expand our markets abroad. + +**LEHRER:** All right. That really is the end. Now, let's go to closing statements. They will be two minutes each in duration by agreement. Vice President Bush goes first. Governor Dukakis second. Mr. Vice President. + +**BUSH:** I talked in New Orleans about a gentler and kinder nation and I have made specific proposals on education and the environment and on ethics and energy and how we do better in battling crime in our country. But there are two main focal points of this election. Opportunity and peace. + +I want to keep this expansion going. Yes, we want change but we are the change. I am the change. I don't want to go back to malaise and misery index. And, so, opportunity. Keep America at work. The best poverty program is a job with dignity in the private sector. And in terms of peace, we are on the right track. We've achieved an arms control agreement that our critics thought was never possible and I want to build on it. I want to see us finalize that START agreement and I want it to be the one to finally lead the world to banishing chemical and biological weapons. + +I want to see asymmetrical reductions in conventional forces. And then it gets down to a question of values. We've had a chance to spell out our differences on the Pledge of Allegiance here tonight and on tough sentencing of drug king pins and this kind of thing. And I do favor the death penalty. And we've got a wide array of differences on those. But in the final analysis—in the final analysis, the person goes into that voting booth, they're going to say, "Who has the values I believe in? Who has the experience that we trust? Who has the integrity and stability to get the job done?" My fellow Americans, I am that man and I ask for your support. Thank you very much. + +**DUKAKIS:** This has been an extraordinary 18 months for Kitty and me and for our family. We've had an opportunity to campaign all over this country and to meet with so many of you in communities and states and regions to get to know you. I'm more optimistic today than I was when I began about this nation providing we have the kind of leadership in Washington that can work with you, that can build partnerships, that can build jobs in every part of this country, not certain parts of this country. + +You know, my friends, my parents came to this country as immigrants like millions and millions of Americans before them and since, seeking opportunities, seeking the American dream. They made sure their sons understood that this was the greatest country in the world, that those of us especially who were the sons and daughters of immigrants had a special responsibility to give something to the country that had opened up its arms to our parents and given so much to them. + +I believe in the American dream. I'm a product of it and I want to help that dream come true for every single citizen in this land, with a good job and good wages, with good schools in every part of this country and every community in this country. With decent and affordable housing that our people can buy and own and live in, so that we end the shame of hopelessness in America. With decent and affordable healthcare for all working families. + +Yes, it's a tough problem as Mr. Bush says, but it¹s not an insolvable problem. It's one that we will solve and must solve, with a clean and wholesome environment and with a strong America that's strong militarily and economically as we must be, an America that provides strong international leadership because we're true to our values. + +We have an opportunity working together to build that future, to build a better America, to build a best America, because the best America doesn't hide. We compete. The best America. We invest. The best America doesn't leave some of its citizens behind. We live—we bring everybody along. And the best America is not behind us. The best America is yet to come. + +Thank you very much. \ No newline at end of file diff --git a/talk/US_presidential_speech/09/generation_task/instructions.md b/talk/US_presidential_speech/09/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..b07d3ad8f67474a5894f60a4d49baeea511954a7 --- /dev/null +++ b/talk/US_presidential_speech/09/generation_task/instructions.md @@ -0,0 +1,96 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: The First Incumbent Debate** + * Context: The first presidential debate in 16 years and the first ever featuring an incumbent President (Gerald Ford). + * Setting: Walnut Street Theatre in Philadelphia, near Independence Hall. + * Participants: President Gerald Ford (Republican) and Governor Jimmy Carter (Democrat). + * Visual Idea: A historic black-and-white or sepia-toned graphic of the debate stage with a split-screen layout of the two candidates. + +2. **Core Logic 1: The Economic Divide—Unemployment vs. Inflation** + * Carter’s Critique: Highlighting that 2.5 million more people are out of work than when Ford took office and criticizing the loss of the "work ethic." + * Ford’s Defense: Emphasizing the progress made in cutting inflation by half and the steady increase in total employment numbers despite the recession. + * Key Theme: A fundamental disagreement on which economic indicator (jobs or inflation) takes priority. + +3. **Core Logic 2: Fiscal Responsibility and the Federal Budget** + * Ford’s Philosophy: Vetoing excessive spending bills to protect the taxpayer and ensure a balanced budget through disciplined growth. + * Carter’s Vision: Proposing government efficiency and reorganization, arguing that a strong economy with low unemployment is the only way to balance the budget. + * Visual Idea: A comparative chart showing the two candidates' different approaches to deficit spending and federal resource allocation. + +4. **Core Logic 3: Energy Independence and Resources** + * The Challenge: Addressing the energy crisis and the nation's dependence on foreign oil. + * Debate Points: Discussions on coal production, nuclear energy safety, and the role of the government in incentivizing domestic energy exploration. + * Key Theme: Strengthening the national backbone through sustainable and domestic resource management. + +5. **Core Logic 4: Restoring Trust in Government** + * The "Washington" Problem: Carter’s outsider message focusing on a government that is "as good as its people" and the need for openness. + * The Institutional Stance: Ford’s emphasis on his experience and his role in steadying the ship of state during a period of national "anxiety." + * Visual Idea: Imagery of Independence Hall or the Constitution, representing the return to foundational American values. + +6. **Conclusion: Closing Statements and a Better America** + * Carter’s Final Plea: Focusing on the "blessings of a better America" for future generations and the need for new leadership. + * Ford’s Final Vow: Committing to continue the hard work of building a prosperous and secure nation through proven methods. + * Closing Statement: A call to the American people to choose the direction for the nation's third century. +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/09/generation_task/judge_prompt.json b/talk/US_presidential_speech/09/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d572f855131812bd2be7855d3f10fa3d13968b7d --- /dev/null +++ b/talk/US_presidential_speech/09/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening mention the 16-year gap since the last presidential debate?**\n\n* The text should state that this is the first debate between presidential candidates in 16 years and the first ever to include an incumbent President.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the historical introduction is missing.\n", + "\n**Is the issue of \"Unemployment\" addressed in the first question to Governor Carter?**\n\n* The text should include Carter’s critique of the current unemployment rate and his argument that the primary priority should be putting people back to work.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the unemployment discussion is missing.\n", + "\n**Does President Ford defend his administration's \"Inflation\" control measures?**\n\n* The text should mention Ford's argument that inflation was at 12% when he took office and was reduced to under 6% through his policies.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the inflation defense is missing.\n", + "\n**Is the \"28-minute technical failure\" mentioned in the closing or moderator notes?**\n\n* The text should acknowledge a significant delay in the broadcast due to a technical failure during the debate.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if this event is missing.\n", + "\n**Does the text address the issue of \"Tax Reform\"?**\n\n* It should mention the debate over whether to provide tax breaks to low- and middle-income families vs. business incentives for capital investment.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the tax reform debate is missing.\n", + "\n**Is the \"Pardon of Richard Nixon\" brought up in the context of trust?**\n\n* The text should mention the candidates' views on the pardon and its impact on the nation's trust in the executive branch.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if the pardon discussion is missing.\n", + "\n**Does the text mention \"Energy Policy\" and dependence on foreign oil?**\n\n* It should include discussions on coal, nuclear power, and the need for a national energy plan to achieve independence.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the energy policy is missing.\n", + "\n**Is the \"Housing\" crisis and the high cost of homeownership mentioned?**\n\n* The text should address the difficulty for young families to afford new homes and the interest rate policies affecting the housing market.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the housing discussion is missing.\n", + "\n**Does the text discuss \"Government Reorganization\" or \"Bureaucracy\"?**\n\n* It should mention Carter’s proposal to reduce the number of government agencies and Ford’s response regarding his veto power.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the reorganization plan is missing.\n", + "\n**Is the issue of \"Crime\" and \"Drug Abuse\" included?**\n\n* The text should mention the candidates' stances on law enforcement funding and the prevention of drug-related crimes.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the crime discussion is missing.\n", + "\n**Does President Ford's closing statement focus on \"Individual Liberty\"?**\n\n* It should mention his belief that the government shouldn't do for the people what they can do for themselves and his record on preserving freedom.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this closing theme is missing.\n", + "\n**Does Governor Carter's closing statement address \"New Leadership\"?**\n\n* It should mention the need for a government as good as its people and a call for a fresh start in Washington.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the final appeal is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the slide accurately reflect the historical significance of the 1976 debate?**\nThe slide should mention that this was the first presidential debate in 16 years and the first ever in which an incumbent President (Gerald Ford) participated.\n\n If **no**, specify if the historical context of the event is missing.\n", + "\n**Is the mention of the \"technical failure\" presented accurately?**\nThe slide should reflect the moderator's mention of a 28-minute delay in the broadcast due to a technical failure, noting that it did not detract from the debate's fairness.\n\n If **no**, identify if the specific duration or the occurrence of the technical glitch is omitted.\n", + "\n**Does the slide deck correctly convey Jimmy Carter's view on \"Opportunity\"?**\nIt should mention Carter's point that his parents worked hard during the Depression to give him an opportunity to do better, and he wishes to extend that to all citizens.\n\n If **no**, specify if the link between his family background and his political goals is missing.\n", + "\n**Are the roles of the moderator and the questioners accurately identified?**\nThe checklist should ensure the slides name Edwin Newman as the moderator and list the questioners: Frank Reynolds, James Gannon, and Elizabeth Drew.\n\n If **no**, identify if any of the specific participants in the debate's structure are misstated.\n", + "\n**Is the sponsorship of the debate correctly attributed?**\nThe slide should reflect that the debates were arranged by the League of Women Voters Education Fund to promote better-informed participation by the American people.\n\n If **no**, specify if the organizing body is incorrectly identified.\n", + "\n**Does the slide deck accurately convey the focus on \"Domestic and Economic Policy\"?**\nIt should state that the primary focus of this first debate was on domestic issues and the economy.\n\n If **no**, identify if the specific thematic scope of the debate is misrepresented.\n", + "\n**Is Carter's stance on \"Government Effectiveness\" presented faithfully?**\nThe slide should reflect his commitment to making the government as \"efficient, economical, purposeful, and manageable\" as the American people are themselves.\n\n If **no**, specify if the specific descriptors of his intended government reform are missing.\n", + "\n**Does the slide deck capture Ford's emphasis on his \"Proven Record\"?**\nIt should mention President Ford's focus on his actions during his time in office to stabilize the economy and restore trust in the presidency.\n\n If **no**, specify if the incumbent's focus on his existing record is omitted.\n", + "\n**Is the reference to the \"21st Century\" or the \"Next Generation\" accurately reported?**\nThe slide should note both candidates' claims that their policies are aimed at giving children and grandchildren the \"blessings of a better America.\"\n\n If **no**, identify if the long-term goal of intergenerational prosperity is missing.\n", + "\n**Does the slide deck accurately reflect the debate's location?**\nIt should state that the debate took place at the Walnut Street Theatre in Philadelphia, near Independence Hall.\n\n If **no**, specify if the historical location is misrepresented.\n", + "\n**Is the closing sentiment of \"Working Together\" used correctly?**\nThe slide should reflect the concluding hope that all Americans can \"work together to make individuals in the future have more.\"\n\n If **no**, specify if the theme of collective national effort is missing.\n", + "\n**Does the conclusion slide accurately reflect the schedule of future debates?**\nThe conclusion should mention that the next debate was scheduled for October 6 in San Francisco, focusing on foreign and defense issues.\n\n If **no**, identify if the details regarding the subsequent campaign events are altered.\n" + ] +} diff --git a/talk/US_presidential_speech/09/generation_task/statistics.yaml b/talk/US_presidential_speech/09/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a0c0bd37a8b19df5438a2846b84080a17c8a3c7c --- /dev/null +++ b/talk/US_presidential_speech/09/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/09 +category: talk +input_metrics: + total_input_tokens: 17754 + generation_prompt_tokens: 1545 + materials_total_tokens: 16209 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 16209 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/09/material.md b/talk/US_presidential_speech/09/material.md new file mode 100644 index 0000000000000000000000000000000000000000..edf8e1b5df7ed2fcf5a563fae8a5e3653bfd73c5 --- /dev/null +++ b/talk/US_presidential_speech/09/material.md @@ -0,0 +1,469 @@ +September 23, 1976: Debate with President Gerald Ford (Domestic Issues) + +Author: Jimmy Carter + +I am Edwin Newman, moderator of this first debate of the 1976 campaign between Gerald R. Ford of Michigan, Republican candidate for President, and Jimmy Carter of Georgia, Democratic candidate for President. + +We thank you, President Ford, and we thank you, Governor Carter, for being with us tonight. + +There are to be three debates between the Presidential candidates and one between the Vice-Presidential candidates. All are being arranged by the League of Women Voters Education Fund. + +Tonight's debate, the first between presidential candidates in 16 years and the first ever in which an incumbent President has participated, is taking place before an audience in the Walnut Street Theatre in Philadelphia, just 3 blocks from Independence Hall. The television audience may reach 100 million in the United States and many millions overseas. + +Tonight's debate focuses on domestic and economic policy. Questions will be put by Frank Reynolds of ABC News, James Gannon of the Wall Street Journal, and Elizabeth Drew of the New Yorker magazine. + +Under the agreed rules the first question will go to Governor Carter. That was decided by the toss of a coin. He will have up to 3 minutes to answer. One follow-up question will be permitted with up to 2 minutes to reply. President Ford will then have 2 minutes to respond. + +The next question will go to President Ford, with the same time arrangements, and questions will continue to be alternated between the candidates. Each man will make a 3-minute statement at the end, Governor Carter to go first. + +President Ford and Governor Carter do not have any notes or prepared remarks with them this evening. + +Mr. Reynolds, your question for Governor Carter. + +MR. REYNOLDS. Mr. President, Governor Carter. + +Governor, in an interview with the Associated Press last week, you said you believed these debates would alleviate a lot of concern that some voters have about you. Well, one of those concerns-not an uncommon one about candidates in any year-is that many voters say they don't really know where you stand. + +Now, you have made jobs your number one priority, and you have said you are committed to a drastic reduction in unemployment. Can you say now, Governor, in specific terms what your first step would be next January, if you are elected, to achieve that? + +MR. CARTER. Yes. First of all it's to recognize the tremendous economic strength of this country and to set the putting back to work of our people as a top priority. This is an effort that ought to be done primarily by strong leadership in the White House, the inspiration of our people, the tapping of business, agriculture, industry, labor, and government at all levels to work on this project. We will never have an end to the inflationary spiral, and we will never have a balanced budget until we get our people back to work. + +There are several things that can be done specifically that are not now being done: first of all, to channel research and development funds into areas that will provide large numbers of jobs; secondly, we need to have a commitment in the private sector to cooperate with government in matters like housing. Here, a very small investment of taxpayers' money in the housing field can bring large numbers of extra jobs, in the guarantee of mortgage loans, in the putting forward of 202 programs for housing for older people and so forth, to cut down the roughly 20-percent unemployment that now exists in the construction industry. + +Another thing is to deal with our needs in the central cities where the unemployment rate is extremely high-sometimes among minority groups, those who don't speak English or who are black or young people-a 40-percent unemployment. Here, a CCC [Civilian Conservation Corps]-type program would be appropriate, to channel money into the sharing with private sector and also local and State governments to employ young people who are now out of work. + +Another very important aspect of our economy would be to increase production in every way possible, to hold down taxes on individuals, and to shift the tax burdens on to those who have avoided paying taxes in the past. + +These kinds of specific things, none of which are being done now, would be a great help in reducing unemployment. + +There is an additional factor that needs to be done and covered very succinctly, and that is to make sure that we have a good relationship between management, business on the one hand and labor on the other. + +In a lot of places where unemployment is very high, we might channel specific, targeted job opportunities by paying part of the salary of unemployed people and also sharing with local governments the payment of salaries, which would let us cut down the unemployment rate much lower before we hit the inflationary level. + +But I believe that by the end of the first 4 years of the next term, we could have the unemployment rate down to 3 percent-adult unemployment-which is about 4 to 4?? percent overall, a controlled inflation rate, and have a balanced growth of about 4 to 6 percent, around 5 percent, which would give us a balanced budget. + +MR. REYNOLDS. Governor, in the event you are successful and you do achieve a drastic drop in unemployment, that is likely to create additional pressure on prices. How willing are you to consider an incomes policy; in other words, wage and price controls? + +MR. CARTER. Well, we now have such a low utilization of our productive capacity, about 73 percent-I think it's about the lowest since the Great Depression years-and such a high unemployment rate now-7.9 percent-that we have a long way to go in getting people to work before we have the inflationary pressures. And I think this would be easy to accomplish, to get jobs now without having the strong inflationary pressures that would be necessary. + +I would not favor the payment of a given fixed income to people unless they are not able to work. But with tax incentives for the low-income groups, we could build up their income levels above the poverty level and not make welfare more profitable than work. + +THE MODERATOR. Mr. President, your response? + +THE PRESIDENT. I don't believe that Mr. Carter has been any more specific in this case than he has been on many other instances. I notice particularly that he didn't endorse the Humphrey-Hawkins bill, which he has on occasions and which is included as a part of the Democratic platform. That legislation allegedly would help our unemployment, but we all know that it would have controlled our economy. It would have added $10 to $30 billion each year in additional expenditures by the Federal Government. It would have called for export controls on agricultural products. + +In my judgment the best way to get jobs is to expand the private sector, where five out of six jobs today exist in our economy. We can do that by reducing Federal taxes, as I proposed about a year ago when I called for a tax reduction of $28 billion, three-quarters of it to go to private taxpayers and one-quarter to the business sector. We could add to jobs in the major metropolitan areas by a proposal that I recommended that would give tax incentives to business to move into the inner city and to expand or to build new plants so that they would take a plant or expand a plant where people are and people are currently unemployed. + +We could also help our youth with some of the proposals that would give to young people an opportunity to work and learn at the same time, just like we give money to young people who are going to college. + +Those are the kind of specifics that I think we have to discuss on these debates, and these are the kind of programs that I will talk about on my time. + +THE MODERATOR. Mr. Gannon, your question to President Ford. + +MR. GANNON. Mr. President, I would like to continue for a moment on this question of taxes which you have just raised. You have said that you favor more tax cuts for middle-income Americans, even those earning up to $30,000 a year. That presumably would cost the Treasury quite a bit of money in lost revenue. + +In view of the very large budget deficits that you have accumulated and that are still in prospect, how is it possible to promise further tax cuts and to reach your goal of balancing the budget? + +THE PRESIDENT. At the time, Mr. Gannon, that I made the recommendation for a $28 billion tax cut-three-quarters of it to go to individual taxpayers and 25 percent to American business-I said at the same time that we had to hold the lid on Federal spending; that for every dollar of a tax reduction, we had to have an equal reduction in Federal expenditures-a one-for-one proposition. And I recommended that to the Congress with a budget ceiling of $395 billion, and that would have permitted us to have a $28 billion tax reduction. + +In my tax reduction program for middle-income taxpayers, I recommended that the Congress increase personal exemptions from $750 per person to $1,000 per person. That would mean, of course, that for a family of four that that family would have $1,000 more personal exemption, money that they could spend for their own purposes, money that the Government wouldn't have to spend. But if we keep the lid on Federal spending, which I think we can with the help of the Congress, we can justify fully a $28 billion tax reduction. + +In the budget that I submitted to the Congress in January of this year, I recommended a 50-percent cutback in the rate of growth of Federal spending. For the last 10 years the budget of the United States has grown from about 11 percent per year. We can't afford that kind of growth in Federal spending. And in the budget that I recommended, we cut it in half-a growth rate of 5 to 5 1/2 percent. With that kind of limitation on Federal spending, we can fully justify the tax reductions that I have proposed. And it seems to me, with the stimulant of more money in the hands of the taxpayer and with more money in the hands of business to expand, to modernize, to provide more jobs, our economy will be stimulated so that we will get more revenue, and we will have a more prosperous economy. + +MR. GANNON. Mr. President, to follow up a moment, the Congress has passed a tax bill which is before you now which did not meet exactly the sort of outline that you requested. What is your intention on that bill since it doesn't meet your requirements? Do you plan to sign that bill? + +THE PRESIDENT. That tax bill does not entirely meet the criteria that I established. I think the Congress should have added another $10 billion reduction in personal income taxes, including the increase of personal exemptions from $750 to $1,000. And Congress could have done that if the budget committees of the Congress and the Congress as a whole had not increased the spending that I recommended in the budget. I am sure you know that in the resolutions passed by the Congress, they have added about $17 billion in more spending by the Congress over the budget that I recommended. So, I would prefer in that tax bill to have an additional tax cut and a further limitation on Federal spending. + +Now, this tax bill that hasn't reached the White House yet-but is expected in a day or two-it's about 1,500 pages. It has some good provisions in it; it has left out some that I have recommended, unfortunately. On the other hand, when you have a bill of that magnitude, with those many provisions, a President has to sit and decide if there is more good than bad. And from the analysis that I have made so far, it seems to me that that tax bill does justify my signature and my approval. + +THE MODERATOR. Governor Carter, your response. + +MR. CARTER. Well, Mr. Ford is changing considerably his previous philosophy. The present tax structure is a disgrace to this country. It's just a welfare program for the rich. As a matter of fact, 25 percent of the total tax deductions go for only 1 percent of the richest people in this country, and over 50 percent of the tax credits go for the 14 percent of the richest people in this country. + +When Mr. Ford first became President in August of 1974, the first thing he did in October was to ask for a $4.7 billion increase in taxes on our people in the midst of the heaviest recession since the Great Depression of the 1940's. In January of 1975, he asked for a tax change, a $5.6 billion increase on low and middle-income private individuals, a $6 1/2 billion decrease on the corporations and the special interests. In December of 1975, he vetoed the roughly $18 to $20 billion tax reduction bill that had been passed by the Congress. And then he came back later on in January of this year, and he did advocate a $10 billion tax reduction, but it would be offset by a $6 billion increase this coming January in deductions for social security payments and for unemployment compensation. + +The whole philosophy of the Republican Party, including my opponent, has been to pile on taxes on low-income people, to take them off on the corporations. As a matter of fact, since the late sixties when Mr. Nixon took office, we've had a reduction in the percentage of taxes paid by corporations from 30 percent down to about 20 percent. We've had an increase in taxes paid by individuals, payroll taxes, from 14 percent up to 20 percent. This is what the Republicans have done to us. This is why tax reform is so important. + +THE MODERATOR. Mrs. Drew, your question to Governor Carter. + +MS. DREW. Governor Carter, you've proposed a number of new or enlarged programs, including jobs and health, welfare reform, child care, aid to education, aid to cities, changes in social security and housing subsidies. You've also said that you want to balance the budget by the end of your first term. Now, you haven't put a price tag on those programs, but even if we priced them conservatively, and we count for full employment by the end of your first term, and we count for the economic growth that would occur during that period, there still isn't enough money to pay for those programs and balance the budget by any estimates that I've been able to see. So, in that case, what would give? + +MR. CARTER. Well, as a matter of fact, there is. If we assume a rate of growth of our economy equivalent to what it was during President Johnson and President Kennedy, even before the Vietnamese war, and if we assume that, at the end of the 4-year period we can cut our unemployment rate down to 4 to 4?? percent. Under those circumstances, even assuming no elimination of unnecessary programs and assuming an increase in the allotment of money to finance programs increasing as the inflation rate does, my economic projects, I think confirmed by the House and the Senate committees, have been, with a $60 billion extra amount of money that can be spent in fiscal year '81-which would be the last year of this next term-within that $60 billion increase, there would be fit the programs that I promised the American people. I might say, too, that if we see that these goals cannot be reached-and I believe they are reasonable goals-then I would cut back on the rate of implementation of new programs in order to accommodate a balanced budget by fiscal year '81, which is the last year of the next term. + +I believe that we ought to have a balanced budget during normal economic circumstances. And these projections have been very carefully made. I stand behind them. And if they should be in error slightly on the down side, then I will phase in the programs that we've advocated more slowly. + +Ms. DREW. Governor, according to the budget committees of the Congress that you referred to, if we get to full employment, what they project at a 4-percent unemployment and, as you say, even allowing for the inflation in the programs, there would not be anything more than a surplus of $5 billion by 1981. Conservative estimates of your programs would be that they'd be about $85 to $100 billion. So, how do you say that you are going to be able to do these things and balance the budget? + +MR. CARTER. Well, the assumption that you have described that's different is in the rate of growth of our economy. + +MS. DREW. No, they took that into account in those figures. + +MR. CARTER. I believe that it's accurate to say that the committees to whom you refer, with the employment rate that you state and with the 5 to 5 1/2 percent growth rate in our economy, that the projections would be a $60 billion increase in the amount of money that we have to spend in 1981 compared to now. + +And in that framework would be fit any improvements in the programs. Now, this does not include any extra control over unnecessary spending, the weeding out of obsolete or obsolescent programs. We will have a safety version built in with complete reorganization of the executive branch of Government, which I am pledged to do. + +The present bureaucratic structure of the Federal Government is a mess. And if I am elected President, that's going to be a top priority of mine-to completely revise the structure of the Federal Government to make it economical, efficient, purposeful, and manageable for a change. And also, I am going to institute zero-base budgeting, which I used 4 years in Georgia, which assesses every program every year and eliminates those programs that are obsolete or obsolescent. + +But with these projections we will have a balanced budget by fiscal year 1981 if I am elected President, keep my promises to the American people. And it's just predicated on very modest, but I think accurate, projections of employment increases and a growth in our national economy equal to what was experienced under Kennedy, Johnson, before the Vietnam war. + +THE MODERATOR. President Ford. + +THE PRESIDENT. If it is true that there will be a $60 billion surplus by fiscal year 1981, rather than spend that money for all the new programs that Governor Carter recommends and endorses and which are included in the Democratic platform, I think the American taxpayer ought to get an additional tax break, a tax reduction of that magnitude. I feel that the taxpayers are the ones that need the relief. I don't think we should add additional programs of the magnitude that Governor Carter talks about. + +It seems to me that our tax structure today has rates that are too high. But I am very glad to point out has since 1969, during a Republican administration, we have had 10 million people taken off of the tax rolls at the lower end of the taxpayer area. And at the same time, assuming that I sign the tax bill that was mentioned by Mr. Gannon, we will, in the last two tax bills, have increased the minimum tax on all wealthy taxpayers. + +And I believe that by eliminating 10 million taxpayers in the last 8 years and by putting a heavier tax burden on those in the higher tax brackets, plus the other actions that have been taken, we can give taxpayers adequate tax relief. + +Now, it seems to me that as we look at the recommendations of the budget committees and our own projections, there isn't going to be any $60 billion dividend. I've heard of those dividends in the past. It always happens. We expected one at the time of the Vietnam war, but it was used up before we ever ended the war, and taxpayers never got the adequate relief they deserved. + +THE MODERATOR. Mr. Reynolds. + +MR. REYNOLDS. Mr. President, when you came into office, you spoke very eloquently of the need for a time for healing. And very early in your administration you went out to Chicago and you announced, you proposed a program of case-by-case pardons for draft resisters to restore them to full citizenship. Some 14,000 young men took advantage of your offer, but another 90,000 did not. In granting the pardon to former President Nixon, sir, part of your rationale was to put Watergate behind us, to, if I may quote you again, truly end "our long national nightmare." + +Why does not the same rationale apply now, today, in our Bicentennial Year to the young men who resisted in Vietnam and many of them still in exile abroad? + +THE PRESIDENT. The amnesty program that I recommended in Chicago in September of 1974 would give to all draft evaders and military deserters the opportunity to earn their good record back. About 14 to 15,000 did take advantage of that program. We gave them ample time. I am against an across-the-board pardon of draft evaders or military deserters. + +Now, in the case of Mr. Nixon, the reason the pardon was given was that when I took office this country was in a very, very divided condition. There was hatred: there was divisiveness; people had lost faith in their government in many, many respects. Mr. Nixon resigned, and I became President. It seemed to me that if I was to adequately and effectively handle the problems of high inflation, a growing recession, the involvement of the United States still in Vietnam, that I had to give 100 percent of my time to those two major problems. + +Mr. Nixon resigned; that is disgrace-the first President out of 38 that ever resigned from public office under pressure. So, when you look at the penalty that he paid, and when you analyze the requirements that I had to spend all of my time working on the economy, which was in trouble, that I inherited, working on our problems in Southeast Asia, which were still plaguing us, it seemed to me that Mr. Nixon had been penalized enough by his resignation in disgrace. And the need and necessity for me to concentrate on the problems of the country fully justified the action that I took. + +MR. REYNOLDS. I take it, then, sir, that you do not believe that you are going to reconsider and think about those 90,000 who are still abroad? Have they not been penalized enough? Many of them have been there for years. + +THE PRESIDENT. Well, Mr. Carter has indicated that he would give a blanket pardon to all draft evaders. I do not agree with that point of view. I gave in September of 1974 an opportunity for all draft evaders, all deserters, to come in voluntarily, clear their records by earning an opportunity to restore their good citizenship. I think we gave them a good opportunity. I don't think we should go any further. + +THE MODERATOR.. Governor Carter. + +MR. CARTER. Well, I think it's very difficult for President Ford to explain the difference between the pardon of President Nixon and his attitude toward those who violated the draft laws. As a matter of fact now, I don't advocate amnesty; I advocate pardon. There is a difference, in my opinion, and in accordance with the ruling of the Supreme Court and in accordance with the definition in the dictionary. + +Amnesty means that what you did was right. Pardon means that what you did, whether it's right or wrong, you are forgiven for it. And I do advocate a pardon for draft evaders. I think it's accurate to say that 2 years ago, when Mr. Ford put in this amnesty, that three times as many deserters were excused as were the ones who evaded the draft. + +But I think that now is the time to heal our country after the Vietnam war. And I think that what the people are concerned about is not the pardon or the amnesty of those who evaded the draft, but whether or not our crime system is fair. + +We have got a sharp distinction drawn between white collar crime. The big shots who are rich, who are influential, very seldom go to jail. Those who are poor and who have no influence quite often are the ones who are punished. And the whole subject of crime is one that concerns our people very much. And I believe that the fairness of it is what is the major problem that addresses our leader, and this is something that hasn't been addressed adequately by this administration. + +But I hope to have a complete responsibility on my shoulders to help bring' about a fair criminal justice system and also to bring about an end to the divisiveness that has occurred in our country as a result of the Vietnam war. + +THE MODERATOR. Mr. Gannon. + +MR. GANNON. Governor Carter, you have promised a sweeping overhaul of the Federal Government including a reduction in the number of Government agencies you say would go down to about 200 from some 1,900. That sounds indeed like a very deep cut in the Federal Government. But isn't it a fact that you are not really talking about fewer Federal employees or less Government spending, but rather that you are talking about reshaping the Federal Government, not making it smaller? + +MR. CARTER. Well, I've been through this before, Mr. Gannon, as the Governor of Georgia. When I took over we had a bureaucratic mess like we have in Washington now. And we had 300 agencies, departments, bureaus, commissions-some fully budgeted, some not-but all having responsibility to carry out that was in conflict. And we cut those 300 agencies and so forth down substantially; we eliminated 278 of them. We set up a simple structure of government that could be administered fairly, and it was a tremendous success. It hasn't been undone since I was there. + +It resulted also in an ability to reshape our court system, our prison system, our education system, our mental health programs, and a clear assignment of responsibility and authority, and also to have our people once again understand and control our Government. + +I intend to do the same thing if I am elected President. When I get to Washington, coming in as an outsider, one of the major responsibilities that I will have on my shoulder is a complete reorganization of the executive branch of Government. + +We now have a greatly expanded White House staff. When Mr. Nixon went in office, for instance, we had $3 1/2 million spent on the White House and its staff. That has escalated now to $16?? million in the last Republican administration. This needs to be changed. We need to put the responsibilities back on the Cabinet members. We also need to have a great reduction in agencies and programs. For instance, we now have in the health area 302 different programs administered by 11 major departments and agencies. Sixty other advisory commissions are responsible for this. Medicaid is in one agency; Medicare is in a different one; the check on the quality of health care is in a different one. None of them are responsible for health care itself. This makes it almost impossible for us to have a good health program. + +We have just advocated this past week a consolidation of the responsibilities for energy. Our country now has no comprehensive energy program or policy. We have 20 different agencies in the Federal Government responsible for the production, the regulation, the information about energy, the conservation of energy spread all over Government. This is a gross waste of money. So, tough, competent management of Government, giving us a simple, efficient, purposeful, and manageable Government will be a great step forward. And if I am elected-and I intend to be-then it's going to be done. + +MR. GANNON. Well, I'd like to press my question on the number of Federal employees-whether you would really plan to reduce the overall number or merely put them in different departments and relabel them? In your energy plan, you consolidate a number of agencies into one, or you would, but does that really change the overall? + +MR. CARTER. I can't say for sure that we would have fewer Federal employees when I go out of office than when I come in. It took me about 3 years to completely reorganize the Georgia government. The last year I was in office our budget was actually less than it was a year before, which showed a great improvement. + +Also, we had a 2-percent increase in the number of employees the last year, but it was a tremendous shift from administrative jobs into the delivery of services. For instance, we completely revised our prison system. We established 84 new mental health treatment centers, and we shifted people out of administrative jobs into the field to deliver better services. The same thing will be done at the Federal Government level. + +I accomplished this with substantial reductions in employees in some departments. For instance, in the Transportation Department we cut back about 25 percent of the total number of employees. In giving our people better mental health care, we increased the number of employees. But the efficiency of it, the simplicity of it, the ability of people to understand their own government and control it was a substantial benefit derived from complete reorganization. + +We have got to do this at the Federal Government level. If we don't, the bureaucratic mess is going to continue. There is no way for our people now to understand what their Government is; there is no way to get the answer to a question. When you come to Washington to try to-as a Governor-to try to begin a new program for your people, like the treatment of drug addicts, I found there were 13 different Federal agencies that I had to go to to manage the drug treatment program. In the Georgia government we only had one agency responsible for drug treatment. + +This is the kind of change that would be made. And it would be of tremendous benefit in long-range planning, in tight budgeting, saving the taxpayers' money, making the Government more efficient, cutting down on bureaucratic waste, having a clear delineation of authority and responsibility of employees, and giving our people a better chance to understand and control their Government. + +THE MODERATOR. President Ford. + +THE PRESIDENT. I think the record should show, Mr. Newman, that the Bureau of Census-we checked it just yesterday-indicates that in the 4 years that Governor Carter was Governor of the State of Georgia, expenditures by the government went up over 50 percent. Employees of the government in Georgia during his term of office went up over 25 percent. And the figures also show that the bonded indebtedness of the State of Georgia during his Governorship went up over 20 percent. + +And there was some very interesting testimony given by Governor Carter's successor, Governor Busbee, before a Senate committee a few months ago, on how he found the Medicaid program when he came into office following Governor Carter. He testified, and these are his words, the present Governor of Georgia, he says he found the Medicaid program in Georgia in shambles. + +Now, let me talk about what we've done in the White House as far as Federal employees are concerned. The first order that I issued after I became President was to cut or eliminate the prospective 40,000 increase in Federal employees that had been scheduled by my predecessor. And in the term that I have been President-some 2 years-we have reduced Federal employment by 11,000. + +In the White House staff itself, when I became President we had roughly 540 employees. We now have about 485 employees. So, we've made a rather significant reduction in the number of employees on the White House staff working for the President. + +So, I think our record of cutting back employees, plus the failure on the part of the Governor's program to actually save employment in Georgia, shows which is the better plan. + +THE MODERATOR. Mrs. Drew. + +Ms. DREW. Mr. President, at Vail, after the Republican convention, you announced that you would now emphasize five new areas. Among those were jobs and housing and health, improved recreational facilities for Americans, and you also added crime. You also mentioned education. + +For 2 years you've been telling us that we couldn't do very much in these areas because we couldn't afford it, and in fact, we do have a $50 billion deficit now. In rebuttal to Governor Carter a little bit earlier, you said that if there were to be any surplus in the next few years, you thought it should be turned back to the people in the form of tax relief. So, how are you going to pay for any new initiatives in these areas you announced at Vail you were going to now stress? + +THE PRESIDENT. Well, in the last 2 years, as I indicated before, we had a very tough time. We were faced with heavy inflation-over 12 percent; we were faced with substantial unemployment. But in the last 24 months we've turned the economy around, and we've brought inflation down to under 6 percent. And we have added employment of about 4 million in the last 17 months to the point where we have 88 million people working in America today, the most in the history of the country. The net result is we are going to have some improvement in our receipts, and I think we will have some decrease in our disbursements. We expect to have a lower deficit in fiscal year 1978. + +We feel that with this improvement in the economy, we feel with more receipts and fewer disbursements, we can, in a moderate way, increase, as I recommended, over the next 10 years a new parks program that would cost a billion and a half dollars, doubling our national park system. + +We have recommended that in the housing program we can reduce down payments and moderate monthly payments. But that doesn't cost any more as far as the Federal Treasury is concerned. + +We believe that we can do a better job in the area of crime, but that requires tougher sentencing-mandatory, certain prison sentences for those who violate our criminal laws. We believe that you can revise the Federal Criminal Code, which has not been revised in a good many years. That doesn't cost any more money. We believe that you can do something more effectively with a moderate increase in money in the drug abuse program. + +We feel that in education we can have a slight increase, not a major increase. It's my understanding that Governor Carter has indicated that he approves of a $30 billion expenditure by the Federal Government, as far as education is concerned. At the present time we are spending roughly $3,500 million. I don't know where that money would come from. + +But, as we look at the quality of life programs-jobs, health, education, crime, recreation-we feel that as we move forward with a healthier economy, we can absorb the small, necessary costs that will be required. + +Ms. DREW. But, sir, in the next few years would you try to reduce the deficit, would you spend money for these programs that you have just outlined, or would you, as you said earlier, return whatever surplus you got to the people in the form of tax relief? + +THE PRESIDENT. We feel that with the programs that I have recommended, the additional $10 billion tax cut, with the moderate increases in the quality of life area, we can still have a balanced budget, which I will submit to the Congress in January of 1978. We won't wait 1 year or 2 years longer, as Governor Carter indicates. + +As the economy improves, and it is improving-our gross national product this year will average about 6-percent increase over last year-we will have a lower rate of inflation for the calendar year this year, something slightly under 6 percent; employment will be up; revenues will be up. We will keep the lid on some of these programs that we can hold down, as we have a little extra money to spend for those quality of life programs, which I think are needed and necessary. + +Now, I cannot and would not endorse the kind of programs that Governor Carter recommends. He endorses the Democratic platform which, as I read it, calls for approximately 60 additional programs. We estimate that those programs would add $100 billion minimum and probably $200 billion maximum each year to the Federal budget. Those programs you cannot afford and give tax relief. + +We feel that you can hold the line and restrain Federal spending, give a tax reduction, and still have a balanced budget by 1978. + +THE MODERATOR. Governor Carter. + +MR. CARTER. Well, Mr. Ford takes the same attitude that the Republicans always take. In the last 3 months before an election, they are always for the programs that they fight the other 3 1/2 years. I remember when Herbert Hoover was against jobs for people. I remember when All Landon was against social security. And later President Nixon-16 years ago-was telling the public that John Kennedy's proposals would bankrupt the country and would double the cost. + +The best thing to do is to look at the record of Mr. Ford's administration and Mr. Nixon's before his. + +We had last year a $65 billion deficit, the largest deficit in the history of our country, more of a deficit spending than we had in the entire 8-year period under President Johnson and President Kennedy. We've got 500,000 more Americans out of jobs today than were out of work 3 months ago. And since Mr. Ford has been in office, in 2 years we've had a 50-percent increase in unemployment, from 5 million people out of work to 2 1/2 million more people out of work, or a total of 7 1/2 million. We've also got a comparison between himself and Mr. Nixon. He's got four times the size of the deficits that Mr. Nixon even had himself. + +This talking about more people at work is distorted because with the 14-percent increase in the cost of living in the last 2 years, it means that women and young people have had to go to work when they didn't want to because their fathers couldn't make enough to pay the increased cost of food and housing and clothing. + +We have, in this last 2 years alone, $120 billion total deficits under President Ford, and at the same time we've had in the last 8 years a doubling in the number of bankruptcies for small business. We've had a negative growth in our national economy, measured in real dollars. The take-home pay of a worker in this country is actually less now than it was in 1968, measured in real dollars. This is the kind of record that is there, and talk about the future and a drastic change or conversion on the part of Mr. Ford at the last minute is one that just doesn't go. + +THE MODERATOR. Mr. Reynolds. + +MR. REYNOLDS. Governor Carter, I'd like to turn to what we used to call the energy crisis. + +Yesterday a British Government commission on air pollution, but one headed by a nuclear physicist, recommended that any further expansion of nuclear energy be delayed in Britain as long as possible. Now, this is a subject that is quite controversial among our own people, and there seems to be a clear difference between you and the President on the use of nuclear power plants, which you say you would use as a last priority. Why, sir? Are they unsafe? + +MR. CARTER. Well, among my other experiences in the past I've been a nuclear engineer, and I did graduate work in this field. I think I know the capabilities and limitations of atomic power. + +But the energy policy of our Nation is one that has not yet been established under this administration. I think almost every other developed nation in the world has an energy policy except us. + +We have seen the Federal Energy Agency [Administration] established, for instance, in the crisis of 1973. It was supposed to be a temporary agency; now it's permanent. It's enormous; it's growing every day. And I think the Wall Street Journal reported not too long ago they have 112 public relations experts working for the Federal Energy Agency [Administration] to try to justify to the American people its own existence. + +We've got to have a firm way to handle the energy question. The reorganization proposal that I've put forward is one first step. In addition to that, we need to have a realization that we've got about 35 years worth of oil left in the whole world. We are going to run out of oil. When Mr. Nixon made his famous speech on operation independence, we were importing about 35 percent of our oil. Now we've increased that amount 25 percent. We now import about 44 percent of our oil. + +We need a shift from oil to coal. We need to concentrate our research and development effort on coal-burning and extraction that's safe for miners, that also is clean burning. We need to shift very strongly toward solar energy and have strict conservation measures and then, as a last resort only, continue to use atomic power. + +I would certainly not cut out atomic power altogether. We can't afford to give up that opportunity until later. But to the extent that we continue to use atomic power, I would be responsible as President to make sure that the safety precautions were initiated and maintained. For instance, some that have been forgotten: We need to have the reactor core below ground level, the entire powerplant that uses atomic power tightly sealed, and a heavy vacuum maintained. There ought to be a standardized design. There ought to be a full-time atomic energy specialist, independent of the power company, in the control room full-time, 24 hours a day, to shut down a plant if an abnormality develops. These kinds of procedures, along with evacuation procedures, adequate insurance, ought to be initiated. + +So, shift from oil to coal; emphasize research and development on coal use and also on solar power; strict conservation measures-not yield every time the special interest groups put pressure on the President, like this administration has done; and use atomic energy only as a last resort with the strictest possible safety precautions. That's the best overall energy policy in the brief time we have to discuss it. + +MR. REYNOLDS. Well, Governor, on the same subject, would you require mandatory conservation efforts to try to conserve fuel? + +MR. CARTER. Yes, I would. Some of the things that can be done about this is a change in the rate structure of electric power companies. We now encourage people to waste electricity by giving the lowest rates to the biggest users. We don't do anything to cut down on peak load requirements. We don't have an adequate requirement for the insulation of homes, for the efficiency of automobiles. And whenever the automobile manufacturers come forward and say they can't meet the limits that the Congress has put forward, this Republican administration has delayed the implementation dates. + +In addition to that, we ought to have a shift to the use of coal, particularly in the Appalachian regions where the coal is located-a lot of very high-quality, low-carbon coal-I mean low-sulfur coal is there-it's where our employment is needed. This would help a great deal. + +So, mandatory conservation measures, yes. Encouragement by the President for people to voluntarily conserve, yes. And also the private sector ought to be encouraged to bring forward to the public the benefits from efficiency. One bank in Washington, for instance, gives lower interest loans for people who adequately insulate their homes or who buy efficient automobiles. And some major manufacturing companies, like Dow Chemical, have, through very effective efficiency mechanisms, cut down the use of energy by as much as 40 percent with the same out-product. + +These kind of things ought to be done; they ought to be encouraged and supported and even required by the Government, yes. + +THE MODERATOR. President Ford. + +THE PRESIDENT. Governor Carter skims over a very serious and a very broad subject. In January of 1975, I submitted to the Congress and to the American people the first comprehensive energy program recommended by any President. It called for an increase in the production of energy in the United States. It called for conservation measures so that we would save the energy that we have. + +If you are going to increase domestic oil and gas production-and we have to-you have to give to those producers an opportunity to develop their land or their wells. I recommended to the Congress that we should increase coal production in this country from 600 million tons a year to 1,200 million tons by 1985. In order to do that, we have to improve our extraction of coal from the ground; we have to improve our utilization of coal, make it more efficient, make it cleaner. + +In addition, we have to expand our research and development. In my program for energy independence, we have increased, for example, solar energy research from about $84 million a year to about $120 million a year. We are going as fast as the experts say we should. In nuclear power we have increased the research and development under the Energy Research and Development Agency [Administration] very substantially to ensure that our nuclear power plants are safer, that they are more efficient, and that we have adequate safeguards. + +I think you have to have greater oil and gas production, more coal production, more nuclear production, and in addition, you have to have energy conservation. + +THE MODERATOR. Mr. Gannon. + +MR. GANNON. Mr. President, I'd like to return for a moment to this problem of unemployment. You have vetoed or threatened to veto a number of jobs bills passed or in development in the Democratic-controlled Congress. Yet, at the same time, the Government is paying out, I think it is, $17 billion, perhaps $20 billion, a year in unemployment compensation caused by the high unemployment. Why do you think it is better to pay out unemployment compensation to idle people than to put them to work in public service jobs? + +THE PRESIDENT. The bills that I've vetoed, the one for an additional $6 billion was not a bill that would have solved our unemployment problems. Even the proponents of it admitted that no more than 400,000 jobs would be made available. Our analysis indicates that something in the magnitude of about 150 to 200,000 jobs would be made available. Each one of those jobs would have cost the taxpayer $25,000. In addition, the jobs would not be available right now; they would not have materialized for about 9 to 18 months. + +The immediate problem we have is to stimulate our economy now so that we can get rid of unemployment. What we have done is to hold the lid on spending in an effort to reduce the rate of inflation. And we have proven, I think very conclusively, that you can reduce the rate of inflation and increase jobs. + +For example, as I have said, we have added some 4 million jobs in the last 17 months. We have now employed 88 million people in America-the largest number in the history of the United States. We've added 500,000 jobs in the last 2 months. + +Inflation is the quickest way to destroy jobs. And by holding the lid on Federal spending, we have been able to do a good job, an affirmative job in inflation and, as a result, have added to the jobs in this country. + +I think it's also appropriate to point out that through our tax policies we have stimulated added employment throughout the country-the investment tax credit, the tax incentives for expansion and modernization of our industrial capacity. It's my opinion that the private sector, where five out of the six jobs are, where you have permanent jobs with the opportunity for advancement, is a better place than make-work jobs under the program recommended by the Congress. + +MR. GANNON. Just to follow up, Mr. President, the Congress has just passed a $3.7 billion appropriation bill which would provide money for the public works jobs program that you earlier tried to kill by your veto of the authorization legislation. + +In light of the fact that unemployment again is rising or has in the past 3 months, I wonder if you have rethought that question at all, whether you would consider allowing this program to be funded, or will you veto that money bill? + +THE PRESIDENT. Well, that bill has not yet come down to the Oval Office so I am not in a position to make any judgment on it tonight. But that is an extra $4 billion that would add to the deficit, which would add to the inflationary pressures, which would help to destroy jobs in the private sector, not make jobs where the jobs really are. These make-work, temporary jobs, dead end as they are, are not the kind of jobs that we want for our people. + +I think it's interesting to point out that in the 2 years that I've been President, I've vetoed 56 bills. Congress has sustained 42 vetoes. As a result we have saved over $9 billion in Federal expenditures. And the Congress-by overriding the bills that I did veto-the Congress has added some $13 billion to the Federal expenditures and to the Federal deficit. + +Now, Governor Carter complains about the deficits that this administration has had, and yet he condemns the vetoes that I have made that have saved the taxpayer $9 billion and could have saved an additional $13 billion. Now, he can't have it both ways. And, therefore, it seems to me that we should hold the lid as we have to the best of our ability so we can stimulate the private economy and get the jobs where the jobs are-five out of six-in this economy. + +THE MODERATOR. Governor Carter. + +MR. CARTER. Well, Mr. Ford doesn't seem to put into perspective the fact that when 500,000 more people are out of work then there were 3 months ago, where we have 2?? million more people out of work than were when he took office, that this touches human beings. + +I was in a city in Pennsylvania not too long ago near here, and there were about 4,000 or 5,000 people in the audience-it was on a train trip-and I said, "How many adults here are out of work?" About a thousand raised their hands. + +Mr. Ford actually has fewer people now in the private sector in nonfarm jobs than when he took office, and still he talks about a success; 7.9 percent unemployment is a terrible tragedy in this country. + +He says he has learned how to match unemployment with inflation. That's right. We've got the highest inflation we've had in 25 years right now-except under this administration-and that was 50 years ago-and we've got the highest unemployment we've had under Mr. Ford's administration since the Great Depression. This affects human beings. And his insensitivity in providing those people a chance to work has made this a welfare administration and not a work administration. + +He hasn't saved $9 billion with his vetoes. It has only been a net saving of $4 billion. And the cost in unemployment compensation, welfare compensation, and lost revenues has increased $23 billion in the last 2 years. This is a typical attitude that really causes havoc in people's lives. And then it's covered over by saying that our country has naturally got a 6-percent unemployment rate or 7-percent unemployment rate and a 6-percent inflation. It's a travesty. It shows a lack of leadership. And we've never had a President since the War Between the States that vetoed more bills. Mr. Ford has vetoed four times as many bills as Mr. Nixon, per year, and 11 of them have been overridden. One of his bills that was overridden-he only got one vote in the Senate and seven votes in the House from Republicans. So, this shows a breakdown in leadership. + +THE MODERATOR. Governor Carter, under the rules I must stop you. + +Mrs. DREW. + +MS. DREW. Governor Carter, I'd like to come back to the subject of taxes. You have said that you want to cut taxes for the middle- and lower-income groups. + +MR. CARTER. Right. + +MS. DREW. But unless you are willing to do such things as reduce the itemized deductions for charitable contributions or home mortgage payments or interest or taxes or capital gains, you can't really raise sufficient revenue to provide an overall tax cut of any size. So, how are you going to provide that tax relief that you are talking about? + +MR. CARTER. Now we have such a grossly unbalanced tax system, as I said earlier, that it is a disgrace. Of all the tax benefits now, 25 percent of them go to the 1 percent of the richest people in this country. Over 50 percent-53 to be exact-percent of the tax benefits go to the 14 percent richest people in this country. + +We've had a 50-percent increase in payroll deductions since Mr. Nixon went in office 8 years ago. Mr. Ford has advocated, since he has been in office, over $5 billion in reductions for corporations, special interest groups, and the very, very wealthy, who derive their income not from labor, but from investments. + +That has got to be changed. A few things that can be done: We have now a deferral system so that the multinational corporations, who invest overseas, if they make $1 million in profits overseas, they don't have to pay any of their taxes unless they bring their money back into this country. Where they don't pay their taxes, the average American pays their taxes for them. Not only that but it robs this country of jobs because instead of coming back with that million dollars and creating a shoe factory, say, in New Hampshire or Vermont, if the company takes the money down to Italy and builds a shoe factory, they don't have to pay any taxes on the money. + +Another thing is a system called DISC [Domestic International Sales Corporation[, which was originally designed and proposed by Mr. Nixon, to encourage exports. This permits a company to create a dummy corporation to export their products and then not to pay the full amount of taxes on them. This costs our Government about $1.4 billion a year, and when those rich corporations don't pay that tax, the average American taxpayer pays it for them. + +Another one that is very important is the business deductions. Jet airplanes, first-class travel, the $50 martini lunch-the average working person can't take advantage of that, but the wealthier people can. + +Another system is where a dentist can invest money in, say, raising cattle and can put in $100,000 of his own money, borrow $900,000-$900,000, that makes a million-and mark off a great amount of loss through that procedure. There was one example, for instance, where somebody produced pornographic movies. They put in $30,000 of their own money and got $120,000 in tax savings. + +These special kinds of programs have robbed the average taxpayer and have benefited those who are powerful and who can employ lobbyists and who can have their C.P.A.'s and their lawyers to help them benefit from the roughly 8,000 pages of the tax code. The average American person can't do it. You can't hire a lobbyist out of unemployment compensation checks. + +MS. DREW. Governor, to follow up on your answer, in order for any kind of tax relief to really be felt by the middle- and lower-income people, according to congressional committees on this, you need about $10 billion. Now, you listed some things. The deferral on foreign income is estimated it would save about $500 million. DISC, you said, was $1.4 billion. The estimate of the outside, if you eliminated all tax shelters, is $5 billion. + +So, where else would you raise the revenue to provide this tax relief? Would you, in fact, do away with all business deductions, and what other kinds of preferences would you do away with? + +MR. CARTER. No, I wouldn't do away with all business deductions. I think that would be a very serious mistake. But if you could just do away with the ones that are unfair, you could lower taxes for everyone. I would never do anything that would increase the taxes for those who work for a living or who are presently required to list all their income. + +What I want to do is not to raise taxes, but to eliminate loopholes. And this is the point of my first statistic that I gave you, that the present tax benefits that have been carved out over a long period of years-50 years-by sharp tax lawyers and by lobbyists, have benefited just the rich. These programs that I described to you earlier-the tax deferrals for overseas, the DISC, and the tax shelters-they only apply to people in the $50,000-a-year bracket or up. And I think this is the best way to approach it, is to make sure that everybody pays taxes on the income that they earn and make sure that you take whatever savings there is from the higher income levels and give it to the lower and middle-income families. + +THE MODERATOR. President Ford. + +THE PRESIDENT. Governor Carter's answer tonight does not coincide with the answer that he gave in an interview to the Associated Press a week or so ago. In that interview Governor Carter indicated that he would raise the taxes on those in the medium- or middle-income brackets or higher. Now, if you take the medium- or middle-income taxpayer-that's about $14,000 per person-Governor Carter has indicated, publicly, in an interview, that he would increase the taxes on about 50 percent of the working people of this country. + +I think the way to get tax equity in this country is to give tax relief to the middle-income people who have an income from roughly $8,000 up to $25 or $30,000. They have been shortchanged as we have taken 10 million taxpayers off the tax rolls in the last 8 years and as we have added to the minimum tax provision to make all people pay more taxes. + +I believe in tax equity for the middle-income taxpayer-increasing the personal exemption. Mr. Carter wants to increase taxes for roughly half of the taxpayers of this country. + +Now, the Governor has also played a little fast and loose with the facts about vetoes. The records show that President Roosevelt vetoed on an average of 55 bills a year. President Truman vetoed on the average, while he was President, about 38 bills a year. I understand that Governor Carter, when he was Governor of Georgia, vetoed between 35 and 40 bills a year. My average in 2 years is 26, but in the process of that, we have saved $9 billion. + +And one final comment. Governor Carter talks about the tax bills and all of the inequities that exist in the present law. I must remind him the Democrats have controlled the Congress for the last 22 years, and they wrote all the tax bills. + +THE MODERATOR. Mr. Reynolds. + +MR. REYNOLDS. I suspect that we could continue on this tax argument for some time, but I'd like to move on to another area. + +Mr. President, everybody seems to be running against Washington this year, and I'd like to raise two coincidental events, then ask you whether you think perhaps this may have a bearing on the attitude throughout the country. + +The House Ethics Committee has just now ended its investigation of Daniel Schorr, after several months and many thousands of dollars, trying to find out how he obtained and caused to be published a report of the Congress that probably is the property of the American people. At the same time the Senate Select Committee on Standards and Conduct has voted not really to begin an investigation of a United States Senator because of allegations against him that he may have been receiving corporate funds illegally over a period of years. + +Do you suppose, sir, that events like this contribute to the feeling in the country that maybe there is something wrong in Washington, and I don't mean just in the executive branch, but throughout the whole Government? + +THE PRESIDENT. There is a considerable anti-Washington feeling throughout the country but I think the feeling is misplaced. In the 2 years we have restored integrity in the White House and we have set high standards in the executive branch of the Government. + +The anti-Washington feeling, in my opinion, ought to be focused on the Congress of the United States. For example, this Congress very shortly will spend a billion dollars a year for its housekeeping, its salaries, its expenses, and the like. The next Congress will probably be the first billion dollar Congress in the history of the United States. I don't think the American people are getting their money's worth from the majority party that runs this Congress. . We, in addition, see that in the last 4 years the number of employees hired by the Congress has gone up substantially, much more than the gross national product, much more than any other increase throughout our society. Congress is hiring people by the droves, and the cost, as a result, has gone up. + +And I don't see any improvement in the performance of the Congress under the present leadership. So, it seems to me, instead of the anti-Washington feeling being aimed at everybody in Washington, it seems to me that the focus should be where the problem is, which is the Congress of the United States, and particularly the majority in the Congress. + +They spend too much money on themselves. They have too many employees. There is some question about their morality. It seems to me that in this election the focus should not be on the executive branch, but the correction should come as the voters for their Members of the House of Representatives or for their United States Senator. That's where the problem is. And I hope there will be some corrective action taken, so we can get some new leadership in the Congress of the United States. + +MR. REYNOLDS. Mr. President, if I may follow up, I think you have made it plain that you take a dim view of the majority in the Congress. Isn't it quite likely, sir, that you will have a Democratic Congress in the next session if you are elected President, and hasn't the country a right to ask whether you can get along with that Congress or whether we will have continued confrontation? + +THE PRESIDENT. Well, it seems to me that we have a chance, the Republicans, to get a majority in the House of Representatives. We will make some gains in the United States Senate. So there will be different ratios in the House as well as in the Senate, and as President I will be able to work with that Congress. + +But let me take the other side of the coin, if I might. Supposing we had had a Democratic Congress for the last 2 years and we had had Governor Carter as President. He has, in effect, said that he would agree with all of-he would disapprove of the vetoes that I have made and would have added significantly to expenditures and the deficit in the Federal Government. I think it would be contrary to one of the basic concepts in our system of government, a system of checks and balances. + +We have a Democratic Congress today, and fortunately, we've had a Republican President to check their excesses with my vetoes. If we have a Democratic Congress next year and a President who wants to spend an additional $100 billion a year or maybe $200 billion a year, with more programs, we will have, in my judgment, greater deficits with more spending, more dangers of inflation. + +I think the American people want a Republican President to check on any excesses that come out of the next Congress if it is a Democratic Congress. + +THE MODERATOR. Governor Carter. + +MR. CARTER. Well, it's not a matter of Republican and Democrat; it's a matter of leadership or no leadership. President Eisenhower worked with a Democratic Congress very well. Even President Nixon, because he was a strong leader, at least, worked with a Democratic Congress very well. + +Mr. Ford has vetoed, as I said earlier, four times as many bills per year as Mr. Nixon. Mr. Ford quite often puts forward a program just as a public relations stunt and never tries to put it through the Congress by working with the Congress. I think under President Nixon and Eisenhower-they passed about 60 to 75 percent of their legislation. This year Mr. Ford will not pass more than 26 percent of all the legislative proposals he puts forward. + +This is government by stalemate. And we've seen almost a complete breakdown in the proper relationship between the President, who represents this country, and the Congress, who, collectively, also represent this country. + +We've had Republican Presidents before who have tried to run against a Democratic Congress. And I don't think it's-the Congress is Mr. Ford's opponent. But if he insists that I be responsible for the Democratic Congress, of which I have not been a part, then I think it's only fair that he be responsible for the Nixon administration in its entirety, of which he was a part. That, I think, is a good balance. + +But the point is that a President ought to lead this country. Mr. Ford, so far as I know, except for avoiding another Watergate, has not accomplished one single major program for his country. And there has been a constant squabbling between the President and the Congress, and that's not the way this country ought to be run. + +I might go back to one other thing. Mr. Ford has misquoted an AP news story that was in error to begin with. That story reported several times that I would lower taxes for lower- and middle-income families, and that correction was delivered to the White House. And I am sure that the President knows about this correction, but he still insists on repeating an erroneous statement. + +THE MODERATOR. President Ford, Governor Carter, we no longer have enough time for two complete sequences of questions. We have only about 6 minutes left for questions and answers. For that reason we will drop the follow-up questions at this point, but each candidate will still be able to respond to the other's answers. + +To the extent that you can, gentlemen, please keep your remarks brief. + +MR. GANNON. Governor Carter, one important part of the Government's economic policy apparatus we haven't talked about is the Federal Reserve Board. I would like to ask you something about what you have said, and that is that you believe that a President ought to have a Chairman of the Federal Reserve Board whose views are compatible with his own. + +Based on the record of the last few years, would you say that your views are compatible with those of Chairman Arthur Burns, and if not, would you seek his resignation if you are elected? + +MR. CARTER. What I have said is that the President ought to have a chance to appoint the Chairman of the Federal Reserve Board to have a coterminus term; in other words, both of them serve the same 4 years. + +The Congress can modify the supply of money by modifying the income tax laws. The President can modify the economic structure of the country by public statements and general attitudes and the budget that he proposes. The Federal Reserve has an independent status that ought to be preserved. + +I think that Mr. Burns did take a typical erroneous Republican attitude in the 1973 year when inflation was so high. He assumed that the inflation rate was because of excessive demand and, therefore, put into effect tight constraint on the economy, very high interest rates-which is typical, also, of a Republican administration-tried to increase the tax payments by individuals, cut the tax payments by corporations. I would have done it opposite. I think the problem should have been addressed by increasing productivity, by having put people back to work so they could purchase more goods, lower income taxes on individuals, perhaps raise them if necessary on corporations in comparison. But Mr. Burns in that respect made a very serious mistake. + +I would not want to destroy the independence of the Federal Reserve Board. But I do think we ought to have a cohesive economic policy with at least the Chairman of the Federal Reserve Board and the President's terms being the same and letting the Congress of course be the third entity with independence, subject only to the President's veto. + +THE MODERATOR. President Ford, your response. + +THE PRESIDENT. The Chairman of the Federal Reserve Board should be independent. Fortunately, he has been during Democratic as well as Republican administrations. As a result, in the last 2 years we have had a responsible monetary policy. + +The Federal Reserve Board indicated that the supply of money would be held between 4 to 4 1/2 and 7 and 7 1/2. They have done a good job in integrating the money supply with the fiscal policy of the executive and legislative branches of the Government. + +It would be catastrophic if the Chairman of the Federal Reserve Board became the tool of the political party that was in power. It's important for our future economic security that that job be nonpolitical and separate from the executive and the legislative branches. + +THE MODERATOR. Mrs. Drew. + +Ms. DREW. Mr. President, the real problem with the FBI-in fact, all of the intelligence agencies-is there are no real laws governing them. Such laws as there are tend to be vague and open-ended. Now, you have issued some Executive orders, but we have learned that leaving these agencies to executive discretion and direction can get them and in fact the country in a great deal of trouble. One President may be a decent man, the next one might not be. + +So, what do you think about trying to write in some more protection by getting some laws governing these agencies? + +THE PRESIDENT. You are familiar, of course, with the fact that I am the first President in 30 years who has reorganized the intelligence agencies in the Federal Government-the CIA, the Defense Intelligence Agency, the National Security Agency, and the others. We've done that by Executive order. And I think we've tightened it up; we've straightened out their problems that developed over the last few years. It doesn't seem to me that it's needed or necessary to have legislation in this particular regard. + +I have recommended to the Congress, however-I'm sure you are familiar with this-legislation that would make it very proper and in the right way that the Attorney General could go in and get the right for wiretapping under security cases. This was an effort that was made by the Attorney General and myself working with the Congress. But even in this area where I think new legislation would be justified, the Congress has not responded. + +So, I feel in that case as well as in the reorganization of the intelligence agencies-as I've done-we have to do it by Executive order. And I'm glad that we have a good Director in George Bush; we have good Executive orders. And the CIA and the DIA and NSA are now doing a good job under proper supervision. + +THE MODERATOR. Governor Carter. + +MR. CARTER. Well, one of the very serious things that's happened in our Government in recent years and has continued up until now is a breakdown in the trust among our people in the [ At this point, there was an audio failure which caused a delay in the debate until 11:18 p.m.] + +THE MODERATOR. Ladies and gentlemen, probably it is not necessary for me to say that we had a technical failure during the debates. It was not a failure in the debate; it was a failure in the broadcasting of the debate. It occurred 27 minutes ago. The fault has been dealt with, and we want to thank President Ford and Governor Carter for being so patient and understanding while this delay went on. + +We very much regret the technical failure that lost the sound as it was leaving the theatre. It occurred during Governor Carter's response to what would have been and what was the last question put to the candidates. That question went to President Ford. It dealt with the control of Government intelligence agencies. Governor Carter was making his response and had very nearly finished it. He will conclude that response now, after which President Ford and Governor Carter will make their closing statements. + +MR. CARTER. There has been too much Government secrecy and not enough respect for the personal privacy of American citizens. + +THE MODERATOR. It is now time for the closing statements which are to be up to 4 minutes long. + +Governor Carter, by the same toss of the coin that directed the first question to you, you are to go first now. + +MR. CARTER. Well, tonight, we've bad a chance to talk a lot about the past, but I think it is time to talk about the future. Our Nation in the last 8 years has been divided as never before. It's a time for unity. It is time to draw ourselves together, to have a President and a Congress that can work together with mutual respect for a change, cooperating for a change, in the open for a change, so the people can understand their own Government. It is time for Government, industry and labor, manufacturing, agriculture, education, other entities in our society to cooperate. And it's a time for Government to understand and to cooperate with our people. + +For a long time our American citizens have been excluded, sometimes misled, sometimes have been lied to. This is not compatible with the purpose of our Nation. I believe in our country. It needs to be competent, the Government needs to be well managed, efficient, economical. We need to have a Government that's sensitive to our people's needs, to those who are poor, who don't have adequate health care, who have been cheated too long by our tax programs, who've been out of jobs, whose families have been torn apart. We need to restore the faith and the trust of the American people in their own Government. + +In addition to that, we've suffered because we haven't had leadership in this administration. We have got a Government of stalemate. We've lost the vision of what our country can and ought to be. This is not the America that we've known in the past. It's not the America that we have to have in the future. + +I don't claim to know all the answers, but I've got confidence in my country. Our economic strength is still there. Our system of government, in spite of Vietnam, Cambodia, CIA, Watergate, is still the best system of government on Earth. And the greatest resource of all are the 215 million Americans who still have within us the strength, the character, the intelligence, the experience, the patriotism, the idealism, the compassion, the sense of brotherhood on which we can rely in the future to restore the greatness to our country. + +We ought not to be excluded from our Government anymore. We need a President that can go in who derives his strength from the people. I owe the special interests nothing. I owe everything to you, the people of this country. And I believe that we can bind our wounds. I believe that we can work together. And I believe that if we can tap the tremendous untapped reservoir of innate strength in this country, that we can once again have a Government as good as our people and let the world know what we still know and hope for-that we still live in the greatest and the strongest and the best country on Earth. + +THE MODERATOR. President Ford. + +THE PRESIDENT. On November 2 all of you will make a very, very important decision. One of the major issues in this campaign is trust. A President should never promise more than he can deliver, and a President should always deliver everything that he has promised. A President can't be all things to all people. A President should be the same thing to all people. + +Another issue in this campaign: Governor Carter has endorsed the Democratic platform, which calls for more spending, bigger deficits, more inflation, or more taxes. Governor Carter has embraced the record of the present Congress, dominated by his political party. It calls for more of the same. Governor Carter in his acceptance speech called for more and more programs, which means more and more Government. I think the real issue in this campaign-and that which you must decide on November 2-is whether you should vote for his promises or my performance in 2 years in the White House. + +On the Fourth of July, we had a wonderful 200th birthday for our great country. It was a superb occasion. It was a glorious day. + +In the first century of our Nation's history, our forefathers gave us the finest form of government in the history of mankind. In the second century of our Nation's history, our forefathers developed the most productive industrial nation in the history of the globe. Our third century should be the century of individual freedom for all our 215 million Americans today and all that join us. + +In the last few years government has gotten bigger and bigger; industry has gotten larger and larger; labor unions have gotten bigger and bigger; and our children have been the victims of mass education. + +We must make this next century the century of the individual. We should never forget that a government big enough to give us everything we want is a government big enough to take from us everything we have. + +The individual worker in the plants throughout the United States should not be a small cog in a big machine. The member of a labor union must have his rights strengthened and broadened, and our children in their education should have an opportunity to improve themselves based on their talents and their abilities. + +My mother and father, during the Depression, worked very hard to give me an opportunity to do better in our great country. Your mothers and fathers did the same thing for you and others. Betty and I have worked very hard to give our children a brighter future in the United States, our beloved country. You and others in this great country have worked hard and done a great deal to give your children and your grandchildren the blessings of a better America. I believe we can all work together to make the individuals in the future have more, and all of us working together can build a better America. + +THE MODERATOR. Thank you, President Ford. Thank you, Governor Carter. Our thanks also to the questioners and to the audience in this theatre. We much regret the technical failure that caused a 28-minute delay in the broadcast of the debate. We believe, however, that everyone will agree that it did not detract from the effectiveness of the debate or from its fairness. + +The next Presidential debate is to take place on Wednesday, October 6, in San Francisco, at 9:30 p.m., eastern daylight time. The topics are to be foreign and defense issues. As with all three debates between the Presidential candidates and the one between the Vice-Presidential candidates, it is being arranged by the League of Women Voters Education Fund in the hope of promoting a wider and better informed participation by the American people in the election in November. + +Now, from the Walnut Street Theatre in Philadelphia, good night. \ No newline at end of file diff --git a/talk/US_presidential_speech/10/generation_task/instructions.md b/talk/US_presidential_speech/10/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..7b0b32767b644c0a4c753afa69374d9e196a8a4e --- /dev/null +++ b/talk/US_presidential_speech/10/generation_task/instructions.md @@ -0,0 +1,96 @@ +Please create a slide deck for a public oral presentation, strictly based on the speech script I provide. You are not allowed to introduce any factual content that does not explicitly appear in the script. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +1. **Introduction: The 65-Day Progress Report** + * Context: A status update on the administration’s top priorities 65 days into office. + * Key Achievement: Meeting the initial goal of 100 million vaccinations by day 58. + * Visual Idea: A progress bar or a dynamic chart showing the vaccination trajectory vs. the original timeline. + + +2. **Core Logic 1: The New Vaccination Moonshot** + * New Objective: Doubling the goal to 200 million shots in 100 days. + * Strategy: Investing $10 billion to reach high-risk and vulnerable communities. + * Key Theme: Ambition fueled by historic investment and logistical success. + +3. **Core Logic 2: Economic Recovery and the American Rescue Plan** + * Economic Relief: Highlighting the distribution of $1,400 stimulus checks to millions of households. + * Growth Forecast: Citing projections of over 6% GDP growth and declining jobless claims. + * Visual Idea: An infographic showing the components of the American Rescue Plan and its immediate impact on poverty and growth. + +4. **Core Logic 3: Addressing the Border Challenge** + * Human Element: Managing the seasonal surge of migrants and the influx of unaccompanied minors. + * Policy Shift: Moving from the previous "harsh" policies to a system focused on efficiency and safety (e.g., getting kids out of border facilities and into HHS care). + * Key Theme: Leading with heart while rebuilding a broken immigration infrastructure. + +5. **Core Logic 4: Long-Term Vision and Infrastructure** + * Future Planning: The upcoming announcement of a massive investment in physical and technological infrastructure. + * Global Competition: Framing the investment as a necessity to compete with China and win the 21st century. + * Visual Idea: Concept art or icons representing high-speed rail, green energy, and expanded broadband. + +6. **Conclusion: Restoring Competency and Hope** + * Summary: Moving from crisis management to long-term national strengthening. + * Final Stance: A willingness to work with anyone ready to solve problems, while refusing to be slowed down by "posturing." + * Closing Statement: A vision of an America that proves democracy can still deliver for its people. +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/US_presidential_speech/10/generation_task/judge_prompt.json b/talk/US_presidential_speech/10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..1d9e12ae9369fd9b6516bb839036cc0f51610a52 --- /dev/null +++ b/talk/US_presidential_speech/10/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening provide a progress report on COVID-19 vaccinations?**\n\n* The text should mention the initial goal of 100 million shots in 100 days being met early (day 58).\n* It should state the new, second goal of 100th-day goal: 200 million shots.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the vaccination progress is missing.\n", + "\n**Is the goal for reopening K-8 schools mentioned?**\n\n* The text should mention the objective of getting a majority of K through 8 schools fully open within the first 100 days.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the school reopening goal is missing.\n", + "\n**Does the text address the \"Border Situation\" and the influx of migrants?**\n\n* It should include Biden's response to the increase in migrants at the southern border and his claim that this happens every year during winter months.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the border discussion is missing.\n", + "\n**Is the \"Filibuster\" and voting rights mentioned?**\n\n* The text should mention Biden's stance on the Senate filibuster, including the idea of returning to a \"talking filibuster\" or potentially reforming it to pass legislation like voting rights.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the filibuster discussion is missing.\n", + "\n**Does the text discuss \"Foreign Policy\" regarding China and President Xi Jinping?**\n\n* It should mention Biden's description of his relationship with Xi Jinping and the goal of stiff competition rather than conflict.\n* It should mention the insistence on China following international rules.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the China policy discussion is missing.\n", + "\n**Is the withdrawal of troops from \"Afghanistan\" addressed?**\n\n* The text should mention the May 1st deadline and the difficulty of meeting it, while stating it is not his intention to stay there for a long time.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the Afghanistan withdrawal is missing.\n", + "\n**Does the text mention \"North Korea\" and recent missile tests?**\n\n* It should mention that North Korea violated UN Resolution 1718 and that there will be responses if they choose to escalate.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the North Korea discussion is missing.\n", + "\n**Is the \"2024 Re-election\" question included?**\n\n* The text should mention Biden's expectation or plan at the time to run for re-election in 2024.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if the re-election plan is missing.\n", + "\n**Does the text address the \"Economic Relief\" and the American Rescue Plan?**\n\n* It should mention the distribution of $1,400 checks and the projected growth of the economy (over 6%).\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the economic relief report is missing.\n", + "\n**Is the issue of \"Unaccompanied Minors\" at the border discussed?**\n\n* The text should mention the overcrowding in Border Patrol facilities and the efforts to move children to HHS (Health and Human Services) care.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the minor migrant discussion is missing.\n", + "\n**Does the text mention the \"Gun Control\" and the priority of infrastructure?**\n\n* It should mention that while gun control is a long-term goal, the immediate legislative priority is infrastructure.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if the legislative priority ranking is missing.\n", + "\n**Does the conclusion feature Biden thanking the press and leaving the stage?**\n\n* The text should show the end of the press conference and Biden’s final words before departing.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the slide accurately reflect the updated vaccination goal set by President Biden?**\nThe slide should state that after meeting the initial goal of 100 million shots in 58 days, Biden set a new, ambitious goal of 200 million shots in his first 100 days.\n\n If **no**, specify if the specific numbers (200 million) or the timeline (100 days) are misrepresented.\n", + "\n**Is the \"historic investment\" in vulnerable communities correctly mentioned?**\nThe slide should reflect an additional $10 billion investment aimed at reaching the hardest-hit, highest-risk, and most vulnerable communities as a consequence of the virus.\n\n If **no**, identify if the dollar amount ($10 billion) or the target audience is omitted.\n", + "\n**Does the slide deck correctly convey the progress on school reopenings?**\nIt should mention the goal of getting a majority of K-8 schools fully open in the first 100 days, noting that a recent Department of Education survey showed they were close to that goal.\n\n If **no**, specify if the school levels (K-8) or the status of the progress is misrepresented.\n", + "\n**Are the statistics regarding the border situation presented accurately?**\nThe slide should reflect Biden's claim that there is a significant increase in people at the border, but note his statement that this happens \"every single solitary year\" during the winter months.\n\n If **no**, identify if the context of seasonal trends at the border is missing.\n", + "\n**Is the demographic breakdown of unaccompanied children at the border correctly stated?**\nThe slide should state that the vast majority of these children—70 percent—are 16 or 17 years old, and mostly males.\n\n If **no**, specify if the percentage (70%) or the specific age groups (16-17) are misstated.\n", + "\n**Does the slide deck accurately convey Biden's instructions regarding vulnerable children?**\nIt should mention that he asked his team to \"focus on the most vulnerable immediately\" to move them out of \"God-awful facilities.\"\n\n If **no**, identify if the priority given to the most vulnerable children is missing.\n", + "\n**Is the timeline for contacting families of border-crossers correctly reported?**\nThe slide should reflect Biden's goal that, within the next month, the first phone call to families should be made within the first 48 hours of a person crossing the border.\n\n If **no**, specify if the \"48 hours\" target is misrepresented.\n", + "\n**Does the slide deck capture Biden's stance on Senate Republicans and immigration?**\nIt should mention that Biden expects some \"posturing\" from Republicans but expresses readiness to work with anyone who wants to help solve the problem.\n\n If **no**, specify if the distinction between political \"posturing\" and willingness to cooperate is missing.\n", + "\n**Is the \"65 days into office\" context included correctly?**\nThe slide should note that this progress report and press conference occurred approximately 65 days into his administration.\n\n If **no**, identify if the specific timeframe of the report is missing.\n", + "\n**Does the slide deck accurately reflect the mention of international comparison?**\nIt should capture Biden's claim that \"no other country in the world has even come close\" to what the U.S. is doing regarding vaccination rates.\n\n If **no**, specify if the claim of American exceptionalism in vaccine administration is omitted.\n", + "\n**Is the role of the Department of Education survey used correctly?**\nThe slide should mention that a Department of Education survey was used as the metric to track the progress of school reopenings.\n\n If **no**, specify if the source of the data is misrepresented.\n", + "\n**Does the conclusion slide accurately reflect Biden's final closing remarks?**\nThe conclusion should state that Biden expressed appreciation for the press's questions before departing, signaling a conclusion to his first formal press conference.\n\n If **no**, specify if the conclusion of the event is misrepresented.\n" + ] +} diff --git a/talk/US_presidential_speech/10/generation_task/statistics.yaml b/talk/US_presidential_speech/10/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d572f3da285c5ae0e0ec91cca4f6f86cd8de3e56 --- /dev/null +++ b/talk/US_presidential_speech/10/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/US_presidential_speech/10 +category: talk +input_metrics: + total_input_tokens: 13323 + generation_prompt_tokens: 1440 + materials_total_tokens: 11883 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 11883 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/US_presidential_speech/10/material.json b/talk/US_presidential_speech/10/material.json new file mode 100644 index 0000000000000000000000000000000000000000..cd151dc5265bf5ca405b47d02a91d3cba53e7f45 --- /dev/null +++ b/talk/US_presidential_speech/10/material.json @@ -0,0 +1,10 @@ +{ + "president": "Joe Biden", + "doc_name": "march-25-2021-first-press-conference", + "date": "2021-03-25T13:30:00-04:00", + "title": "March 25, 2021: First Press Conference", + "transcript": "THE PRESIDENT: Please, please sit down. Thank you. Thank you. Good afternoon. Before I take questions, I want to make — give you a progress report to the nation on where we stand 65 days into office here on vaccinations and a few other top priorities for the American people.
\r\n
\r\nFirst, on vaccinations: On December 8th, I indicated that I hoped to get 100 million shots in people’s arms in my first 100 days. We met that goal last week by day 58 — 42 days ahead of schedule.
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\r\nNow, today, I’m setting a second goal, and that is: We will, by my 100th day in office, have administered 200 million shots in people’s arms. That’s right: 200 million shots in 100 days.
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\r\nI know it’s ambitious, twice our original goal, but no other country in the world has even come close — not even close — to what we are doing. And I believe we can do it.
\r\n
\r\nAnd today, we’ve made a historic investment in reaching the hardest-hit and the most vulnerable communities, the highest-risk communities — as a consequence of the virus — by investing an addition $10 billion in being able to reach them.
\r\n
\r\nI also set a goal, before I took office, of getting a majority of schools in K through 8 fully open in the first 100 days. Now, thanks to the enormous amount of work done by our administration, educators, parents, local, state education officials and leaders — a recent Department of Education Department survey shows that nearly half of the K-through-8 schools are open now full time, five days a week, for in-person learning. Not yet a majority, but we’re really close. And I believe, in the 35 days left to go, we’ll meet that goal as well.
\r\n
\r\nAs of yesterday, more than 100 million payments of $1,400 have gone into people’s bank accounts. That’s real money in people’s pockets, bringing relief instantly, almost. And millions more will be getting their money very soon.
\r\n
\r\nOne final note: Since we passed the American Rescue Plan, we’re starting to see new signs of hope in our economy. Since it was passed, a majority — a majority of economic forecasters have significantly increased their projections on the economic growth that’s going to take place this year. They’re now projecting it will exceed 6 percent — a 6 percent growth in GDP.
\r\n
\r\nAnd just this morning, we learned that the number of people filing for weekly unemployment insurance fell by nearly 100,000 persons. That’s the first time in a year the number has fallen below the pre-pandemic high.
\r\n
\r\nSo there are still too many Americans out of work, too many families hurting, and we still have a lot of work to do.
\r\n
\r\nBut I can say to you, the American people: Help is here, and hope is on the way.
\r\n
\r\nNow I’ll be happy to take your questions.
\r\n
\r\nZeke, the Associated Press.
\r\n
\r\nQ  Thank you, Mr. President. You mentioned your progress on COVID-19. I’d like to ask you about some of the other issues facing your presidency. One of the defining challenges you face in the coming months is how to deliver on your promise to Americans on issues like immigration reform, gun control, voting rights, climate change. All of those right now are facing stiff, united opposition from Republicans on Capitol Hill. How far are you willing to go to achieve those promises that you made to the American people?
\r\n
\r\nTHE PRESIDENT: Well, I’m going to — look, when I took office, I decided that it was a fairly basic, simple proposition, and that is: I got elected to solve problems. And the most urgent problem facing the American people, I stated from the outset, was COVID-19 and the economic dislocation for millions and millions of Americans. And so that’s why I put all my focus in the beginning — there are a lot of problems — put all my focus on dealing with those particular problems.
\r\n
\r\nAnd the other problems we’re talking about, from immigration to guns and the other things you mentioned, are long-term problems; they’ve been around a long time. And what we’re going to be able to do, God willing, is now begin, one at a time, to focus on those as well, and — whether it’s immigration or guns or a number of other problems that face the country.
\r\n
\r\nBut the fundamental problem is getting people some peace of mind so they can go to bed at night and not stare at the ceiling wondering whether they lost their health insurance, whether they’re going to lose a family member, whether they’re going to be in a position where they’re not going to be — they’re going to lose their home because they can’t pay their mortgage, or that millions of people are going to get thrown out of their homes because of the inability to — to pay their rent.
\r\n
\r\nSo we’re going to move on these one at a time, try to do as many simultaneously as we can. But that’s the reason why I focused as I have.
\r\n
\r\nAnd here’s the deal: I think my Republican colleagues are going to have to determine whether or not we want to work together, or they decide that the way in which they want to proceed is to — is to just decide to divide the country, continue the politics of division. But I’m not going to do that; I’m just going to move forward and take these things as they come.
\r\n
\r\nQ  And just to — to follow up, Mr. President, can your presidency be a success if you can’t make progress on those four challenges: climate change, immigration reform, gun control, voting rights?
\r\n
\r\nTHE PRESIDENT: Well, I plan on making progress on all of them, but that’s going to be for the American people to decide.
\r\n
\r\nI think — you know, I doubt whether — maybe you did; maybe others did. I thought — many of you thought there was no possibility of my getting the plan I got passed, passed, without any Republican votes. A pretty big deal. It got passed. Growing the economy. People’s lives are changing.
\r\n
\r\nSo let’s see what happens. All I know, I’ve been hired to solve problems — to solve problems, not create division.
\r\n
\r\nOkay. How about Yamiche?
\r\n
\r\nQ  Thanks so much, Mr. President. You’ve said over and over again that immigrants shouldn’t come to this country right now; this isn’t the time to come. That message is not being received. Instead, the perception of you that got you elected — as a moral, decent man — is the reason why a lot of immigrants are coming to this country and entrusting you with unaccompanied minors.
\r\n
\r\nHow do you resolve that tension? And how are you choosing which families can stay and which can go, given the fact that even though, with Title 42, there are some families that are staying? And is there a timeline for when we won’t be seeing these overcrowded facilities with — run by CPB [sic], when it comes to unaccompanied minors?
\r\n
\r\nTHE PRESIDENT: Well, look, I guess I should be flattered people are coming because I’m the nice guy; that’s the reason why it’s happening — that I’m a decent man or however it’s phrased. That — you know, that’s why they’re coming, because they know Biden is a good guy.
\r\n
\r\nThe truth of the matter is: Nothing has changed. As many people came — 28 percent increase in children to the border in my administration; 31 percent in the last year of — in 2019, before the pandemic, in the Trump administration. It happens every single, solitary year: There is a significant increase in the number of people coming to the border in the winter months of January, February, March. That happens every year.
\r\n
\r\nIn addition to that, there is a — and nobody — and, by the way, does anybody suggest that there was a 31 percent increase under Trump because he was a nice guy and he was doing good things at the border? That’s not the reason they’re coming.
\r\n
\r\nThe reason they’re coming is that it’s the time they can travel with the least likelihood of dying on the way because of the heat in the desert, number one. Number two, they’re coming because of the circumstances in-country — in-country.
\r\n
\r\nThe way to deal with this problem — and I started to deal with it back when I was a United States senator — I mean, Vice President — putting together a bipartisan plan of over $700 million to deal with the root causes of why people are leaving.
\r\n
\r\nWhat did Trump do? He eliminated that funding. He didn’t use it. He didn’t do it. And in addition to that, what he did — he dismantled all the elements that exist to deal with what had been a problem and — and has been — continued to be a problem for a long time. He, in fact, shut down the — the number of beds available. He did not fund HHS to get people to get the children out of those — those Border Patrol facilities where they should not be and not supposed to be more than a few days — a little while. But he dismantled all of that.
\r\n
\r\nAnd so what we’re doing now is attempting to rebuild — rebuild the system that can accommodate the — what is happening today. And I like to think it’s because I’m a nice guy, but it’s not. It’s because of what’s happened every year.
\r\n
\r\nLet me say one other thing on this. If you take a look at the number of people who are coming, the vast majority, the overwhelming majority of people coming to the border and crossing are being sent back — are being sent back. Thousands — tens of thousands of people who are — who are over 18 years of age and single — people, one at a time coming, have been sent back, sent home.
\r\n
\r\nWe’re sending back the vast majority of the families that are coming. We’re trying to work out now, with Mexico, their willingness to take more of those families back. But we — that’s what’s happening. They’re not getting across the border.
\r\n
\r\nAnd those who are coming across the border, who are unaccompanied children, we’re moving rapidly to try to put in place what was dismantled, as I said. For example, of all the children who are coming across the border, over 70 percent are either 16 or 17 years old. We’re not talking about people ripping babies from mothers’ arms or little three-year-olds standing on the border. Less than — I think it’s one and a half percent fall in the category of the very young.
\r\n
\r\nSo what we’re doing is we’re providing for the space, again, to be able to get these kids out of the Border Patrol facilities, which no child — no one should be in any longer than 72 hours.
\r\n
\r\nAnd today, I went to — for example, I used all the resources available to me, went to the Defense Department, and — and the Secretary of Defense has just made available Fort Bliss — 5,000 beds be made easily available. Five thousand beds on the Texas border.
\r\n
\r\nSo we’re building back up the capacity that should have been maintained and built upon that Trump dismantled. It’s going to take time.
\r\n
\r\nAnd the other thing we’re doing, I might add — am I giving you too long an answer? Because if you don’t want the details —
\r\n
\r\nQ  (Inaudible.)
\r\n
\r\nTHE PRESIDENT: No, no, but I mean — I don’t know how much detail you want about immigration. Maybe I’ll stop there and fin- —
\r\n
\r\nQ  My follow-up question is: One, if you could talk a little bit about which families — why they’re being allowed to stay. The families that are being allowed to stay, why they’re being allowed to stay.
\r\n
\r\nAnd in addition to that, when it comes to the filibuster, which is what Zeke was asking about, there’s — immigration is a big issue, of course, when it — related to the filibuster, but there’s also Republicans who are passing bill after bill, trying to restrict voting rights. Chuck Schumer is calling it an “existential threat” to democracy. Why not back a filibuster rule that at least gets around issues including voting rights or immigration?
\r\n
\r\nJim Clyburn, someone who — of course, who you know very well, has backed the idea of a filibuster rule when it comes to civil rights and voting rights.
\r\n
\r\nTHE PRESIDENT: Well, look, I’m going to deal with all of those problems. The question is, the priorities as they come and land on my plate.
\r\n
\r\nLet’s go to the first question you asked — the first of the second question you asked. And that is: What about dealing with families? Why are not — some not going back? Because Mexico is refusing to take them back. They’re saying they won’t take them back — not all of them.
\r\n
\r\nWe’re in negotiations with the President of Mexico. I think we’re going to see that change. They should all be going back, all be going back. The only people we’re not going to let sitting there on the other side of the Rio Grande by themselves with no help are children.
\r\n
\r\nAnd what we’re doing there, and it’s an important point to understand — I know you understand; I don’t mean to say it that way — an important point to focus on: The vast majority of people under the age of 18 coming to United States come with a telephone number on a wristband or come with a telephone number in their pocket in the United States — a mother, a father, a close relative, a grandmom or a grandpop.
\r\n
\r\nWhat was happening before is it was taking literally weeks and weeks, and maybe even months, before anybody would pick up the phone and call to see if there really was someone there. Well, we’ve set up a system now where, within 24 hours, there’s a phone call made as that person or that child crosses the border. And then a verification system is being put in place as of today to determine quickly whether or not that is a trafficker being called or that is actually a mom, a dad, and/or a close relative. They’re establishing that right off the bat.
\r\n
\r\nIf it, in fact, is Mom or Dad, Dad says — to take the extreme case — “I got a birth certificate.” Then guess what? We’re getting that kid directly to that parent immediately.
\r\n
\r\nAnd so that’s going to reduce significantly — there’s two ways to reduce child populations in circumstances that are not acceptable, like being held at a Border Patrol station. One is to get them to the place where they have a relative and set a date as to when a hearing can be held. The second way to do it is put them in a Health and Human Services facility that we’re occupying now — both licensed beds around the country that exist, as well as, for example, federal resources like Fort Bliss — to get them safely in a place where they can be taken care of while their fate is determined.
\r\n
\r\nQ  And can you answer the filibuster (inaudible)?
\r\n
\r\nTHE PRESIDENT: Filibuster. Filibuster. You know, with regard to the filibuster, I believe we should go back to a position on the filibuster that existed just when I came to the United States Senate 120 years ago. And that is that — it used to be required for the filibuster — and I had a card on this; I was going to give you the statistics, but you probably know them — that it used to be that, that from between 1917 to 1971 — the filibuster existed — there was a total of 58 motions to break a filibuster that whole time. Last year alone, there were five times that many. So it’s being abused in a gigantic way.
\r\n
\r\nAnd, for example, it used to be you had to stand there and talk and talk and talk and talk until you collapsed. And guess what? People got tired of talking and tired of collapsing. Filibusters broke down, and we were able to break the filibuster, get a quorum, and vote.
\r\n
\r\nSo I strongly support moving in that direction, in addition to having an open mind about dealing with certain things that are — are just elemental to the functioning of our democracy, like the right to vote — like the basic right to vote. We’ve amended the filibuster in the past.
\r\n
\r\nBut here’s the deal: As you observed, I’m a fairly practical guy. I want to get things done. I want to get them done, consistent with what we promised the American people. And in order to do that in a 50-50 Senate, we’ve got to get to the place where I get 50 votes so that the Vice President of the United States can break the tie, or I get 51 votes without her.
\r\n
\r\nAnd so, I’m going to say something outrageous: I have never been particularly poor at calculating how to get things done in the United States Senate. So the best way to get something done, if you — if you hold near and dear to you that you like to be able to — anyway —
\r\n
\r\nI — we’re going to get a lot done. And if we have to — if there’s complete lockdown and chaos as a consequence of the filibuster, then we’ll have to go beyond what I’m talking about.
\r\n
\r\nOkay. Hang on. Sorry. Oh, Seung Min — Ms. Kim.
\r\n
\r\nQ  Thank you, Mr. President, to follow up on the filibuster: So do you believe it should take 60 votes to end a filibuster on legislation or 51?
\r\n
\r\nTHE PRESIDENT: (Laughs.) If we could end it with 51, we would have no problem. You’re going to have to — the existing rule — it’s going to be hard to get a parliamentary ruling that allows 50 votes to end the filibuster, the existence of a filibuster.
\r\n
\r\nBut it’s not my expertise, in what the parliamentary rules and how to get there are. But our preoccupation with the filibuster is totally legitimate, but in the meantime, we got a lot we can do while we’re talking about what we’re going to do about the filibuster.
\r\n
\r\nLet me get here. Okay, Cecilia Vega.  
\r\n
\r\nQ  I’d like to circle back to immigration, please. You just listed the reasons that people are coming, talking about in-country problems, saying that it happens every year; you blamed the last administration. Sir, I just got back last night from a reporting trip to the border where I met nine-year-old, Yossell, who walked here from Honduras by himself, along with another little boy. He had that phone number on him —
\r\n
\r\nTHE PRESIDENT: Astounding.
\r\n
\r\nQ  — and we were able to call his family. His mother says that she sent her son to this country because she believes that you are not deporting unaccompanied minors like her son. That’s why she sent him alone from Honduras.
\r\n
\r\nSo, sir, you blamed the last administration, but is your messaging — in saying that these children are and will be allowed to stay in this country and work their way through this process — encouraging families like Yossell says to come?
\r\n
\r\nTHE PRESIDENT: Well, look, the idea that I’m going to say — which I would never do — “if an unaccompanied child ends up at the border, we’re just going to let him starve to death and stay on the other side” — no previous administration did that either, except Trump. I’m not going to do it. I’m not going to do it.
\r\n
\r\nThat’s why I’ve asked the Vice President of the United States, yesterday, to be the lead person on dealing with focusing on the fundamental reasons why people leave Honduras, Guatemala, and El Salvador in the first place. It’s because of earthquakes, floods. It’s because of lack of food. It’s because of gang violence. It’s because of a whole range of things.
\r\n
\r\nThat — when I was Vice President and had the same obligation to deal with unaccompanied children, I was able to get it slowed up significantly by working with the heads of state of those communities to do things like — in one of the major cities, the reason people were leaving is they couldn’t walk in the street because they were getting — their kids were getting beat up or shot or in gang violence.
\r\n
\r\nWell, what I was able to do is not give money to the head of state, because so many are corrupt, but I was able to say, “Okay, you need lighting in the streets to change things? I’ll put the lighting in.” We got a contractor. We got the type of lighting. We paid directly to the contractor; it did not go through the government. And violent crime significantly was reduced in that city. Fewer people sought to leave.
\r\n
\r\nWhen this hurricane occurred — two hurricanes — instead of us going down and helping in a major way, so that people would not have reason to want to leave in the first place because they didn’t have housing or water or sustenance, we did nothing. We’re going to do a lot in our administration. We’re going to be spending that 700-plus million dollars a year to change the life and circumstances of why people leave in the first place.
\r\n
\r\nThat mother did not sit around with — on the kitchen table and say, “You know, I got a great idea: The way I’m going to make sure my son get taken care of is I’m going to put a…” — how old was he, or she?
\r\n
\r\nQ  He’s — he’s nine. I also met a 10-year-old.
\r\n
\r\nTHE PRESIDENT: A nine-year-old. “I’m going to send him on a thousand-mile journey across the desert and up to the United States because I know Joe Biden is a nice guy and he’ll take care of him.”
\r\n
\r\nWhat a desperate act to have to take. The circumstances must be horrible. So we can do something about that. That’s what the Vice President is going to be doing: what I did. When President Obama asked me to come and deal, I was in — I was in Turkey at the time, and he said, “You got to come home and take care of this.” So we put together a plan and it had an impact.
\r\n
\r\nAnd so, the question here is whether — how we go ahead and do this; what we do. There’s no easy answer
\r\n
\r\nQ  A quick follow, if I may.  Do you want to see these unaccompanied minors staying in this country, or should they be deported eventually?
\r\n
\r\nTHE PRESIDENT: Well, the judgment has to be made whether or not — and in this young man’s case, he has a mom at home; there’s an overwhelming reason why he’d be put in a plane and flown back to his mom.
\r\n
\r\nQ  Final follow, sir. You mentioned circumstances that must be horrific. The Customs and Border Protection facility in Donna, Texas — I was there — is at 1,556 percent capacity —
\r\n
\r\nTHE PRESIDENT: Yep.
\r\n
\r\nQ  — right now, with mostly unaccompanied minors. There are kids that are sleeping on floors. They are packed into these pods. I’ve spoken to lawyers who say that they — some of these children have not seen the sun in days. What’s your reaction — what is your reaction to these images that have come out from that particular facility? Is what’s happening inside acceptable to you? And when is this going to be fixed?
\r\n
\r\nTHE PRESIDENT: Is — that’s a serious question, right?
\r\n
\r\nIs it acceptable to me? Come on. That’s why we’re going to be moving a thousand of those kids out quickly. That’s why I got Fort Bliss opened up. That’s why I’ve been working from the moment this started to happen to try to find additional access for children to be able to safely — not just children, but particularly children — to be able to safely be housed while we follow through on the rest of what’s happening.
\r\n
\r\nThat is totally unacceptable.
\r\n
\r\nKen.
\r\n
\r\nQ  Thank you, Mr. President. I wanted to ask you about Afghanistan. You face a May 1st deadline for the withdrawal of U.S. troops from that country. As a candidate, in foreign affairs, you wrote that it is past time to end these forever wars. Can you commit to the American people that by May 2nd the U.S. will no longer have forces in Afghanistan?
\r\n
\r\nTHE PRESIDENT: The answer is that it’s going to be hard to meet the May 1 deadline. Just in terms of tactical reasons, it’s hard to get those troops out. So, what we’ve been doing — what I’ve been doing and what Secretary Blinken has been doing — has been — we’ve been meeting with our allies, those other nations that have NATO Allies who have troops in Afghanistan as well. And if we leave, we’re going to do so in a safe and orderly way.
\r\n
\r\nWe’re in consultation, I said, with our allies and partners in how to proceed. And Secretary Blinken is meeting in Brussels this week with our NATO Allies, particularly those who have forces there.
\r\n
\r\nAnd General Austin is — just met with Ghani and I’m waiting for the briefing on that. He is the — the “leader,” quote, in Afghanistan and Kabul. And there’s a U.N.-led process that’s beginning shortly on how to mechanically get people — how to end this war.
\r\n
\r\nBut it is not my intention to stay there for a long time. But the question is: How and in what circumstances do we meet that agreement that was made by President Trump to leave under a deal that looks like it’s not being able to be worked out to begin with? How is that done? But we are not staying a long time.
\r\n
\r\nQ  You just said “if we leave.” Do you think it’s possible that we–
\r\n
\r\nTHE PRESIDENT: We will leave. The question is when we leave.
\r\n
\r\nQ  Do you — sorry — do you believe, though, it’s possible we could have troops there next year?
\r\n
\r\nTHE PRESIDENT: I — I can’t picture that being the case.
\r\n
\r\nOkay. Kristen.
\r\n
\r\nQ  Thank you very much, Mr. President. Given the conditions that were just laid out at the migrant facilities at the U.S. border, will you commit to allowing journalists to have access to the facilities that are overcrowded moving forward?
\r\n
\r\nTHE PRESIDENT: I will commit when my plan, very shortly, is underway to let you have access to not just them, but to other facilities as well.
\r\n
\r\nQ  How soon will journalists be able to have access to the facilities? We’ve obviously been allowed to be inside one, but we haven’t seen the facilities in which children are packed together to really give the American people a chance to see that. Will you commit to transparency on this issue, Mr. President?
\r\n
\r\nTHE PRESIDENT: I will commit to transparency, and — as soon as I am in a position to be able to implement what we are doing right now.
\r\n
\r\nAnd one of the reasons I haven’t gone down — I have all my — my chief folks have gone down — is I don’t want to become the issue. I don’t want to be, you know, bringing all of the Secret Service and everybody with me to get in the way. So this is being set up, and you’ll have full access to everything once we get this thing moving.
\r\n
\r\nQ  Okay. And just to be clear: How soon will that be, Mr. President?
\r\n
\r\nTHE PRESIDENT: I don’t know, to be clear.
\r\n
\r\nQ  Okay. And do you bear responsibility for everything that’s happening at the border now? I hear you talking a lot about the past administration. You decided to roll back some of those policies, did you move too quickly to roll back (inaudible) policies?
\r\n
\r\nTHE PRESIDENT: To roll back what? I’m sorry.
\r\n
\r\nQ  Did you move too quickly to roll back some of the executive orders of your predecessor?
\r\n
\r\nTHE PRESIDENT: First of all, all the policies that were underway were not helping at all — did not slow up the amount of immigration — and there’s many people coming.
\r\n
\r\nAnd rolling back the policies of separating children from — from their mothers, I make no apology for that. Rolling back the policies of “Remain in Mexico,” sitting on the edge of the Rio Grande in a muddy circumstance with not enough to eat and — I make no apologies for that.
\r\n
\r\nI make no apologies for ending programs that did not exist before Trump became President that have an incredibly negative impact on the law, international law, as well as on human dignity. And so, I make no apologies for that.
\r\n
\r\nQ  If I could just ask you about foreign policy, Mr. President. Overnight, we learned that North Korea tested two ballistic missiles. What, if any, actions will you take? And what is your red line on North Korea?
\r\n
\r\nTHE PRESIDENT: Let me say that, number one, U.N. Resolution 1718 was violated by those particular missiles that were tested — number one. We’re consulting with our allies and partners. And there will be responses — if they choose to escalate, we will respond accordingly.
\r\n
\r\nBut I’m also prepared for some form of diplomacy, but it has to be conditioned upon the end result of denuclearization. So that’s what we’re doing right now: consulting with our allies.
\r\n
\r\nQ  Just a very quick follow-up —
\r\n
\r\nTHE PRESIDENT: You’ve only got another hour now, okay?
\r\n
\r\nQ  Diplomacy: Can you define what you mean? And former President Obama warned the incoming President Trump that North Korea was the top foreign policy issue that he was watching. Is that how you assess the crisis in North Korea?
\r\n
\r\nTHE PRESIDENT: Yes.
\r\n
\r\nOkay. Hang on a second here, Kristen. Nancy, CBS.
\r\n
\r\nQ  Thank you very much, Mr. President. I want to go back to voting rights. And as Yamiche mentioned, Republican legislatures across the country are working to pass bills that would restrict voting, particularly, Democrats fear, impacting minority voters and young voters — the very people who helped to get you elected in November.
\r\n
\r\nAre you worried that if you don’t manage to pass voting rights legislation that your party is going to lose seats and possibly lose control of the House and the Senate in 2022?
\r\n
\r\nTHE PRESIDENT: What I’m worried about is how un-American this whole initiative is. It’s sick. It’s sick. Deciding in some states that you cannot bring water to people standing in line, waiting to vote; deciding that you’re going to end voting at five o’clock when working people are just getting off work; deciding that there will be no absentee ballots under the most rigid circumstances.
\r\n
\r\nIt’s all designed — and I’m going to spend my time doing three things: One, trying to figure out how to pass the legislation passed by the House, number one. Number two, educating the American public. The Republican voters I know find this despicable. Republican voters, the folks out in — outside this White House. I’m not talking about the elected officials; I’m talking about voters. Voters.
\r\n
\r\nAnd so I am convinced that we’ll be able to stop this because it is the most pernicious thing. This makes Jim Crow look like Jim Eagle. I mean, this is gigantic what they’re trying to do, and it cannot be sustained.
\r\n
\r\nI’m going to do everything in my power, along with my friends in the House and the Senate, to keep that from — from becoming the law.
\r\n
\r\nQ  Is there anything else you can do about it besides passing legislation?
\r\n
\r\nTHE PRESIDENT: The answer is “yes,” but I’m not going to lay out a strategy in front of the whole world and you now.
\r\n
\r\nQ  And then, on a related note, have you decided whether you are going to run for reelection in 2024? You haven’t set up a reelection campaign yet, as your predecessor had by this time.
\r\n
\r\nTHE PRESIDENT: (Laughs.) My predecessor need do [sic] — needed to. My predecessor. Oh God, I miss him.
\r\n
\r\nQ  Have you — have you —
\r\n
\r\nTHE PRESIDENT: No, the answer is “yes.” My plan is to run for reelection. That’s my expectation.
\r\n
\r\nQ  And then, on — on one other note, on bipartisanship: Your old friend, Mitch McConnell, says you have only spoken to each other once since you took office and that you have moved far left since taking office. Do you see it the same way he does? Have you rejected bipartisanship?
\r\n
\r\nTHE PRESIDENT: No, I haven’t at all. I’ve been meeting — when is the last time a President invited the opposite party down at least a half a dozen times to talk about issues? Everything from how we work — we’re working with a group of 20 members of the Senate right now and House on how we reestablish our ability to make computer chips and how we get ahead of the game, how we can work together. And we’re working together on a bunch of things.
\r\n
\r\nBut, look, I know Mitch well; Mitch knows me well. I would expect Mitch to say exactly what he said. But this is a matter of making sure that — I would like Republican — elected Republican support, but what I know I have now is that I have electoral support from Republican voters. Republican voters agree with what I’m doing.
\r\n
\r\nAnd so, unless Mitch says the last thing I did is — the last piece of legislation is so far left — well, then he ought to a look at his party. Over 50 percent of them must be over that edge as well because they support what I did.
\r\n
\r\nOkay. Where am I here? Let me see. Kaitlan.
\r\n
\r\nQ  Thank you very much, Mr. President. I have a question for you, but first I’d like to follow up on a question from Yamiche, and that’s on the filibuster.
\r\n
\r\nTHE PRESIDENT: That counts as a question, but go ahead.
\r\n
\r\nQ  Okay. I’ll make it quick. It’s a quick question.
\r\n
\r\nTHE PRESIDENT: No, no — you can.
\r\n
\r\nQ  Regarding the filibuster: At John Lewis’s funeral, President Barack Obama said he believed the filibuster was a “relic” of the Jim Crow era. Do you agree?
\r\n
\r\nTHE PRESIDENT: Yes.
\r\n
\r\nQ  And if not, why not abolish it if it’s a relic of the Jim Crow era?
\r\n
\r\nTHE PRESIDENT: Successful electoral politics is the art of the possible. Let’s figure out how we can get this done and move in the direction of significantly changing the abuse of even the filibuster rule first. It’s been abused from the time it came into being — by an extreme way in the last 20 years. Let’s deal with the abuse first.
\r\n
\r\nQ  It sounds like you’re moving closer to eliminating the filibuster. Is that correct?
\r\n
\r\nTHE PRESIDENT: I answered your question.
\r\n
\r\nQ  You also just made some news by saying that you are going to run for reelection.
\r\n
\r\nTHE PRESIDENT: I said, “That is my expectation.”
\r\n
\r\nQ  So is that a “yes” that you are running for reelection?
\r\n
\r\nTHE PRESIDENT: Look, I — I don’t know where you guys come from, man. I’ve never been able to travel. I’m a great respecter of fate. I’ve never been able to plan four and half, three and a half years ahead for certain.
\r\n
\r\nQ  And if you do —
\r\n
\r\nTHE PRESIDENT: It —
\r\n
\r\nQ  If you do run, will Vice President Harris be on your ticket?
\r\n
\r\nTHE PRESIDENT: I would fully expect that to be the case. She’s doing a great job. She’s a great partner. She’s a great partner.
\r\n
\r\nQ  And do you believe you’ll be running against former President Trump?
\r\n
\r\nTHE PRESIDENT: Oh, come on. I don’t even think about — I don’t — I have no idea. I have no idea if there will be a Republican Party. Do you? I know you don’t have to answer my question, but, I mean, you know, do you?
\r\n
\r\nI mean, look, this is — the way I view things — I’ve become a great respecter of fate in my life. I set a goal that’s in front of me to get things done for the people I care most about, which are hardworking, decent American people who are getting — really having it stuck to them.
\r\n
\r\nI want to change the paradigm. I want to change the paradigm. We start to reward work, not just wealth. I want to change the paradigm.
\r\n
\r\nIf you notice — don’t you find it kind of interesting that my Republican friends were worried about that the cost and the taxes that had to be had — if there is any tax to be had, as they talk about it — in dealing with the — the act that we just passed which puts money in people’s pockets — ordinary people.
\r\n
\r\nDid you hear them complain when they passed close to a $2 trillion Trump tax cut — 83 percent going to the top 1 percent? Did you hear them talk about that all? I love the fact that they’ve found this whole idea of concern about the federal budget. It’s kind of amazing.
\r\n
\r\nWhen the federal budget is saving people’s lives, they don’t think it’s such a good idea. When the federal budget is feathering the nest of the wealthiest Americans — 90 of the Fortune 500 companies making billions of dollars not paying a cent in taxes; reducing taxes to the point that people who are making — you know, if you’re a husband and wife, a schoolteacher and a cop, you’re paying at a higher rate than the average person making a billion dollars a year is — something is wrong. Their newfound concern.
\r\n
\r\nI’m concerned — look, I meant what I said when I ran. And a lot of you still think I’m wrong, and I respect that. I said, “I’m running for three reasons: to restore the soul, dignity, honor, honesty, transparency to the American political system; two, to rebuild the backbone of this country — the middle class, hardworking people, and people struggling to get in the middle class. They built America, and unions built them.” The third reason I said I was running was to unite the country. And, generically speaking, all of you said, “No, you can’t do that.” Well, I’ve not been able to unite the Congress, but I’ve been uniting the country, based on the polling data. We have to come together. We have to.
\r\n
\r\nSo, from my perspective, you know, it’s a — to me, it’s about just, you know, getting out there, putting one foot in front of the other and just trying to make things better for people — just hardworking people. People get up every morning and just want to figure out how to put food on the table for their kids, to be able have a little bit of breathing room, being able to have — make sure that they go to bed not staring at the ceiling, like my dad, wondering whether — since he didn’t have health insurance, what happens if mom gets sick or he got sick. These are basic things. Basic things.
\r\n
\r\nAnd I’m of the view that the vast majority of people, including registered Republicans, by and large, share that — that same — that same view, that same sense of what is — you know, what’s appropriate.
\r\n
\r\nJustin. Justin Sink, Bloomberg.
\r\n
\r\nQ  Thanks, Mr. President. I wanted to ask about your relationship with China now that you’ve been in office for a couple months. There’s obviously the meeting in Alaska that was a little theatrical, and there’s the continued human rights abuses.
\r\n
\r\nSo, today, I’m wondering: Are you more likely than you were when you came into office to maintain tariffs on China? Are you considering banning imports of forced-labor products? And would you consider cutting off U.S. investment or Chinese access to international payment systems?
\r\n
\r\nTHE PRESIDENT: Well, look, they’re each specifically legitimate questions, but they only touch a smidgen of what the relationship with China really is about.
\r\n
\r\nI’ve known Xi Jinping for a long time. Allegedly, by the time I left office as Vice President, I had spent more time with Xi Jinping than any world leader had, because President Obama and the Chinese President Hu decided we should get to know one another since it was inappropriate for the President of the United States to spend time with the vice president of another country. But it was obvious he was going to become the new leader of China.
\r\n
\r\nSo, I spent hours upon hours with him alone with an interpreter — my interpreter and his — going into great detail. He is very, very straightforward. Doesn’t have a democratic — with a small “D” — bone in his body. But he’s a smart, smart guy. He’s one of the guys, like Putin, who thinks that autocracy is the wave of the future and democracy can’t function in an ever — an ever-complex world.
\r\n
\r\nSo, when I was elected and he called to congratulate me, I think to the surprise of the China experts who were — his people were on call as well as mine, listening — we had a two-hour conversation. For two hours.
\r\n
\r\nAnd we made several things clear to one another. I made it clear to him again what I’ve told him in person on several occasions: that we’re not looking for confrontation, although we know there will be steep, steep competition.
\r\n
\r\nTwo, that we’ll have strong competition but we’ll insist that China play by the international rules: fair competition, fair practices, fair trade.
\r\n
\r\nThirdly, in order to compete effectively, I indicated that we’re going to deal with China effectively, and we’re going to need three things to do that. I tell him, our people. First, we’re going to invest in American workers and American science. I said that all through the campaign and I say it again. And we’re — and I’m setting up my administration to be able to do that, which is that, you know, back in the ‘60s, we used to invest a little over 2 percent of our entire GDP in pure research and investment in science. Today, it’s 0.7 percent. I’m going to change that. We’re going to change that.
\r\n
\r\nThe future lies in who can, in fact, own the future as it relates to technology, quantum computing, a whole range of things, including in medical fields. And so what I’m going to do is make sure we invest closer to 2 percent.
\r\n
\r\nOne of the reasons why I’ve set up the — the PAB [PCAST] — the President’s board with scientists and the like, again — is we’re going to invest in medical research — cancer, Alzheimer’s, diabetes, the things — industries of the future — artificial intelligence, quantum computing, biotech. And we’re going to make real investments. China is out investing us by a longshot, because their plan is to own that future.
\r\n
\r\nThe third — the second thing we’re going to do is we’re going to reestablish our alliances. And I’ve been very clear with him, it’s not anti-Chinese. And we’ve talked about it.
\r\n
\r\nI want to make sure that, for example, later today, after this — as a matter of fact, shortly after this, which is fine; we’ve been going close to an hour. I’m happy to go longer. But one of the things that I’m going to be doing, I’m going to be speaking with the 27 heads of state in Europe and very shortly — I think within the next hour or so. I don’t know the exact time.
\r\n
\r\nAnd earlier this month — and apparently it got the Chinese’s attention; that’s not why I did it — I met with our allies and how we’re going to hold China accountable in the region: Australia, India, Japan, and the United States — the so-called Quad. Because we have to have democracies working together.
\r\n
\r\nBefore too long, I’m going to have — I’m going to invite an alliance of democracies to come here to discuss the future. And so we’re going to make it clear that in order to deal with these things, we are going to hold China accountable to follow the rules — to follow the rules — whether it relates to the South China Sea or the North China Sea, or their agreement made on Taiwan, or a whole range of other things.
\r\n
\r\nAnd the third thing, and the thing that I admire about dealing with Xi is he understands — he makes no pretense about not understanding what I’m saying any more than I do him — I pointed out to him: No leader can be sustained in his position or her position unless they represent the values of the country. And I said as — “And, Mr. President, as I’ve told you before, Americans value the notion of freedom. America values human rights. We don’t always live up to our expectations, but it’s a values system. We are founded on that principle. And as long as you and your country continues to so blatantly violate human rights, we’re going to continue, in an unrelenting way, to call to the attention of the world and make it clear — make it clear what’s happening.”\n\r\n\r\n And he understood that. I made it clear that no American President — at least one did — but no American President ever back down from speaking out of what’s happening to the Uighurs, what’s happening in Hong Kong, what’s happening in-country.\n\r\n\r\n That’s who we are. The moment a President walks away from that, as the last one did, is the moment we begin to lose our legitimacy around the world. It’s who we are.\n\r\n\r\n So I see stiff competition with China. China has an overall goal, and I don’t criticize them for the goal, but they have an overall goal to become the leading country in the world, the wealthiest country in the world, and the most powerful country in the world. That’s not going to happen on my watch because the United States are going to continue to grow and expand.\n\r\n\r\n Q  All right. Just to follow up on the meeting of democracies: Is that where you expect, in a multilateral way, to make these decisions about sanctions? Or —\n\r\n\r\n THE PRESIDENT: No, that’s not where I make the decision; that’s where I make sure we’re all on the same page. All on the same page. Look, I predict to you, your children or grandchildren are going to be doing their doctoral thesis on the issue of who succeeded: autocracy or democracy? Because that is what is at stake, not just with China.\n\r\n\r\n Look around the world. We’re in the midst of a fourth industrial revolution of enormous consequence. Will there be middle class? How will people adjust to these significant changes in science and technology and the environment? How will they do that? And are democracies equipped — because all the people get to speak — to compete?\n\r\n\r\n It is clear, absolutely clear — and most of the scholars I dealt with at Penn agree with me around the country — that this is a battle between the utility of democracies in the 21st century and autocracies.\n\r\n\r\n If you notice, you don’t have Russia talking about communism anymore. It’s about an autocracy. Demand decisions made by a leader of a country — that’s what’s at stake here. We’ve got to prove democracy works.\n\r\n\r\n Q  And, Mr. President, sorry, I know you haven’t had a chance to address the tragedies in Georgia and Colorado. You had said to stay tuned for actions that you might take on gun control. Wondering if you’ve made a decision either about sending the manufacturer liability bill that you had promised on day one to Capitol Hill, or executive actions like going after ghost guns or giving money to cities and states to battle gun control.\n\r\n\r\n THE PRESIDENT: All the above. It’s a matter of timing.\n\r\n\r\n As you’ve all observed, successful presidents — better than me — have been successful, in large part, because they know how to time what they’re doing — order it, decide and prioritize what needs to be done.\n\r\n\r\n The next major initiative is — and I’ll be announcing it Friday in Pittsburgh, in detail — is to rebuild the infrastructure — both physical and technological infrastructure in this country — so that we can compete and create significant numbers of really good-paying jobs. Really good-paying jobs.\n\r\n\r\n And some of you have been around long enough to know that used to be a great Republican goal and initiative. I still think the majority of the American people don’t like the fact that we are now ranked, what, 85th in the world in infrastructure.\n\r\n\r\n I mean, look, the future rests on whether or not we have the best airports that are going to accommodate air travel, ports that you can get in and out of quickly, so businesses decide.\n\r\n\r\n Some of you, if you were ever local reporters, and you found your governor or mayor trying to attract business to your community, what’s the first thing that businesses asked? “What’s the closest access to — access to an interstate highway? How far am I from a freight rail? Is the water — is the water available? Is there enough water available for me to conduct my business?” All the things that relate to infrastructure.\n\r\n\r\n We have somewhere — I asked the staff to write it down for me, and they did — not for this, but for a longer discussion. We have somewhere, in terms of infrastructure — we have — we rank 13th globally in infrastructure. China is investing three times more in infrastructure than the United States is.\n\r\n\r\n Bridges: More than one third of our bridges — 231,000 of them — need repairs. Some are physical safety risks or preservation work. One in five miles of our highways and major roads are in poor condition. That’s 186,000 miles of highway. Aviation: 20 percent of all flights — 20 percent of all flights weren’t on time, resulting in 1.5 million hours lost in production. Six to ten million homes in America still have lead pipes servicing their water lines. We have over 100,000 wellheads that are not capped, leaking methane.\n\r\n\r\n What are we doing? And, by the way, we can put as many pipefitters and miners and — to work capping those wells at the same price that they would charge to dig those wells.\n\r\n\r\n So, I — I just find it frustrated — frustrating to talk about.
\r\n
\r\nLast point I’ll make on the infrastructure — and I apologize for spending more time on it, but — is that if you think about it, it’s the place where we will be able to significantly increase American productivity, at the same time providing really good jobs for people. But we can’t build back to what they used to be. We have to build — the environment has — global warming has already done significant damage.
\r\n
\r\nThe roads that used to be above the water level — didn’t have to worry about where the drainage ditch was — now you got to rebuild them three feet higher. Because it’s not going to go back to what it was before; it will only get worse, unless we stop it.
\r\n
\r\nThere’s so much we can do. Look at all of the schools in America. Most of you live in the Washington area now. But in your hometowns — I don’t know where you’re all from — how many schools where the kids can’t drink the water out of the fountain? How many schools are still in the position where there’s asbestos? How many schools in America we’re sending our kids to don’t have adequate ventilation? How many homes, buildings, office complexes are wasting billions of barrels of oil over time because they can’t hold in the heat or the air conditioning because it leaks through the windows that are so porous and the connections? It’s amazing.
\r\n
\r\nSo there’s so much we can do that’s good stuff, makes people healthier, and creates good jobs.
\r\n
\r\nAnd I think that I got one more question here. Janet from Univision.
\r\n
\r\nQ  Thank you, Mr. President. We, too, have been reporting at the border. And just like Cecilia, we ran into a pair of siblings who came in on Monday, who were detained by CBP — had the phone number for their mother who lives in the U.S.  We have contacted the mother. That’s the only way they know her kids are here because CBP, today, Thursday, has not contacted that mother. So when can we expect your promise of things getting better with contacting and expediency and processing?
\r\n
\r\nTHE PRESIDENT: Well, they’re already getting better, but they’re going to get real — they’ll get a whole hell of lot better real quick, or we’re going to hear of some people leaving, okay?
\r\n
\r\nWe can get this done. We’re going to get it done.
\r\n
\r\nI had a long meeting with the entire team and several Cabinet-level officers the other night. We’re going to be moving, within the next — within the next week, over 100,000 — I mean, 1,000 people out of the Border Patrol into safe, secure beds and facilities. We’re going to significantly ramp up. We’re already out there contacting everyone, from getting some of the employees at HHS — and there’s a lot of them doing other things — and move them into making those calls. We’re in a — we’re in the process of rearranging and providing for the personnel needed to get that done.
\r\n
\r\nBut I admire the fact that you were down there; you’re making the calls yourself. It’s real.
\r\n
\r\nThe next thing that has to happen though — as you well know has to happen — there have to be some certitude that this is the — actually mom, dad, or whomever. And there’s ways to do that. There’s ways to do that — a little bit like determining whether or not you got the right code for your credit card, you know? “What was your dog’s name?” kind of a thing. I’m being a bit facetious, but not really. And also seeking harder data, from DNA to — to birth certificates, which takes longer. 
\r\n
\r\nSo, I want to do this as quickly as humanly possible and as safely as possible.
\r\n
\r\nQ  As you well know, treating the root cau- — causes in Latin America doesn’t change things overnight. How do you realistically and physically keep these families from coming to the U.S. when things will not get better in their countries right away?
\r\n
\r\nTHE PRESIDENT: Well, I can’t guarantee that. But I know, you know, that old thing: The journey of 1,000 miles starts with the first step.
\r\n
\r\nYou know as well as I do; you cover it: You have serious — it’s not like somebody at a sitting hand-hewn table in Guatemala — I mean, in — in somewhere in Mexico or in Guadalupe, saying, “I got a great idea. Let’s sell everything we have. Give it to a coyote. Have him take our kids across the border and into a desert where they don’t speak the language. Won’t that be fun? Let’s go.” That’s not how it happens. People don’t want to leave.
\r\n
\r\nWhen my great grandfather got on a coffin ship in the Irish Sea, expectation was: Was he going to live long enough on that ship to get to the United States of America? But they left because of what the Brits had been doing. They were in real, real trouble. They didn’t want to leave. But they had no choice. So you got — we can’t — I can’t guarantee we’re going to solve everything, but I can guarantee we can make everything better. We can make it better. We can change the lives of so many people.
\r\n
\r\nAnd the other thing I want to point out to you and I hope you point out: I realize it’s much more heart wrenching — and it is — to deal with a five- and six- and seven-year-old. But you went down there, and you saw: The vast majority of these children — 70 percent — are 16 years old, 17 years old, and mostly males. Doesn’t make it — that doesn’t make it good, bad, or indifferent. But the idea that we have tens of thousands of kids in these God-awful facilities that are, really, little babies crying all night — and there’s some; that’s true. That’s why we got to act.
\r\n
\r\nAnd yesterday, I asked my team — both the director of the two agencies, as well as others — I asked them what would they, in fact — and I asked their opinion because they’re the experts — but I said, “Focus on the most vulnerable immediately.”
\r\n
\r\nBut there’s no reason why, in the next month, as people cross the border, that phone call can’t be made in the first 48 hours and begin.
\r\n
\r\nQ  If I may ask one last question: Have you had any talks with Senate Republicans who are threatening this administration with not considering the immigration legislation that was passed in the House until the situation at the border has been resolved?
\r\n
\r\nTHE PRESIDENT: No, because I know they have to posture for a while. They sort of got to get it out of their system. This is a — but I’m ready to work with any Republican who wants to help solve the problem and make the situation better.
\r\n
\r\nBut, folks, I’m going. Thank you very, very much. I appreciate it. Thank you.", + "transcript_html": "

THE PRESIDENT: Please, please sit down. Thank you. Thank you. Good afternoon. Before I take questions, I want to make — give you a progress report to the nation on where we stand 65 days into office here on vaccinations and a few other top priorities for the American people.
\r\n
\r\nFirst, on vaccinations: On December 8th, I indicated that I hoped to get 100 million shots in people’s arms in my first 100 days. We met that goal last week by day 58 — 42 days ahead of schedule.
\r\n
\r\nNow, today, I’m setting a second goal, and that is: We will, by my 100th day in office, have administered 200 million shots in people’s arms. That’s right: 200 million shots in 100 days.
\r\n
\r\nI know it’s ambitious, twice our original goal, but no other country in the world has even come close — not even close — to what we are doing. And I believe we can do it.
\r\n
\r\nAnd today, we’ve made a historic investment in reaching the hardest-hit and the most vulnerable communities, the highest-risk communities — as a consequence of the virus — by investing an addition $10 billion in being able to reach them.
\r\n
\r\nI also set a goal, before I took office, of getting a majority of schools in K through 8 fully open in the first 100 days. Now, thanks to the enormous amount of work done by our administration, educators, parents, local, state education officials and leaders — a recent Department of Education Department survey shows that nearly half of the K-through-8 schools are open now full time, five days a week, for in-person learning. Not yet a majority, but we’re really close. And I believe, in the 35 days left to go, we’ll meet that goal as well.
\r\n
\r\nAs of yesterday, more than 100 million payments of $1,400 have gone into people’s bank accounts. That’s real money in people’s pockets, bringing relief instantly, almost. And millions more will be getting their money very soon.
\r\n
\r\nOne final note: Since we passed the American Rescue Plan, we’re starting to see new signs of hope in our economy. Since it was passed, a majority — a majority of economic forecasters have significantly increased their projections on the economic growth that’s going to take place this year. They’re now projecting it will exceed 6 percent — a 6 percent growth in GDP.
\r\n
\r\nAnd just this morning, we learned that the number of people filing for weekly unemployment insurance fell by nearly 100,000 persons. That’s the first time in a year the number has fallen below the pre-pandemic high.
\r\n
\r\nSo there are still too many Americans out of work, too many families hurting, and we still have a lot of work to do.
\r\n
\r\nBut I can say to you, the American people: Help is here, and hope is on the way.
\r\n
\r\nNow I’ll be happy to take your questions.
\r\n
\r\nZeke, the Associated Press.
\r\n
\r\nQ  Thank you, Mr. President. You mentioned your progress on COVID-19. I’d like to ask you about some of the other issues facing your presidency. One of the defining challenges you face in the coming months is how to deliver on your promise to Americans on issues like immigration reform, gun control, voting rights, climate change. All of those right now are facing stiff, united opposition from Republicans on Capitol Hill. How far are you willing to go to achieve those promises that you made to the American people?
\r\n
\r\nTHE PRESIDENT: Well, I’m going to — look, when I took office, I decided that it was a fairly basic, simple proposition, and that is: I got elected to solve problems. And the most urgent problem facing the American people, I stated from the outset, was COVID-19 and the economic dislocation for millions and millions of Americans. And so that’s why I put all my focus in the beginning — there are a lot of problems — put all my focus on dealing with those particular problems.
\r\n
\r\nAnd the other problems we’re talking about, from immigration to guns and the other things you mentioned, are long-term problems; they’ve been around a long time. And what we’re going to be able to do, God willing, is now begin, one at a time, to focus on those as well, and — whether it’s immigration or guns or a number of other problems that face the country.
\r\n
\r\nBut the fundamental problem is getting people some peace of mind so they can go to bed at night and not stare at the ceiling wondering whether they lost their health insurance, whether they’re going to lose a family member, whether they’re going to be in a position where they’re not going to be — they’re going to lose their home because they can’t pay their mortgage, or that millions of people are going to get thrown out of their homes because of the inability to — to pay their rent.
\r\n
\r\nSo we’re going to move on these one at a time, try to do as many simultaneously as we can. But that’s the reason why I focused as I have.
\r\n
\r\nAnd here’s the deal: I think my Republican colleagues are going to have to determine whether or not we want to work together, or they decide that the way in which they want to proceed is to — is to just decide to divide the country, continue the politics of division. But I’m not going to do that; I’m just going to move forward and take these things as they come.
\r\n
\r\nQ  And just to — to follow up, Mr. President, can your presidency be a success if you can’t make progress on those four challenges: climate change, immigration reform, gun control, voting rights?
\r\n
\r\nTHE PRESIDENT: Well, I plan on making progress on all of them, but that’s going to be for the American people to decide.
\r\n
\r\nI think — you know, I doubt whether — maybe you did; maybe others did. I thought — many of you thought there was no possibility of my getting the plan I got passed, passed, without any Republican votes. A pretty big deal. It got passed. Growing the economy. People’s lives are changing.
\r\n
\r\nSo let’s see what happens. All I know, I’ve been hired to solve problems — to solve problems, not create division.
\r\n
\r\nOkay. How about Yamiche?
\r\n
\r\nQ  Thanks so much, Mr. President. You’ve said over and over again that immigrants shouldn’t come to this country right now; this isn’t the time to come. That message is not being received. Instead, the perception of you that got you elected — as a moral, decent man — is the reason why a lot of immigrants are coming to this country and entrusting you with unaccompanied minors.
\r\n
\r\nHow do you resolve that tension? And how are you choosing which families can stay and which can go, given the fact that even though, with Title 42, there are some families that are staying? And is there a timeline for when we won’t be seeing these overcrowded facilities with — run by CPB [sic], when it comes to unaccompanied minors?
\r\n
\r\nTHE PRESIDENT: Well, look, I guess I should be flattered people are coming because I’m the nice guy; that’s the reason why it’s happening — that I’m a decent man or however it’s phrased. That — you know, that’s why they’re coming, because they know Biden is a good guy.
\r\n
\r\nThe truth of the matter is: Nothing has changed. As many people came — 28 percent increase in children to the border in my administration; 31 percent in the last year of — in 2019, before the pandemic, in the Trump administration. It happens every single, solitary year: There is a significant increase in the number of people coming to the border in the winter months of January, February, March. That happens every year.
\r\n
\r\nIn addition to that, there is a — and nobody — and, by the way, does anybody suggest that there was a 31 percent increase under Trump because he was a nice guy and he was doing good things at the border? That’s not the reason they’re coming.
\r\n
\r\nThe reason they’re coming is that it’s the time they can travel with the least likelihood of dying on the way because of the heat in the desert, number one. Number two, they’re coming because of the circumstances in-country — in-country.
\r\n
\r\nThe way to deal with this problem — and I started to deal with it back when I was a United States senator — I mean, Vice President — putting together a bipartisan plan of over $700 million to deal with the root causes of why people are leaving.
\r\n
\r\nWhat did Trump do? He eliminated that funding. He didn’t use it. He didn’t do it. And in addition to that, what he did — he dismantled all the elements that exist to deal with what had been a problem and — and has been — continued to be a problem for a long time. He, in fact, shut down the — the number of beds available. He did not fund HHS to get people to get the children out of those — those Border Patrol facilities where they should not be and not supposed to be more than a few days — a little while. But he dismantled all of that.
\r\n
\r\nAnd so what we’re doing now is attempting to rebuild — rebuild the system that can accommodate the — what is happening today. And I like to think it’s because I’m a nice guy, but it’s not. It’s because of what’s happened every year.
\r\n
\r\nLet me say one other thing on this. If you take a look at the number of people who are coming, the vast majority, the overwhelming majority of people coming to the border and crossing are being sent back — are being sent back. Thousands — tens of thousands of people who are — who are over 18 years of age and single — people, one at a time coming, have been sent back, sent home.
\r\n
\r\nWe’re sending back the vast majority of the families that are coming. We’re trying to work out now, with Mexico, their willingness to take more of those families back. But we — that’s what’s happening. They’re not getting across the border.
\r\n
\r\nAnd those who are coming across the border, who are unaccompanied children, we’re moving rapidly to try to put in place what was dismantled, as I said. For example, of all the children who are coming across the border, over 70 percent are either 16 or 17 years old. We’re not talking about people ripping babies from mothers’ arms or little three-year-olds standing on the border. Less than — I think it’s one and a half percent fall in the category of the very young.
\r\n
\r\nSo what we’re doing is we’re providing for the space, again, to be able to get these kids out of the Border Patrol facilities, which no child — no one should be in any longer than 72 hours.
\r\n
\r\nAnd today, I went to — for example, I used all the resources available to me, went to the Defense Department, and — and the Secretary of Defense has just made available Fort Bliss — 5,000 beds be made easily available. Five thousand beds on the Texas border.
\r\n
\r\nSo we’re building back up the capacity that should have been maintained and built upon that Trump dismantled. It’s going to take time.
\r\n
\r\nAnd the other thing we’re doing, I might add — am I giving you too long an answer? Because if you don’t want the details —
\r\n
\r\nQ  (Inaudible.)
\r\n
\r\nTHE PRESIDENT: No, no, but I mean — I don’t know how much detail you want about immigration. Maybe I’ll stop there and fin- —
\r\n
\r\nQ  My follow-up question is: One, if you could talk a little bit about which families — why they’re being allowed to stay. The families that are being allowed to stay, why they’re being allowed to stay.
\r\n
\r\nAnd in addition to that, when it comes to the filibuster, which is what Zeke was asking about, there’s — immigration is a big issue, of course, when it — related to the filibuster, but there’s also Republicans who are passing bill after bill, trying to restrict voting rights. Chuck Schumer is calling it an “existential threat” to democracy. Why not back a filibuster rule that at least gets around issues including voting rights or immigration?
\r\n
\r\nJim Clyburn, someone who — of course, who you know very well, has backed the idea of a filibuster rule when it comes to civil rights and voting rights.
\r\n
\r\nTHE PRESIDENT: Well, look, I’m going to deal with all of those problems. The question is, the priorities as they come and land on my plate.
\r\n
\r\nLet’s go to the first question you asked — the first of the second question you asked. And that is: What about dealing with families? Why are not — some not going back? Because Mexico is refusing to take them back. They’re saying they won’t take them back — not all of them.
\r\n
\r\nWe’re in negotiations with the President of Mexico. I think we’re going to see that change. They should all be going back, all be going back. The only people we’re not going to let sitting there on the other side of the Rio Grande by themselves with no help are children.
\r\n
\r\nAnd what we’re doing there, and it’s an important point to understand — I know you understand; I don’t mean to say it that way — an important point to focus on: The vast majority of people under the age of 18 coming to United States come with a telephone number on a wristband or come with a telephone number in their pocket in the United States — a mother, a father, a close relative, a grandmom or a grandpop.
\r\n
\r\nWhat was happening before is it was taking literally weeks and weeks, and maybe even months, before anybody would pick up the phone and call to see if there really was someone there. Well, we’ve set up a system now where, within 24 hours, there’s a phone call made as that person or that child crosses the border. And then a verification system is being put in place as of today to determine quickly whether or not that is a trafficker being called or that is actually a mom, a dad, and/or a close relative. They’re establishing that right off the bat.
\r\n
\r\nIf it, in fact, is Mom or Dad, Dad says — to take the extreme case — “I got a birth certificate.” Then guess what? We’re getting that kid directly to that parent immediately.
\r\n
\r\nAnd so that’s going to reduce significantly — there’s two ways to reduce child populations in circumstances that are not acceptable, like being held at a Border Patrol station. One is to get them to the place where they have a relative and set a date as to when a hearing can be held. The second way to do it is put them in a Health and Human Services facility that we’re occupying now — both licensed beds around the country that exist, as well as, for example, federal resources like Fort Bliss — to get them safely in a place where they can be taken care of while their fate is determined.
\r\n
\r\nQ  And can you answer the filibuster (inaudible)?
\r\n
\r\nTHE PRESIDENT: Filibuster. Filibuster. You know, with regard to the filibuster, I believe we should go back to a position on the filibuster that existed just when I came to the United States Senate 120 years ago. And that is that — it used to be required for the filibuster — and I had a card on this; I was going to give you the statistics, but you probably know them — that it used to be that, that from between 1917 to 1971 — the filibuster existed — there was a total of 58 motions to break a filibuster that whole time. Last year alone, there were five times that many. So it’s being abused in a gigantic way.
\r\n
\r\nAnd, for example, it used to be you had to stand there and talk and talk and talk and talk until you collapsed. And guess what? People got tired of talking and tired of collapsing. Filibusters broke down, and we were able to break the filibuster, get a quorum, and vote.
\r\n
\r\nSo I strongly support moving in that direction, in addition to having an open mind about dealing with certain things that are — are just elemental to the functioning of our democracy, like the right to vote — like the basic right to vote. We’ve amended the filibuster in the past.
\r\n
\r\nBut here’s the deal: As you observed, I’m a fairly practical guy. I want to get things done. I want to get them done, consistent with what we promised the American people. And in order to do that in a 50-50 Senate, we’ve got to get to the place where I get 50 votes so that the Vice President of the United States can break the tie, or I get 51 votes without her.
\r\n
\r\nAnd so, I’m going to say something outrageous: I have never been particularly poor at calculating how to get things done in the United States Senate. So the best way to get something done, if you — if you hold near and dear to you that you like to be able to — anyway —
\r\n
\r\nI — we’re going to get a lot done. And if we have to — if there’s complete lockdown and chaos as a consequence of the filibuster, then we’ll have to go beyond what I’m talking about.
\r\n
\r\nOkay. Hang on. Sorry. Oh, Seung Min — Ms. Kim.
\r\n
\r\nQ  Thank you, Mr. President, to follow up on the filibuster: So do you believe it should take 60 votes to end a filibuster on legislation or 51?
\r\n
\r\nTHE PRESIDENT: (Laughs.) If we could end it with 51, we would have no problem. You’re going to have to — the existing rule — it’s going to be hard to get a parliamentary ruling that allows 50 votes to end the filibuster, the existence of a filibuster.
\r\n
\r\nBut it’s not my expertise, in what the parliamentary rules and how to get there are. But our preoccupation with the filibuster is totally legitimate, but in the meantime, we got a lot we can do while we’re talking about what we’re going to do about the filibuster.
\r\n
\r\nLet me get here. Okay, Cecilia Vega.  
\r\n
\r\nQ  I’d like to circle back to immigration, please. You just listed the reasons that people are coming, talking about in-country problems, saying that it happens every year; you blamed the last administration. Sir, I just got back last night from a reporting trip to the border where I met nine-year-old, Yossell, who walked here from Honduras by himself, along with another little boy. He had that phone number on him —
\r\n
\r\nTHE PRESIDENT: Astounding.
\r\n
\r\nQ  — and we were able to call his family. His mother says that she sent her son to this country because she believes that you are not deporting unaccompanied minors like her son. That’s why she sent him alone from Honduras.
\r\n
\r\nSo, sir, you blamed the last administration, but is your messaging — in saying that these children are and will be allowed to stay in this country and work their way through this process — encouraging families like Yossell says to come?
\r\n
\r\nTHE PRESIDENT: Well, look, the idea that I’m going to say — which I would never do — “if an unaccompanied child ends up at the border, we’re just going to let him starve to death and stay on the other side” — no previous administration did that either, except Trump. I’m not going to do it. I’m not going to do it.
\r\n
\r\nThat’s why I’ve asked the Vice President of the United States, yesterday, to be the lead person on dealing with focusing on the fundamental reasons why people leave Honduras, Guatemala, and El Salvador in the first place. It’s because of earthquakes, floods. It’s because of lack of food. It’s because of gang violence. It’s because of a whole range of things.
\r\n
\r\nThat — when I was Vice President and had the same obligation to deal with unaccompanied children, I was able to get it slowed up significantly by working with the heads of state of those communities to do things like — in one of the major cities, the reason people were leaving is they couldn’t walk in the street because they were getting — their kids were getting beat up or shot or in gang violence.
\r\n
\r\nWell, what I was able to do is not give money to the head of state, because so many are corrupt, but I was able to say, “Okay, you need lighting in the streets to change things? I’ll put the lighting in.” We got a contractor. We got the type of lighting. We paid directly to the contractor; it did not go through the government. And violent crime significantly was reduced in that city. Fewer people sought to leave.
\r\n
\r\nWhen this hurricane occurred — two hurricanes — instead of us going down and helping in a major way, so that people would not have reason to want to leave in the first place because they didn’t have housing or water or sustenance, we did nothing. We’re going to do a lot in our administration. We’re going to be spending that 700-plus million dollars a year to change the life and circumstances of why people leave in the first place.
\r\n
\r\nThat mother did not sit around with — on the kitchen table and say, “You know, I got a great idea: The way I’m going to make sure my son get taken care of is I’m going to put a…” — how old was he, or she?
\r\n
\r\nQ  He’s — he’s nine. I also met a 10-year-old.
\r\n
\r\nTHE PRESIDENT: A nine-year-old. “I’m going to send him on a thousand-mile journey across the desert and up to the United States because I know Joe Biden is a nice guy and he’ll take care of him.”
\r\n
\r\nWhat a desperate act to have to take. The circumstances must be horrible. So we can do something about that. That’s what the Vice President is going to be doing: what I did. When President Obama asked me to come and deal, I was in — I was in Turkey at the time, and he said, “You got to come home and take care of this.” So we put together a plan and it had an impact.
\r\n
\r\nAnd so, the question here is whether — how we go ahead and do this; what we do. There’s no easy answer
\r\n
\r\nQ  A quick follow, if I may.  Do you want to see these unaccompanied minors staying in this country, or should they be deported eventually?
\r\n
\r\nTHE PRESIDENT: Well, the judgment has to be made whether or not — and in this young man’s case, he has a mom at home; there’s an overwhelming reason why he’d be put in a plane and flown back to his mom.
\r\n
\r\nQ  Final follow, sir. You mentioned circumstances that must be horrific. The Customs and Border Protection facility in Donna, Texas — I was there — is at 1,556 percent capacity —
\r\n
\r\nTHE PRESIDENT: Yep.
\r\n
\r\nQ  — right now, with mostly unaccompanied minors. There are kids that are sleeping on floors. They are packed into these pods. I’ve spoken to lawyers who say that they — some of these children have not seen the sun in days. What’s your reaction — what is your reaction to these images that have come out from that particular facility? Is what’s happening inside acceptable to you? And when is this going to be fixed?
\r\n
\r\nTHE PRESIDENT: Is — that’s a serious question, right?
\r\n
\r\nIs it acceptable to me? Come on. That’s why we’re going to be moving a thousand of those kids out quickly. That’s why I got Fort Bliss opened up. That’s why I’ve been working from the moment this started to happen to try to find additional access for children to be able to safely — not just children, but particularly children — to be able to safely be housed while we follow through on the rest of what’s happening.
\r\n
\r\nThat is totally unacceptable.
\r\n
\r\nKen.
\r\n
\r\nQ  Thank you, Mr. President. I wanted to ask you about Afghanistan. You face a May 1st deadline for the withdrawal of U.S. troops from that country. As a candidate, in foreign affairs, you wrote that it is past time to end these forever wars. Can you commit to the American people that by May 2nd the U.S. will no longer have forces in Afghanistan?
\r\n
\r\nTHE PRESIDENT: The answer is that it’s going to be hard to meet the May 1 deadline. Just in terms of tactical reasons, it’s hard to get those troops out. So, what we’ve been doing — what I’ve been doing and what Secretary Blinken has been doing — has been — we’ve been meeting with our allies, those other nations that have NATO Allies who have troops in Afghanistan as well. And if we leave, we’re going to do so in a safe and orderly way.
\r\n
\r\nWe’re in consultation, I said, with our allies and partners in how to proceed. And Secretary Blinken is meeting in Brussels this week with our NATO Allies, particularly those who have forces there.
\r\n
\r\nAnd General Austin is — just met with Ghani and I’m waiting for the briefing on that. He is the — the “leader,” quote, in Afghanistan and Kabul. And there’s a U.N.-led process that’s beginning shortly on how to mechanically get people — how to end this war.
\r\n
\r\nBut it is not my intention to stay there for a long time. But the question is: How and in what circumstances do we meet that agreement that was made by President Trump to leave under a deal that looks like it’s not being able to be worked out to begin with? How is that done? But we are not staying a long time.
\r\n
\r\nQ  You just said “if we leave.” Do you think it’s possible that we–
\r\n
\r\nTHE PRESIDENT: We will leave. The question is when we leave.
\r\n
\r\nQ  Do you — sorry — do you believe, though, it’s possible we could have troops there next year?
\r\n
\r\nTHE PRESIDENT: I — I can’t picture that being the case.
\r\n
\r\nOkay. Kristen.
\r\n
\r\nQ  Thank you very much, Mr. President. Given the conditions that were just laid out at the migrant facilities at the U.S. border, will you commit to allowing journalists to have access to the facilities that are overcrowded moving forward?
\r\n
\r\nTHE PRESIDENT: I will commit when my plan, very shortly, is underway to let you have access to not just them, but to other facilities as well.
\r\n
\r\nQ  How soon will journalists be able to have access to the facilities? We’ve obviously been allowed to be inside one, but we haven’t seen the facilities in which children are packed together to really give the American people a chance to see that. Will you commit to transparency on this issue, Mr. President?
\r\n
\r\nTHE PRESIDENT: I will commit to transparency, and — as soon as I am in a position to be able to implement what we are doing right now.
\r\n
\r\nAnd one of the reasons I haven’t gone down — I have all my — my chief folks have gone down — is I don’t want to become the issue. I don’t want to be, you know, bringing all of the Secret Service and everybody with me to get in the way. So this is being set up, and you’ll have full access to everything once we get this thing moving.
\r\n
\r\nQ  Okay. And just to be clear: How soon will that be, Mr. President?
\r\n
\r\nTHE PRESIDENT: I don’t know, to be clear.
\r\n
\r\nQ  Okay. And do you bear responsibility for everything that’s happening at the border now? I hear you talking a lot about the past administration. You decided to roll back some of those policies, did you move too quickly to roll back (inaudible) policies?
\r\n
\r\nTHE PRESIDENT: To roll back what? I’m sorry.
\r\n
\r\nQ  Did you move too quickly to roll back some of the executive orders of your predecessor?
\r\n
\r\nTHE PRESIDENT: First of all, all the policies that were underway were not helping at all — did not slow up the amount of immigration — and there’s many people coming.
\r\n
\r\nAnd rolling back the policies of separating children from — from their mothers, I make no apology for that. Rolling back the policies of “Remain in Mexico,” sitting on the edge of the Rio Grande in a muddy circumstance with not enough to eat and — I make no apologies for that.
\r\n
\r\nI make no apologies for ending programs that did not exist before Trump became President that have an incredibly negative impact on the law, international law, as well as on human dignity. And so, I make no apologies for that.
\r\n
\r\nQ  If I could just ask you about foreign policy, Mr. President. Overnight, we learned that North Korea tested two ballistic missiles. What, if any, actions will you take? And what is your red line on North Korea?
\r\n
\r\nTHE PRESIDENT: Let me say that, number one, U.N. Resolution 1718 was violated by those particular missiles that were tested — number one. We’re consulting with our allies and partners. And there will be responses — if they choose to escalate, we will respond accordingly.
\r\n
\r\nBut I’m also prepared for some form of diplomacy, but it has to be conditioned upon the end result of denuclearization. So that’s what we’re doing right now: consulting with our allies.
\r\n
\r\nQ  Just a very quick follow-up —
\r\n
\r\nTHE PRESIDENT: You’ve only got another hour now, okay?
\r\n
\r\nQ  Diplomacy: Can you define what you mean? And former President Obama warned the incoming President Trump that North Korea was the top foreign policy issue that he was watching. Is that how you assess the crisis in North Korea?
\r\n
\r\nTHE PRESIDENT: Yes.
\r\n
\r\nOkay. Hang on a second here, Kristen. Nancy, CBS.
\r\n
\r\nQ  Thank you very much, Mr. President. I want to go back to voting rights. And as Yamiche mentioned, Republican legislatures across the country are working to pass bills that would restrict voting, particularly, Democrats fear, impacting minority voters and young voters — the very people who helped to get you elected in November.
\r\n
\r\nAre you worried that if you don’t manage to pass voting rights legislation that your party is going to lose seats and possibly lose control of the House and the Senate in 2022?
\r\n
\r\nTHE PRESIDENT: What I’m worried about is how un-American this whole initiative is. It’s sick. It’s sick. Deciding in some states that you cannot bring water to people standing in line, waiting to vote; deciding that you’re going to end voting at five o’clock when working people are just getting off work; deciding that there will be no absentee ballots under the most rigid circumstances.
\r\n
\r\nIt’s all designed — and I’m going to spend my time doing three things: One, trying to figure out how to pass the legislation passed by the House, number one. Number two, educating the American public. The Republican voters I know find this despicable. Republican voters, the folks out in — outside this White House. I’m not talking about the elected officials; I’m talking about voters. Voters.
\r\n
\r\nAnd so I am convinced that we’ll be able to stop this because it is the most pernicious thing. This makes Jim Crow look like Jim Eagle. I mean, this is gigantic what they’re trying to do, and it cannot be sustained.
\r\n
\r\nI’m going to do everything in my power, along with my friends in the House and the Senate, to keep that from — from becoming the law.
\r\n
\r\nQ  Is there anything else you can do about it besides passing legislation?
\r\n
\r\nTHE PRESIDENT: The answer is “yes,” but I’m not going to lay out a strategy in front of the whole world and you now.
\r\n
\r\nQ  And then, on a related note, have you decided whether you are going to run for reelection in 2024? You haven’t set up a reelection campaign yet, as your predecessor had by this time.
\r\n
\r\nTHE PRESIDENT: (Laughs.) My predecessor need do [sic] — needed to. My predecessor. Oh God, I miss him.
\r\n
\r\nQ  Have you — have you —
\r\n
\r\nTHE PRESIDENT: No, the answer is “yes.” My plan is to run for reelection. That’s my expectation.
\r\n
\r\nQ  And then, on — on one other note, on bipartisanship: Your old friend, Mitch McConnell, says you have only spoken to each other once since you took office and that you have moved far left since taking office. Do you see it the same way he does? Have you rejected bipartisanship?
\r\n
\r\nTHE PRESIDENT: No, I haven’t at all. I’ve been meeting — when is the last time a President invited the opposite party down at least a half a dozen times to talk about issues? Everything from how we work — we’re working with a group of 20 members of the Senate right now and House on how we reestablish our ability to make computer chips and how we get ahead of the game, how we can work together. And we’re working together on a bunch of things.
\r\n
\r\nBut, look, I know Mitch well; Mitch knows me well. I would expect Mitch to say exactly what he said. But this is a matter of making sure that — I would like Republican — elected Republican support, but what I know I have now is that I have electoral support from Republican voters. Republican voters agree with what I’m doing.
\r\n
\r\nAnd so, unless Mitch says the last thing I did is — the last piece of legislation is so far left — well, then he ought to a look at his party. Over 50 percent of them must be over that edge as well because they support what I did.
\r\n
\r\nOkay. Where am I here? Let me see. Kaitlan.
\r\n
\r\nQ  Thank you very much, Mr. President. I have a question for you, but first I’d like to follow up on a question from Yamiche, and that’s on the filibuster.
\r\n
\r\nTHE PRESIDENT: That counts as a question, but go ahead.
\r\n
\r\nQ  Okay. I’ll make it quick. It’s a quick question.
\r\n
\r\nTHE PRESIDENT: No, no — you can.
\r\n
\r\nQ  Regarding the filibuster: At John Lewis’s funeral, President Barack Obama said he believed the filibuster was a “relic” of the Jim Crow era. Do you agree?
\r\n
\r\nTHE PRESIDENT: Yes.
\r\n
\r\nQ  And if not, why not abolish it if it’s a relic of the Jim Crow era?
\r\n
\r\nTHE PRESIDENT: Successful electoral politics is the art of the possible. Let’s figure out how we can get this done and move in the direction of significantly changing the abuse of even the filibuster rule first. It’s been abused from the time it came into being — by an extreme way in the last 20 years. Let’s deal with the abuse first.
\r\n
\r\nQ  It sounds like you’re moving closer to eliminating the filibuster. Is that correct?
\r\n
\r\nTHE PRESIDENT: I answered your question.
\r\n
\r\nQ  You also just made some news by saying that you are going to run for reelection.
\r\n
\r\nTHE PRESIDENT: I said, “That is my expectation.”
\r\n
\r\nQ  So is that a “yes” that you are running for reelection?
\r\n
\r\nTHE PRESIDENT: Look, I — I don’t know where you guys come from, man. I’ve never been able to travel. I’m a great respecter of fate. I’ve never been able to plan four and half, three and a half years ahead for certain.
\r\n
\r\nQ  And if you do —
\r\n
\r\nTHE PRESIDENT: It —
\r\n
\r\nQ  If you do run, will Vice President Harris be on your ticket?
\r\n
\r\nTHE PRESIDENT: I would fully expect that to be the case. She’s doing a great job. She’s a great partner. She’s a great partner.
\r\n
\r\nQ  And do you believe you’ll be running against former President Trump?
\r\n
\r\nTHE PRESIDENT: Oh, come on. I don’t even think about — I don’t — I have no idea. I have no idea if there will be a Republican Party. Do you? I know you don’t have to answer my question, but, I mean, you know, do you?
\r\n
\r\nI mean, look, this is — the way I view things — I’ve become a great respecter of fate in my life. I set a goal that’s in front of me to get things done for the people I care most about, which are hardworking, decent American people who are getting — really having it stuck to them.
\r\n
\r\nI want to change the paradigm. I want to change the paradigm. We start to reward work, not just wealth. I want to change the paradigm.
\r\n
\r\nIf you notice — don’t you find it kind of interesting that my Republican friends were worried about that the cost and the taxes that had to be had — if there is any tax to be had, as they talk about it — in dealing with the — the act that we just passed which puts money in people’s pockets — ordinary people.
\r\n
\r\nDid you hear them complain when they passed close to a $2 trillion Trump tax cut — 83 percent going to the top 1 percent? Did you hear them talk about that all? I love the fact that they’ve found this whole idea of concern about the federal budget. It’s kind of amazing.
\r\n
\r\nWhen the federal budget is saving people’s lives, they don’t think it’s such a good idea. When the federal budget is feathering the nest of the wealthiest Americans — 90 of the Fortune 500 companies making billions of dollars not paying a cent in taxes; reducing taxes to the point that people who are making — you know, if you’re a husband and wife, a schoolteacher and a cop, you’re paying at a higher rate than the average person making a billion dollars a year is — something is wrong. Their newfound concern.
\r\n
\r\nI’m concerned — look, I meant what I said when I ran. And a lot of you still think I’m wrong, and I respect that. I said, “I’m running for three reasons: to restore the soul, dignity, honor, honesty, transparency to the American political system; two, to rebuild the backbone of this country — the middle class, hardworking people, and people struggling to get in the middle class. They built America, and unions built them.” The third reason I said I was running was to unite the country. And, generically speaking, all of you said, “No, you can’t do that.” Well, I’ve not been able to unite the Congress, but I’ve been uniting the country, based on the polling data. We have to come together. We have to.
\r\n
\r\nSo, from my perspective, you know, it’s a — to me, it’s about just, you know, getting out there, putting one foot in front of the other and just trying to make things better for people — just hardworking people. People get up every morning and just want to figure out how to put food on the table for their kids, to be able have a little bit of breathing room, being able to have — make sure that they go to bed not staring at the ceiling, like my dad, wondering whether — since he didn’t have health insurance, what happens if mom gets sick or he got sick. These are basic things. Basic things.
\r\n
\r\nAnd I’m of the view that the vast majority of people, including registered Republicans, by and large, share that — that same — that same view, that same sense of what is — you know, what’s appropriate.
\r\n
\r\nJustin. Justin Sink, Bloomberg.
\r\n
\r\nQ  Thanks, Mr. President. I wanted to ask about your relationship with China now that you’ve been in office for a couple months. There’s obviously the meeting in Alaska that was a little theatrical, and there’s the continued human rights abuses.
\r\n
\r\nSo, today, I’m wondering: Are you more likely than you were when you came into office to maintain tariffs on China? Are you considering banning imports of forced-labor products? And would you consider cutting off U.S. investment or Chinese access to international payment systems?
\r\n
\r\nTHE PRESIDENT: Well, look, they’re each specifically legitimate questions, but they only touch a smidgen of what the relationship with China really is about.
\r\n
\r\nI’ve known Xi Jinping for a long time. Allegedly, by the time I left office as Vice President, I had spent more time with Xi Jinping than any world leader had, because President Obama and the Chinese President Hu decided we should get to know one another since it was inappropriate for the President of the United States to spend time with the vice president of another country. But it was obvious he was going to become the new leader of China.
\r\n
\r\nSo, I spent hours upon hours with him alone with an interpreter — my interpreter and his — going into great detail. He is very, very straightforward. Doesn’t have a democratic — with a small “D” — bone in his body. But he’s a smart, smart guy. He’s one of the guys, like Putin, who thinks that autocracy is the wave of the future and democracy can’t function in an ever — an ever-complex world.
\r\n
\r\nSo, when I was elected and he called to congratulate me, I think to the surprise of the China experts who were — his people were on call as well as mine, listening — we had a two-hour conversation. For two hours.
\r\n
\r\nAnd we made several things clear to one another. I made it clear to him again what I’ve told him in person on several occasions: that we’re not looking for confrontation, although we know there will be steep, steep competition.
\r\n
\r\nTwo, that we’ll have strong competition but we’ll insist that China play by the international rules: fair competition, fair practices, fair trade.
\r\n
\r\nThirdly, in order to compete effectively, I indicated that we’re going to deal with China effectively, and we’re going to need three things to do that. I tell him, our people. First, we’re going to invest in American workers and American science. I said that all through the campaign and I say it again. And we’re — and I’m setting up my administration to be able to do that, which is that, you know, back in the ‘60s, we used to invest a little over 2 percent of our entire GDP in pure research and investment in science. Today, it’s 0.7 percent. I’m going to change that. We’re going to change that.
\r\n
\r\nThe future lies in who can, in fact, own the future as it relates to technology, quantum computing, a whole range of things, including in medical fields. And so what I’m going to do is make sure we invest closer to 2 percent.
\r\n
\r\nOne of the reasons why I’ve set up the — the PAB [PCAST] — the President’s board with scientists and the like, again — is we’re going to invest in medical research — cancer, Alzheimer’s, diabetes, the things — industries of the future — artificial intelligence, quantum computing, biotech. And we’re going to make real investments. China is out investing us by a longshot, because their plan is to own that future.
\r\n
\r\nThe third — the second thing we’re going to do is we’re going to reestablish our alliances. And I’ve been very clear with him, it’s not anti-Chinese. And we’ve talked about it.
\r\n
\r\nI want to make sure that, for example, later today, after this — as a matter of fact, shortly after this, which is fine; we’ve been going close to an hour. I’m happy to go longer. But one of the things that I’m going to be doing, I’m going to be speaking with the 27 heads of state in Europe and very shortly — I think within the next hour or so. I don’t know the exact time.
\r\n
\r\nAnd earlier this month — and apparently it got the Chinese’s attention; that’s not why I did it — I met with our allies and how we’re going to hold China accountable in the region: Australia, India, Japan, and the United States — the so-called Quad. Because we have to have democracies working together.
\r\n
\r\nBefore too long, I’m going to have — I’m going to invite an alliance of democracies to come here to discuss the future. And so we’re going to make it clear that in order to deal with these things, we are going to hold China accountable to follow the rules — to follow the rules — whether it relates to the South China Sea or the North China Sea, or their agreement made on Taiwan, or a whole range of other things.
\r\n
\r\nAnd the third thing, and the thing that I admire about dealing with Xi is he understands — he makes no pretense about not understanding what I’m saying any more than I do him — I pointed out to him: No leader can be sustained in his position or her position unless they represent the values of the country. And I said as — “And, Mr. President, as I’ve told you before, Americans value the notion of freedom. America values human rights. We don’t always live up to our expectations, but it’s a values system. We are founded on that principle. And as long as you and your country continues to so blatantly violate human rights, we’re going to continue, in an unrelenting way, to call to the attention of the world and make it clear — make it clear what’s happening.”

\r\n\r\n

And he understood that. I made it clear that no American President — at least one did — but no American President ever back down from speaking out of what’s happening to the Uighurs, what’s happening in Hong Kong, what’s happening in-country.

\r\n\r\n

That’s who we are. The moment a President walks away from that, as the last one did, is the moment we begin to lose our legitimacy around the world. It’s who we are.

\r\n\r\n

So I see stiff competition with China. China has an overall goal, and I don’t criticize them for the goal, but they have an overall goal to become the leading country in the world, the wealthiest country in the world, and the most powerful country in the world. That’s not going to happen on my watch because the United States are going to continue to grow and expand.

\r\n\r\n

Q  All right. Just to follow up on the meeting of democracies: Is that where you expect, in a multilateral way, to make these decisions about sanctions? Or —

\r\n\r\n

THE PRESIDENT: No, that’s not where I make the decision; that’s where I make sure we’re all on the same page. All on the same page. Look, I predict to you, your children or grandchildren are going to be doing their doctoral thesis on the issue of who succeeded: autocracy or democracy? Because that is what is at stake, not just with China.

\r\n\r\n

Look around the world. We’re in the midst of a fourth industrial revolution of enormous consequence. Will there be middle class? How will people adjust to these significant changes in science and technology and the environment? How will they do that? And are democracies equipped — because all the people get to speak — to compete?

\r\n\r\n

It is clear, absolutely clear — and most of the scholars I dealt with at Penn agree with me around the country — that this is a battle between the utility of democracies in the 21st century and autocracies.

\r\n\r\n

If you notice, you don’t have Russia talking about communism anymore. It’s about an autocracy. Demand decisions made by a leader of a country — that’s what’s at stake here. We’ve got to prove democracy works.

\r\n\r\n

Q  And, Mr. President, sorry, I know you haven’t had a chance to address the tragedies in Georgia and Colorado. You had said to stay tuned for actions that you might take on gun control. Wondering if you’ve made a decision either about sending the manufacturer liability bill that you had promised on day one to Capitol Hill, or executive actions like going after ghost guns or giving money to cities and states to battle gun control.

\r\n\r\n

THE PRESIDENT: All the above. It’s a matter of timing.

\r\n\r\n

As you’ve all observed, successful presidents — better than me — have been successful, in large part, because they know how to time what they’re doing — order it, decide and prioritize what needs to be done.

\r\n\r\n

The next major initiative is — and I’ll be announcing it Friday in Pittsburgh, in detail — is to rebuild the infrastructure — both physical and technological infrastructure in this country — so that we can compete and create significant numbers of really good-paying jobs. Really good-paying jobs.

\r\n\r\n

And some of you have been around long enough to know that used to be a great Republican goal and initiative. I still think the majority of the American people don’t like the fact that we are now ranked, what, 85th in the world in infrastructure.

\r\n\r\n

I mean, look, the future rests on whether or not we have the best airports that are going to accommodate air travel, ports that you can get in and out of quickly, so businesses decide.

\r\n\r\n

Some of you, if you were ever local reporters, and you found your governor or mayor trying to attract business to your community, what’s the first thing that businesses asked? “What’s the closest access to — access to an interstate highway? How far am I from a freight rail? Is the water — is the water available? Is there enough water available for me to conduct my business?” All the things that relate to infrastructure.

\r\n\r\n

We have somewhere — I asked the staff to write it down for me, and they did — not for this, but for a longer discussion. We have somewhere, in terms of infrastructure — we have — we rank 13th globally in infrastructure. China is investing three times more in infrastructure than the United States is.

\r\n\r\n

Bridges: More than one third of our bridges — 231,000 of them — need repairs. Some are physical safety risks or preservation work. One in five miles of our highways and major roads are in poor condition. That’s 186,000 miles of highway. Aviation: 20 percent of all flights — 20 percent of all flights weren’t on time, resulting in 1.5 million hours lost in production. Six to ten million homes in America still have lead pipes servicing their water lines. We have over 100,000 wellheads that are not capped, leaking methane.

\r\n\r\n

What are we doing? And, by the way, we can put as many pipefitters and miners and — to work capping those wells at the same price that they would charge to dig those wells.

\r\n\r\n

So, I — I just find it frustrated — frustrating to talk about.
\r\n
\r\nLast point I’ll make on the infrastructure — and I apologize for spending more time on it, but — is that if you think about it, it’s the place where we will be able to significantly increase American productivity, at the same time providing really good jobs for people. But we can’t build back to what they used to be. We have to build — the environment has — global warming has already done significant damage.
\r\n
\r\nThe roads that used to be above the water level — didn’t have to worry about where the drainage ditch was — now you got to rebuild them three feet higher. Because it’s not going to go back to what it was before; it will only get worse, unless we stop it.
\r\n
\r\nThere’s so much we can do. Look at all of the schools in America. Most of you live in the Washington area now. But in your hometowns — I don’t know where you’re all from — how many schools where the kids can’t drink the water out of the fountain? How many schools are still in the position where there’s asbestos? How many schools in America we’re sending our kids to don’t have adequate ventilation? How many homes, buildings, office complexes are wasting billions of barrels of oil over time because they can’t hold in the heat or the air conditioning because it leaks through the windows that are so porous and the connections? It’s amazing.
\r\n
\r\nSo there’s so much we can do that’s good stuff, makes people healthier, and creates good jobs.
\r\n
\r\nAnd I think that I got one more question here. Janet from Univision.
\r\n
\r\nQ  Thank you, Mr. President. We, too, have been reporting at the border. And just like Cecilia, we ran into a pair of siblings who came in on Monday, who were detained by CBP — had the phone number for their mother who lives in the U.S.  We have contacted the mother. That’s the only way they know her kids are here because CBP, today, Thursday, has not contacted that mother. So when can we expect your promise of things getting better with contacting and expediency and processing?
\r\n
\r\nTHE PRESIDENT: Well, they’re already getting better, but they’re going to get real — they’ll get a whole hell of lot better real quick, or we’re going to hear of some people leaving, okay?
\r\n
\r\nWe can get this done. We’re going to get it done.
\r\n
\r\nI had a long meeting with the entire team and several Cabinet-level officers the other night. We’re going to be moving, within the next — within the next week, over 100,000 — I mean, 1,000 people out of the Border Patrol into safe, secure beds and facilities. We’re going to significantly ramp up. We’re already out there contacting everyone, from getting some of the employees at HHS — and there’s a lot of them doing other things — and move them into making those calls. We’re in a — we’re in the process of rearranging and providing for the personnel needed to get that done.
\r\n
\r\nBut I admire the fact that you were down there; you’re making the calls yourself. It’s real.
\r\n
\r\nThe next thing that has to happen though — as you well know has to happen — there have to be some certitude that this is the — actually mom, dad, or whomever. And there’s ways to do that. There’s ways to do that — a little bit like determining whether or not you got the right code for your credit card, you know? “What was your dog’s name?” kind of a thing. I’m being a bit facetious, but not really. And also seeking harder data, from DNA to — to birth certificates, which takes longer. 
\r\n
\r\nSo, I want to do this as quickly as humanly possible and as safely as possible.
\r\n
\r\nQ  As you well know, treating the root cau- — causes in Latin America doesn’t change things overnight. How do you realistically and physically keep these families from coming to the U.S. when things will not get better in their countries right away?
\r\n
\r\nTHE PRESIDENT: Well, I can’t guarantee that. But I know, you know, that old thing: The journey of 1,000 miles starts with the first step.
\r\n
\r\nYou know as well as I do; you cover it: You have serious — it’s not like somebody at a sitting hand-hewn table in Guatemala — I mean, in — in somewhere in Mexico or in Guadalupe, saying, “I got a great idea. Let’s sell everything we have. Give it to a coyote. Have him take our kids across the border and into a desert where they don’t speak the language. Won’t that be fun? Let’s go.” That’s not how it happens. People don’t want to leave.
\r\n
\r\nWhen my great grandfather got on a coffin ship in the Irish Sea, expectation was: Was he going to live long enough on that ship to get to the United States of America? But they left because of what the Brits had been doing. They were in real, real trouble. They didn’t want to leave. But they had no choice. So you got — we can’t — I can’t guarantee we’re going to solve everything, but I can guarantee we can make everything better. We can make it better. We can change the lives of so many people.
\r\n
\r\nAnd the other thing I want to point out to you and I hope you point out: I realize it’s much more heart wrenching — and it is — to deal with a five- and six- and seven-year-old. But you went down there, and you saw: The vast majority of these children — 70 percent — are 16 years old, 17 years old, and mostly males. Doesn’t make it — that doesn’t make it good, bad, or indifferent. But the idea that we have tens of thousands of kids in these God-awful facilities that are, really, little babies crying all night — and there’s some; that’s true. That’s why we got to act.
\r\n
\r\nAnd yesterday, I asked my team — both the director of the two agencies, as well as others — I asked them what would they, in fact — and I asked their opinion because they’re the experts — but I said, “Focus on the most vulnerable immediately.”
\r\n
\r\nBut there’s no reason why, in the next month, as people cross the border, that phone call can’t be made in the first 48 hours and begin.
\r\n
\r\nQ  If I may ask one last question: Have you had any talks with Senate Republicans who are threatening this administration with not considering the immigration legislation that was passed in the House until the situation at the border has been resolved?
\r\n
\r\nTHE PRESIDENT: No, because I know they have to posture for a while. They sort of got to get it out of their system. This is a — but I’m ready to work with any Republican who wants to help solve the problem and make the situation better.
\r\n
\r\nBut, folks, I’m going. Thank you very, very much. I appreciate it. Thank you.

\r\n", + "audio": "https://d4q9blt8qjhv3.cloudfront.net/americanpresident/audio/President_Biden_First_Press_Conference.mp3", + "introduction": "

President Joe Biden holds the first press conference of his presidency. He begins with a progress report on the vaccination efforts to combat the COVID-19 pandemic. He also responds to questions from the press about immigration, the Senate filibuster, Afghanistan, and voting rights. 

\r\n" +} \ No newline at end of file diff --git a/talk/US_presidential_speech/10/material.md b/talk/US_presidential_speech/10/material.md new file mode 100644 index 0000000000000000000000000000000000000000..657833dd8a2709f427b8e04a66eead79f7e498e9 --- /dev/null +++ b/talk/US_presidential_speech/10/material.md @@ -0,0 +1,445 @@ +March 25, 2021: First Press Conference + +Author: Joe Biden + +THE PRESIDENT: Please, please sit down. Thank you. Thank you. Good afternoon. Before I take questions, I want to make — give you a progress report to the nation on where we stand 65 days into office here on vaccinations and a few other top priorities for the American people. + +First, on vaccinations: On December 8th, I indicated that I hoped to get 100 million shots in people’s arms in my first 100 days. We met that goal last week by day 58 — 42 days ahead of schedule. + +Now, today, I’m setting a second goal, and that is: We will, by my 100th day in office, have administered 200 million shots in people’s arms. That’s right: 200 million shots in 100 days. + +I know it’s ambitious, twice our original goal, but no other country in the world has even come close — not even close — to what we are doing. And I believe we can do it. + +And today, we’ve made a historic investment in reaching the hardest-hit and the most vulnerable communities, the highest-risk communities — as a consequence of the virus — by investing an addition $10 billion in being able to reach them. + +I also set a goal, before I took office, of getting a majority of schools in K through 8 fully open in the first 100 days. Now, thanks to the enormous amount of work done by our administration, educators, parents, local, state education officials and leaders — a recent Department of Education Department survey shows that nearly half of the K-through-8 schools are open now full time, five days a week, for in-person learning. Not yet a majority, but we’re really close. And I believe, in the 35 days left to go, we’ll meet that goal as well. + +As of yesterday, more than 100 million payments of $1,400 have gone into people’s bank accounts. That’s real money in people’s pockets, bringing relief instantly, almost. And millions more will be getting their money very soon. + +One final note: Since we passed the American Rescue Plan, we’re starting to see new signs of hope in our economy. Since it was passed, a majority — a majority of economic forecasters have significantly increased their projections on the economic growth that’s going to take place this year. They’re now projecting it will exceed 6 percent — a 6 percent growth in GDP. + +And just this morning, we learned that the number of people filing for weekly unemployment insurance fell by nearly 100,000 persons. That’s the first time in a year the number has fallen below the pre-pandemic high. + +So there are still too many Americans out of work, too many families hurting, and we still have a lot of work to do. + +But I can say to you, the American people: Help is here, and hope is on the way. + +Now I’ll be happy to take your questions. + +Zeke, the Associated Press. + +Q  Thank you, Mr. President. You mentioned your progress on COVID-19. I’d like to ask you about some of the other issues facing your presidency. One of the defining challenges you face in the coming months is how to deliver on your promise to Americans on issues like immigration reform, gun control, voting rights, climate change. All of those right now are facing stiff, united opposition from Republicans on Capitol Hill. How far are you willing to go to achieve those promises that you made to the American people? + +THE PRESIDENT: Well, I’m going to — look, when I took office, I decided that it was a fairly basic, simple proposition, and that is: I got elected to solve problems. And the most urgent problem facing the American people, I stated from the outset, was COVID-19 and the economic dislocation for millions and millions of Americans. And so that’s why I put all my focus in the beginning — there are a lot of problems — put all my focus on dealing with those particular problems. + +And the other problems we’re talking about, from immigration to guns and the other things you mentioned, are long-term problems; they’ve been around a long time. And what we’re going to be able to do, God willing, is now begin, one at a time, to focus on those as well, and — whether it’s immigration or guns or a number of other problems that face the country. + +But the fundamental problem is getting people some peace of mind so they can go to bed at night and not stare at the ceiling wondering whether they lost their health insurance, whether they’re going to lose a family member, whether they’re going to be in a position where they’re not going to be — they’re going to lose their home because they can’t pay their mortgage, or that millions of people are going to get thrown out of their homes because of the inability to — to pay their rent. + +So we’re going to move on these one at a time, try to do as many simultaneously as we can. But that’s the reason why I focused as I have. + +And here’s the deal: I think my Republican colleagues are going to have to determine whether or not we want to work together, or they decide that the way in which they want to proceed is to — is to just decide to divide the country, continue the politics of division. But I’m not going to do that; I’m just going to move forward and take these things as they come. + +Q  And just to — to follow up, Mr. President, can your presidency be a success if you can’t make progress on those four challenges: climate change, immigration reform, gun control, voting rights? + +THE PRESIDENT: Well, I plan on making progress on all of them, but that’s going to be for the American people to decide. + +I think — you know, I doubt whether — maybe you did; maybe others did. I thought — many of you thought there was no possibility of my getting the plan I got passed, passed, without any Republican votes. A pretty big deal. It got passed. Growing the economy. People’s lives are changing. + +So let’s see what happens. All I know, I’ve been hired to solve problems — to solve problems, not create division. + +Okay. How about Yamiche? + +Q  Thanks so much, Mr. President. You’ve said over and over again that immigrants shouldn’t come to this country right now; this isn’t the time to come. That message is not being received. Instead, the perception of you that got you elected — as a moral, decent man — is the reason why a lot of immigrants are coming to this country and entrusting you with unaccompanied minors. + +How do you resolve that tension? And how are you choosing which families can stay and which can go, given the fact that even though, with Title 42, there are some families that are staying? And is there a timeline for when we won’t be seeing these overcrowded facilities with — run by CPB [sic], when it comes to unaccompanied minors? + +THE PRESIDENT: Well, look, I guess I should be flattered people are coming because I’m the nice guy; that’s the reason why it’s happening — that I’m a decent man or however it’s phrased. That — you know, that’s why they’re coming, because they know Biden is a good guy. + +The truth of the matter is: Nothing has changed. As many people came — 28 percent increase in children to the border in my administration; 31 percent in the last year of — in 2019, before the pandemic, in the Trump administration. It happens every single, solitary year: There is a significant increase in the number of people coming to the border in the winter months of January, February, March. That happens every year. + +In addition to that, there is a — and nobody — and, by the way, does anybody suggest that there was a 31 percent increase under Trump because he was a nice guy and he was doing good things at the border? That’s not the reason they’re coming. + +The reason they’re coming is that it’s the time they can travel with the least likelihood of dying on the way because of the heat in the desert, number one. Number two, they’re coming because of the circumstances in-country — in-country. + +The way to deal with this problem — and I started to deal with it back when I was a United States senator — I mean, Vice President — putting together a bipartisan plan of over $700 million to deal with the root causes of why people are leaving. + +What did Trump do? He eliminated that funding. He didn’t use it. He didn’t do it. And in addition to that, what he did — he dismantled all the elements that exist to deal with what had been a problem and — and has been — continued to be a problem for a long time. He, in fact, shut down the — the number of beds available. He did not fund HHS to get people to get the children out of those — those Border Patrol facilities where they should not be and not supposed to be more than a few days — a little while. But he dismantled all of that. + +And so what we’re doing now is attempting to rebuild — rebuild the system that can accommodate the — what is happening today. And I like to think it’s because I’m a nice guy, but it’s not. It’s because of what’s happened every year. + +Let me say one other thing on this. If you take a look at the number of people who are coming, the vast majority, the overwhelming majority of people coming to the border and crossing are being sent back — are being sent back. Thousands — tens of thousands of people who are — who are over 18 years of age and single — people, one at a time coming, have been sent back, sent home. + +We’re sending back the vast majority of the families that are coming. We’re trying to work out now, with Mexico, their willingness to take more of those families back. But we — that’s what’s happening. They’re not getting across the border. + +And those who are coming across the border, who are unaccompanied children, we’re moving rapidly to try to put in place what was dismantled, as I said. For example, of all the children who are coming across the border, over 70 percent are either 16 or 17 years old. We’re not talking about people ripping babies from mothers’ arms or little three-year-olds standing on the border. Less than — I think it’s one and a half percent fall in the category of the very young. + +So what we’re doing is we’re providing for the space, again, to be able to get these kids out of the Border Patrol facilities, which no child — no one should be in any longer than 72 hours. + +And today, I went to — for example, I used all the resources available to me, went to the Defense Department, and — and the Secretary of Defense has just made available Fort Bliss — 5,000 beds be made easily available. Five thousand beds on the Texas border. + +So we’re building back up the capacity that should have been maintained and built upon that Trump dismantled. It’s going to take time. + +And the other thing we’re doing, I might add — am I giving you too long an answer? Because if you don’t want the details — + +Q  (Inaudible.) + +THE PRESIDENT: No, no, but I mean — I don’t know how much detail you want about immigration. Maybe I’ll stop there and fin- — + +Q  My follow-up question is: One, if you could talk a little bit about which families — why they’re being allowed to stay. The families that are being allowed to stay, why they’re being allowed to stay. + +And in addition to that, when it comes to the filibuster, which is what Zeke was asking about, there’s — immigration is a big issue, of course, when it — related to the filibuster, but there’s also Republicans who are passing bill after bill, trying to restrict voting rights. Chuck Schumer is calling it an “existential threat” to democracy. Why not back a filibuster rule that at least gets around issues including voting rights or immigration? + +Jim Clyburn, someone who — of course, who you know very well, has backed the idea of a filibuster rule when it comes to civil rights and voting rights. + +THE PRESIDENT: Well, look, I’m going to deal with all of those problems. The question is, the priorities as they come and land on my plate. + +Let’s go to the first question you asked — the first of the second question you asked. And that is: What about dealing with families? Why are not — some not going back? Because Mexico is refusing to take them back. They’re saying they won’t take them back — not all of them. + +We’re in negotiations with the President of Mexico. I think we’re going to see that change. They should all be going back, all be going back. The only people we’re not going to let sitting there on the other side of the Rio Grande by themselves with no help are children. + +And what we’re doing there, and it’s an important point to understand — I know you understand; I don’t mean to say it that way — an important point to focus on: The vast majority of people under the age of 18 coming to United States come with a telephone number on a wristband or come with a telephone number in their pocket in the United States — a mother, a father, a close relative, a grandmom or a grandpop. + +What was happening before is it was taking literally weeks and weeks, and maybe even months, before anybody would pick up the phone and call to see if there really was someone there. Well, we’ve set up a system now where, within 24 hours, there’s a phone call made as that person or that child crosses the border. And then a verification system is being put in place as of today to determine quickly whether or not that is a trafficker being called or that is actually a mom, a dad, and/or a close relative. They’re establishing that right off the bat. + +If it, in fact, is Mom or Dad, Dad says — to take the extreme case — “I got a birth certificate.” Then guess what? We’re getting that kid directly to that parent immediately. + +And so that’s going to reduce significantly — there’s two ways to reduce child populations in circumstances that are not acceptable, like being held at a Border Patrol station. One is to get them to the place where they have a relative and set a date as to when a hearing can be held. The second way to do it is put them in a Health and Human Services facility that we’re occupying now — both licensed beds around the country that exist, as well as, for example, federal resources like Fort Bliss — to get them safely in a place where they can be taken care of while their fate is determined. + +Q  And can you answer the filibuster (inaudible)? + +THE PRESIDENT: Filibuster. Filibuster. You know, with regard to the filibuster, I believe we should go back to a position on the filibuster that existed just when I came to the United States Senate 120 years ago. And that is that — it used to be required for the filibuster — and I had a card on this; I was going to give you the statistics, but you probably know them — that it used to be that, that from between 1917 to 1971 — the filibuster existed — there was a total of 58 motions to break a filibuster that whole time. Last year alone, there were five times that many. So it’s being abused in a gigantic way. + +And, for example, it used to be you had to stand there and talk and talk and talk and talk until you collapsed. And guess what? People got tired of talking and tired of collapsing. Filibusters broke down, and we were able to break the filibuster, get a quorum, and vote. + +So I strongly support moving in that direction, in addition to having an open mind about dealing with certain things that are — are just elemental to the functioning of our democracy, like the right to vote — like the basic right to vote. We’ve amended the filibuster in the past. + +But here’s the deal: As you observed, I’m a fairly practical guy. I want to get things done. I want to get them done, consistent with what we promised the American people. And in order to do that in a 50-50 Senate, we’ve got to get to the place where I get 50 votes so that the Vice President of the United States can break the tie, or I get 51 votes without her. + +And so, I’m going to say something outrageous: I have never been particularly poor at calculating how to get things done in the United States Senate. So the best way to get something done, if you — if you hold near and dear to you that you like to be able to — anyway — + +I — we’re going to get a lot done. And if we have to — if there’s complete lockdown and chaos as a consequence of the filibuster, then we’ll have to go beyond what I’m talking about. + +Okay. Hang on. Sorry. Oh, Seung Min — Ms. Kim. + +Q  Thank you, Mr. President, to follow up on the filibuster: So do you believe it should take 60 votes to end a filibuster on legislation or 51? + +THE PRESIDENT: (Laughs.) If we could end it with 51, we would have no problem. You’re going to have to — the existing rule — it’s going to be hard to get a parliamentary ruling that allows 50 votes to end the filibuster, the existence of a filibuster. + +But it’s not my expertise, in what the parliamentary rules and how to get there are. But our preoccupation with the filibuster is totally legitimate, but in the meantime, we got a lot we can do while we’re talking about what we’re going to do about the filibuster. + +Let me get here. Okay, Cecilia Vega. + +Q  I’d like to circle back to immigration, please. You just listed the reasons that people are coming, talking about in-country problems, saying that it happens every year; you blamed the last administration. Sir, I just got back last night from a reporting trip to the border where I met nine-year-old, Yossell, who walked here from Honduras by himself, along with another little boy. He had that phone number on him — + +THE PRESIDENT: Astounding. + +Q  — and we were able to call his family. His mother says that she sent her son to this country because she believes that you are not deporting unaccompanied minors like her son. That’s why she sent him alone from Honduras. + +So, sir, you blamed the last administration, but is your messaging — in saying that these children are and will be allowed to stay in this country and work their way through this process — encouraging families like Yossell says to come? + +THE PRESIDENT: Well, look, the idea that I’m going to say — which I would never do — “if an unaccompanied child ends up at the border, we’re just going to let him starve to death and stay on the other side” — no previous administration did that either, except Trump. I’m not going to do it. I’m not going to do it. + +That’s why I’ve asked the Vice President of the United States, yesterday, to be the lead person on dealing with focusing on the fundamental reasons why people leave Honduras, Guatemala, and El Salvador in the first place. It’s because of earthquakes, floods. It’s because of lack of food. It’s because of gang violence. It’s because of a whole range of things. + +That — when I was Vice President and had the same obligation to deal with unaccompanied children, I was able to get it slowed up significantly by working with the heads of state of those communities to do things like — in one of the major cities, the reason people were leaving is they couldn’t walk in the street because they were getting — their kids were getting beat up or shot or in gang violence. + +Well, what I was able to do is not give money to the head of state, because so many are corrupt, but I was able to say, “Okay, you need lighting in the streets to change things? I’ll put the lighting in.” We got a contractor. We got the type of lighting. We paid directly to the contractor; it did not go through the government. And violent crime significantly was reduced in that city. Fewer people sought to leave. + +When this hurricane occurred — two hurricanes — instead of us going down and helping in a major way, so that people would not have reason to want to leave in the first place because they didn’t have housing or water or sustenance, we did nothing. We’re going to do a lot in our administration. We’re going to be spending that 700-plus million dollars a year to change the life and circumstances of why people leave in the first place. + +That mother did not sit around with — on the kitchen table and say, “You know, I got a great idea: The way I’m going to make sure my son get taken care of is I’m going to put a…” — how old was he, or she? + +Q  He’s — he’s nine. I also met a 10-year-old. + +THE PRESIDENT: A nine-year-old. “I’m going to send him on a thousand-mile journey across the desert and up to the United States because I know Joe Biden is a nice guy and he’ll take care of him.” + +What a desperate act to have to take. The circumstances must be horrible. So we can do something about that. That’s what the Vice President is going to be doing: what I did. When President Obama asked me to come and deal, I was in — I was in Turkey at the time, and he said, “You got to come home and take care of this.” So we put together a plan and it had an impact. + +And so, the question here is whether — how we go ahead and do this; what we do. There’s no easy answer + +Q  A quick follow, if I may.  Do you want to see these unaccompanied minors staying in this country, or should they be deported eventually? + +THE PRESIDENT: Well, the judgment has to be made whether or not — and in this young man’s case, he has a mom at home; there’s an overwhelming reason why he’d be put in a plane and flown back to his mom. + +Q  Final follow, sir. You mentioned circumstances that must be horrific. The Customs and Border Protection facility in Donna, Texas — I was there — is at 1,556 percent capacity — + +THE PRESIDENT: Yep. + +Q  — right now, with mostly unaccompanied minors. There are kids that are sleeping on floors. They are packed into these pods. I’ve spoken to lawyers who say that they — some of these children have not seen the sun in days. What’s your reaction — what is your reaction to these images that have come out from that particular facility? Is what’s happening inside acceptable to you? And when is this going to be fixed? + +THE PRESIDENT: Is — that’s a serious question, right? + +Is it acceptable to me? Come on. That’s why we’re going to be moving a thousand of those kids out quickly. That’s why I got Fort Bliss opened up. That’s why I’ve been working from the moment this started to happen to try to find additional access for children to be able to safely — not just children, but particularly children — to be able to safely be housed while we follow through on the rest of what’s happening. + +That is totally unacceptable. + +Ken. + +Q  Thank you, Mr. President. I wanted to ask you about Afghanistan. You face a May 1st deadline for the withdrawal of U.S. troops from that country. As a candidate, in foreign affairs, you wrote that it is past time to end these forever wars. Can you commit to the American people that by May 2nd the U.S. will no longer have forces in Afghanistan? + +THE PRESIDENT: The answer is that it’s going to be hard to meet the May 1 deadline. Just in terms of tactical reasons, it’s hard to get those troops out. So, what we’ve been doing — what I’ve been doing and what Secretary Blinken has been doing — has been — we’ve been meeting with our allies, those other nations that have NATO Allies who have troops in Afghanistan as well. And if we leave, we’re going to do so in a safe and orderly way. + +We’re in consultation, I said, with our allies and partners in how to proceed. And Secretary Blinken is meeting in Brussels this week with our NATO Allies, particularly those who have forces there. + +And General Austin is — just met with Ghani and I’m waiting for the briefing on that. He is the — the “leader,” quote, in Afghanistan and Kabul. And there’s a U.N.-led process that’s beginning shortly on how to mechanically get people — how to end this war. + +But it is not my intention to stay there for a long time. But the question is: How and in what circumstances do we meet that agreement that was made by President Trump to leave under a deal that looks like it’s not being able to be worked out to begin with? How is that done? But we are not staying a long time. + +Q  You just said “if we leave.” Do you think it’s possible that we– + +THE PRESIDENT: We will leave. The question is when we leave. + +Q  Do you — sorry — do you believe, though, it’s possible we could have troops there next year? + +THE PRESIDENT: I — I can’t picture that being the case. + +Okay. Kristen. + +Q  Thank you very much, Mr. President. Given the conditions that were just laid out at the migrant facilities at the U.S. border, will you commit to allowing journalists to have access to the facilities that are overcrowded moving forward? + +THE PRESIDENT: I will commit when my plan, very shortly, is underway to let you have access to not just them, but to other facilities as well. + +Q  How soon will journalists be able to have access to the facilities? We’ve obviously been allowed to be inside one, but we haven’t seen the facilities in which children are packed together to really give the American people a chance to see that. Will you commit to transparency on this issue, Mr. President? + +THE PRESIDENT: I will commit to transparency, and — as soon as I am in a position to be able to implement what we are doing right now. + +And one of the reasons I haven’t gone down — I have all my — my chief folks have gone down — is I don’t want to become the issue. I don’t want to be, you know, bringing all of the Secret Service and everybody with me to get in the way. So this is being set up, and you’ll have full access to everything once we get this thing moving. + +Q  Okay. And just to be clear: How soon will that be, Mr. President? + +THE PRESIDENT: I don’t know, to be clear. + +Q  Okay. And do you bear responsibility for everything that’s happening at the border now? I hear you talking a lot about the past administration. You decided to roll back some of those policies, did you move too quickly to roll back (inaudible) policies? + +THE PRESIDENT: To roll back what? I’m sorry. + +Q  Did you move too quickly to roll back some of the executive orders of your predecessor? + +THE PRESIDENT: First of all, all the policies that were underway were not helping at all — did not slow up the amount of immigration — and there’s many people coming. + +And rolling back the policies of separating children from — from their mothers, I make no apology for that. Rolling back the policies of “Remain in Mexico,” sitting on the edge of the Rio Grande in a muddy circumstance with not enough to eat and — I make no apologies for that. + +I make no apologies for ending programs that did not exist before Trump became President that have an incredibly negative impact on the law, international law, as well as on human dignity. And so, I make no apologies for that. + +Q  If I could just ask you about foreign policy, Mr. President. Overnight, we learned that North Korea tested two ballistic missiles. What, if any, actions will you take? And what is your red line on North Korea? + +THE PRESIDENT: Let me say that, number one, U.N. Resolution 1718 was violated by those particular missiles that were tested — number one. We’re consulting with our allies and partners. And there will be responses — if they choose to escalate, we will respond accordingly. + +But I’m also prepared for some form of diplomacy, but it has to be conditioned upon the end result of denuclearization. So that’s what we’re doing right now: consulting with our allies. + +Q  Just a very quick follow-up — + +THE PRESIDENT: You’ve only got another hour now, okay? + +Q  Diplomacy: Can you define what you mean? And former President Obama warned the incoming President Trump that North Korea was the top foreign policy issue that he was watching. Is that how you assess the crisis in North Korea? + +THE PRESIDENT: Yes. + +Okay. Hang on a second here, Kristen. Nancy, CBS. + +Q  Thank you very much, Mr. President. I want to go back to voting rights. And as Yamiche mentioned, Republican legislatures across the country are working to pass bills that would restrict voting, particularly, Democrats fear, impacting minority voters and young voters — the very people who helped to get you elected in November. + +Are you worried that if you don’t manage to pass voting rights legislation that your party is going to lose seats and possibly lose control of the House and the Senate in 2022? + +THE PRESIDENT: What I’m worried about is how un-American this whole initiative is. It’s sick. It’s sick. Deciding in some states that you cannot bring water to people standing in line, waiting to vote; deciding that you’re going to end voting at five o’clock when working people are just getting off work; deciding that there will be no absentee ballots under the most rigid circumstances. + +It’s all designed — and I’m going to spend my time doing three things: One, trying to figure out how to pass the legislation passed by the House, number one. Number two, educating the American public. The Republican voters I know find this despicable. Republican voters, the folks out in — outside this White House. I’m not talking about the elected officials; I’m talking about voters. Voters. + +And so I am convinced that we’ll be able to stop this because it is the most pernicious thing. This makes Jim Crow look like Jim Eagle. I mean, this is gigantic what they’re trying to do, and it cannot be sustained. + +I’m going to do everything in my power, along with my friends in the House and the Senate, to keep that from — from becoming the law. + +Q  Is there anything else you can do about it besides passing legislation? + +THE PRESIDENT: The answer is “yes,” but I’m not going to lay out a strategy in front of the whole world and you now. + +Q  And then, on a related note, have you decided whether you are going to run for reelection in 2024? You haven’t set up a reelection campaign yet, as your predecessor had by this time. + +THE PRESIDENT: (Laughs.) My predecessor need do [sic] — needed to. My predecessor. Oh God, I miss him. + +Q  Have you — have you — + +THE PRESIDENT: No, the answer is “yes.” My plan is to run for reelection. That’s my expectation. + +Q  And then, on — on one other note, on bipartisanship: Your old friend, Mitch McConnell, says you have only spoken to each other once since you took office and that you have moved far left since taking office. Do you see it the same way he does? Have you rejected bipartisanship? + +THE PRESIDENT: No, I haven’t at all. I’ve been meeting — when is the last time a President invited the opposite party down at least a half a dozen times to talk about issues? Everything from how we work — we’re working with a group of 20 members of the Senate right now and House on how we reestablish our ability to make computer chips and how we get ahead of the game, how we can work together. And we’re working together on a bunch of things. + +But, look, I know Mitch well; Mitch knows me well. I would expect Mitch to say exactly what he said. But this is a matter of making sure that — I would like Republican — elected Republican support, but what I know I have now is that I have electoral support from Republican voters. Republican voters agree with what I’m doing. + +And so, unless Mitch says the last thing I did is — the last piece of legislation is so far left — well, then he ought to a look at his party. Over 50 percent of them must be over that edge as well because they support what I did. + +Okay. Where am I here? Let me see. Kaitlan. + +Q  Thank you very much, Mr. President. I have a question for you, but first I’d like to follow up on a question from Yamiche, and that’s on the filibuster. + +THE PRESIDENT: That counts as a question, but go ahead. + +Q  Okay. I’ll make it quick. It’s a quick question. + +THE PRESIDENT: No, no — you can. + +Q  Regarding the filibuster: At John Lewis’s funeral, President Barack Obama said he believed the filibuster was a “relic” of the Jim Crow era. Do you agree? + +THE PRESIDENT: Yes. + +Q  And if not, why not abolish it if it’s a relic of the Jim Crow era? + +THE PRESIDENT: Successful electoral politics is the art of the possible. Let’s figure out how we can get this done and move in the direction of significantly changing the abuse of even the filibuster rule first. It’s been abused from the time it came into being — by an extreme way in the last 20 years. Let’s deal with the abuse first. + +Q  It sounds like you’re moving closer to eliminating the filibuster. Is that correct? + +THE PRESIDENT: I answered your question. + +Q  You also just made some news by saying that you are going to run for reelection. + +THE PRESIDENT: I said, “That is my expectation.” + +Q  So is that a “yes” that you are running for reelection? + +THE PRESIDENT: Look, I — I don’t know where you guys come from, man. I’ve never been able to travel. I’m a great respecter of fate. I’ve never been able to plan four and half, three and a half years ahead for certain. + +Q  And if you do — + +THE PRESIDENT: It — + +Q  If you do run, will Vice President Harris be on your ticket? + +THE PRESIDENT: I would fully expect that to be the case. She’s doing a great job. She’s a great partner. She’s a great partner. + +Q  And do you believe you’ll be running against former President Trump? + +THE PRESIDENT: Oh, come on. I don’t even think about — I don’t — I have no idea. I have no idea if there will be a Republican Party. Do you? I know you don’t have to answer my question, but, I mean, you know, do you? + +I mean, look, this is — the way I view things — I’ve become a great respecter of fate in my life. I set a goal that’s in front of me to get things done for the people I care most about, which are hardworking, decent American people who are getting — really having it stuck to them. + +I want to change the paradigm. I want to change the paradigm. We start to reward work, not just wealth. I want to change the paradigm. + +If you notice — don’t you find it kind of interesting that my Republican friends were worried about that the cost and the taxes that had to be had — if there is any tax to be had, as they talk about it — in dealing with the — the act that we just passed which puts money in people’s pockets — ordinary people. + +Did you hear them complain when they passed close to a $2 trillion Trump tax cut — 83 percent going to the top 1 percent? Did you hear them talk about that all? I love the fact that they’ve found this whole idea of concern about the federal budget. It’s kind of amazing. + +When the federal budget is saving people’s lives, they don’t think it’s such a good idea. When the federal budget is feathering the nest of the wealthiest Americans — 90 of the Fortune 500 companies making billions of dollars not paying a cent in taxes; reducing taxes to the point that people who are making — you know, if you’re a husband and wife, a schoolteacher and a cop, you’re paying at a higher rate than the average person making a billion dollars a year is — something is wrong. Their newfound concern. + +I’m concerned — look, I meant what I said when I ran. And a lot of you still think I’m wrong, and I respect that. I said, “I’m running for three reasons: to restore the soul, dignity, honor, honesty, transparency to the American political system; two, to rebuild the backbone of this country — the middle class, hardworking people, and people struggling to get in the middle class. They built America, and unions built them.” The third reason I said I was running was to unite the country. And, generically speaking, all of you said, “No, you can’t do that.” Well, I’ve not been able to unite the Congress, but I’ve been uniting the country, based on the polling data. We have to come together. We have to. + +So, from my perspective, you know, it’s a — to me, it’s about just, you know, getting out there, putting one foot in front of the other and just trying to make things better for people — just hardworking people. People get up every morning and just want to figure out how to put food on the table for their kids, to be able have a little bit of breathing room, being able to have — make sure that they go to bed not staring at the ceiling, like my dad, wondering whether — since he didn’t have health insurance, what happens if mom gets sick or he got sick. These are basic things. Basic things. + +And I’m of the view that the vast majority of people, including registered Republicans, by and large, share that — that same — that same view, that same sense of what is — you know, what’s appropriate. + +Justin. Justin Sink, Bloomberg. + +Q  Thanks, Mr. President. I wanted to ask about your relationship with China now that you’ve been in office for a couple months. There’s obviously the meeting in Alaska that was a little theatrical, and there’s the continued human rights abuses. + +So, today, I’m wondering: Are you more likely than you were when you came into office to maintain tariffs on China? Are you considering banning imports of forced-labor products? And would you consider cutting off U.S. investment or Chinese access to international payment systems? + +THE PRESIDENT: Well, look, they’re each specifically legitimate questions, but they only touch a smidgen of what the relationship with China really is about. + +I’ve known Xi Jinping for a long time. Allegedly, by the time I left office as Vice President, I had spent more time with Xi Jinping than any world leader had, because President Obama and the Chinese President Hu decided we should get to know one another since it was inappropriate for the President of the United States to spend time with the vice president of another country. But it was obvious he was going to become the new leader of China. + +So, I spent hours upon hours with him alone with an interpreter — my interpreter and his — going into great detail. He is very, very straightforward. Doesn’t have a democratic — with a small “D” — bone in his body. But he’s a smart, smart guy. He’s one of the guys, like Putin, who thinks that autocracy is the wave of the future and democracy can’t function in an ever — an ever-complex world. + +So, when I was elected and he called to congratulate me, I think to the surprise of the China experts who were — his people were on call as well as mine, listening — we had a two-hour conversation. For two hours. + +And we made several things clear to one another. I made it clear to him again what I’ve told him in person on several occasions: that we’re not looking for confrontation, although we know there will be steep, steep competition. + +Two, that we’ll have strong competition but we’ll insist that China play by the international rules: fair competition, fair practices, fair trade. + +Thirdly, in order to compete effectively, I indicated that we’re going to deal with China effectively, and we’re going to need three things to do that. I tell him, our people. First, we’re going to invest in American workers and American science. I said that all through the campaign and I say it again. And we’re — and I’m setting up my administration to be able to do that, which is that, you know, back in the ‘60s, we used to invest a little over 2 percent of our entire GDP in pure research and investment in science. Today, it’s 0.7 percent. I’m going to change that. We’re going to change that. + +The future lies in who can, in fact, own the future as it relates to technology, quantum computing, a whole range of things, including in medical fields. And so what I’m going to do is make sure we invest closer to 2 percent. + +One of the reasons why I’ve set up the — the PAB [PCAST] — the President’s board with scientists and the like, again — is we’re going to invest in medical research — cancer, Alzheimer’s, diabetes, the things — industries of the future — artificial intelligence, quantum computing, biotech. And we’re going to make real investments. China is out investing us by a longshot, because their plan is to own that future. + +The third — the second thing we’re going to do is we’re going to reestablish our alliances. And I’ve been very clear with him, it’s not anti-Chinese. And we’ve talked about it. + +I want to make sure that, for example, later today, after this — as a matter of fact, shortly after this, which is fine; we’ve been going close to an hour. I’m happy to go longer. But one of the things that I’m going to be doing, I’m going to be speaking with the 27 heads of state in Europe and very shortly — I think within the next hour or so. I don’t know the exact time. + +And earlier this month — and apparently it got the Chinese’s attention; that’s not why I did it — I met with our allies and how we’re going to hold China accountable in the region: Australia, India, Japan, and the United States — the so-called Quad. Because we have to have democracies working together. + +Before too long, I’m going to have — I’m going to invite an alliance of democracies to come here to discuss the future. And so we’re going to make it clear that in order to deal with these things, we are going to hold China accountable to follow the rules — to follow the rules — whether it relates to the South China Sea or the North China Sea, or their agreement made on Taiwan, or a whole range of other things. + +And the third thing, and the thing that I admire about dealing with Xi is he understands — he makes no pretense about not understanding what I’m saying any more than I do him — I pointed out to him: No leader can be sustained in his position or her position unless they represent the values of the country. And I said as — “And, Mr. President, as I’ve told you before, Americans value the notion of freedom. America values human rights. We don’t always live up to our expectations, but it’s a values system. We are founded on that principle. And as long as you and your country continues to so blatantly violate human rights, we’re going to continue, in an unrelenting way, to call to the attention of the world and make it clear — make it clear what’s happening.” + +And he understood that. I made it clear that no American President — at least one did — but no American President ever back down from speaking out of what’s happening to the Uighurs, what’s happening in Hong Kong, what’s happening in-country. + +That’s who we are. The moment a President walks away from that, as the last one did, is the moment we begin to lose our legitimacy around the world. It’s who we are. + +So I see stiff competition with China. China has an overall goal, and I don’t criticize them for the goal, but they have an overall goal to become the leading country in the world, the wealthiest country in the world, and the most powerful country in the world. That’s not going to happen on my watch because the United States are going to continue to grow and expand. + +Q  All right. Just to follow up on the meeting of democracies: Is that where you expect, in a multilateral way, to make these decisions about sanctions? Or — + +THE PRESIDENT: No, that’s not where I make the decision; that’s where I make sure we’re all on the same page. All on the same page. Look, I predict to you, your children or grandchildren are going to be doing their doctoral thesis on the issue of who succeeded: autocracy or democracy? Because that is what is at stake, not just with China. + +Look around the world. We’re in the midst of a fourth industrial revolution of enormous consequence. Will there be middle class? How will people adjust to these significant changes in science and technology and the environment? How will they do that? And are democracies equipped — because all the people get to speak — to compete? + +It is clear, absolutely clear — and most of the scholars I dealt with at Penn agree with me around the country — that this is a battle between the utility of democracies in the 21st century and autocracies. + +If you notice, you don’t have Russia talking about communism anymore. It’s about an autocracy. Demand decisions made by a leader of a country — that’s what’s at stake here. We’ve got to prove democracy works. + +Q  And, Mr. President, sorry, I know you haven’t had a chance to address the tragedies in Georgia and Colorado. You had said to stay tuned for actions that you might take on gun control. Wondering if you’ve made a decision either about sending the manufacturer liability bill that you had promised on day one to Capitol Hill, or executive actions like going after ghost guns or giving money to cities and states to battle gun control. + +THE PRESIDENT: All the above. It’s a matter of timing. + +As you’ve all observed, successful presidents — better than me — have been successful, in large part, because they know how to time what they’re doing — order it, decide and prioritize what needs to be done. + +The next major initiative is — and I’ll be announcing it Friday in Pittsburgh, in detail — is to rebuild the infrastructure — both physical and technological infrastructure in this country — so that we can compete and create significant numbers of really good-paying jobs. Really good-paying jobs. + +And some of you have been around long enough to know that used to be a great Republican goal and initiative. I still think the majority of the American people don’t like the fact that we are now ranked, what, 85th in the world in infrastructure. + +I mean, look, the future rests on whether or not we have the best airports that are going to accommodate air travel, ports that you can get in and out of quickly, so businesses decide. + +Some of you, if you were ever local reporters, and you found your governor or mayor trying to attract business to your community, what’s the first thing that businesses asked? “What’s the closest access to — access to an interstate highway? How far am I from a freight rail? Is the water — is the water available? Is there enough water available for me to conduct my business?” All the things that relate to infrastructure. + +We have somewhere — I asked the staff to write it down for me, and they did — not for this, but for a longer discussion. We have somewhere, in terms of infrastructure — we have — we rank 13th globally in infrastructure. China is investing three times more in infrastructure than the United States is. + +Bridges: More than one third of our bridges — 231,000 of them — need repairs. Some are physical safety risks or preservation work. One in five miles of our highways and major roads are in poor condition. That’s 186,000 miles of highway. Aviation: 20 percent of all flights — 20 percent of all flights weren’t on time, resulting in 1.5 million hours lost in production. Six to ten million homes in America still have lead pipes servicing their water lines. We have over 100,000 wellheads that are not capped, leaking methane. + +What are we doing? And, by the way, we can put as many pipefitters and miners and — to work capping those wells at the same price that they would charge to dig those wells. + +So, I — I just find it frustrated — frustrating to talk about. + +Last point I’ll make on the infrastructure — and I apologize for spending more time on it, but — is that if you think about it, it’s the place where we will be able to significantly increase American productivity, at the same time providing really good jobs for people. But we can’t build back to what they used to be. We have to build — the environment has — global warming has already done significant damage. + +The roads that used to be above the water level — didn’t have to worry about where the drainage ditch was — now you got to rebuild them three feet higher. Because it’s not going to go back to what it was before; it will only get worse, unless we stop it. + +There’s so much we can do. Look at all of the schools in America. Most of you live in the Washington area now. But in your hometowns — I don’t know where you’re all from — how many schools where the kids can’t drink the water out of the fountain? How many schools are still in the position where there’s asbestos? How many schools in America we’re sending our kids to don’t have adequate ventilation? How many homes, buildings, office complexes are wasting billions of barrels of oil over time because they can’t hold in the heat or the air conditioning because it leaks through the windows that are so porous and the connections? It’s amazing. + +So there’s so much we can do that’s good stuff, makes people healthier, and creates good jobs. + +And I think that I got one more question here. Janet from Univision. + +Q  Thank you, Mr. President. We, too, have been reporting at the border. And just like Cecilia, we ran into a pair of siblings who came in on Monday, who were detained by CBP — had the phone number for their mother who lives in the U.S.  We have contacted the mother. That’s the only way they know her kids are here because CBP, today, Thursday, has not contacted that mother. So when can we expect your promise of things getting better with contacting and expediency and processing? + +THE PRESIDENT: Well, they’re already getting better, but they’re going to get real — they’ll get a whole hell of lot better real quick, or we’re going to hear of some people leaving, okay? + +We can get this done. We’re going to get it done. + +I had a long meeting with the entire team and several Cabinet-level officers the other night. We’re going to be moving, within the next — within the next week, over 100,000 — I mean, 1,000 people out of the Border Patrol into safe, secure beds and facilities. We’re going to significantly ramp up. We’re already out there contacting everyone, from getting some of the employees at HHS — and there’s a lot of them doing other things — and move them into making those calls. We’re in a — we’re in the process of rearranging and providing for the personnel needed to get that done. + +But I admire the fact that you were down there; you’re making the calls yourself. It’s real. + +The next thing that has to happen though — as you well know has to happen — there have to be some certitude that this is the — actually mom, dad, or whomever. And there’s ways to do that. There’s ways to do that — a little bit like determining whether or not you got the right code for your credit card, you know? “What was your dog’s name?” kind of a thing. I’m being a bit facetious, but not really. And also seeking harder data, from DNA to — to birth certificates, which takes longer. + +So, I want to do this as quickly as humanly possible and as safely as possible. + +Q  As you well know, treating the root cau- — causes in Latin America doesn’t change things overnight. How do you realistically and physically keep these families from coming to the U.S. when things will not get better in their countries right away? + +THE PRESIDENT: Well, I can’t guarantee that. But I know, you know, that old thing: The journey of 1,000 miles starts with the first step. + +You know as well as I do; you cover it: You have serious — it’s not like somebody at a sitting hand-hewn table in Guatemala — I mean, in — in somewhere in Mexico or in Guadalupe, saying, “I got a great idea. Let’s sell everything we have. Give it to a coyote. Have him take our kids across the border and into a desert where they don’t speak the language. Won’t that be fun? Let’s go.” That’s not how it happens. People don’t want to leave. + +When my great grandfather got on a coffin ship in the Irish Sea, expectation was: Was he going to live long enough on that ship to get to the United States of America? But they left because of what the Brits had been doing. They were in real, real trouble. They didn’t want to leave. But they had no choice. So you got — we can’t — I can’t guarantee we’re going to solve everything, but I can guarantee we can make everything better. We can make it better. We can change the lives of so many people. + +And the other thing I want to point out to you and I hope you point out: I realize it’s much more heart wrenching — and it is — to deal with a five- and six- and seven-year-old. But you went down there, and you saw: The vast majority of these children — 70 percent — are 16 years old, 17 years old, and mostly males. Doesn’t make it — that doesn’t make it good, bad, or indifferent. But the idea that we have tens of thousands of kids in these God-awful facilities that are, really, little babies crying all night — and there’s some; that’s true. That’s why we got to act. + +And yesterday, I asked my team — both the director of the two agencies, as well as others — I asked them what would they, in fact — and I asked their opinion because they’re the experts — but I said, “Focus on the most vulnerable immediately.” + +But there’s no reason why, in the next month, as people cross the border, that phone call can’t be made in the first 48 hours and begin. + +Q  If I may ask one last question: Have you had any talks with Senate Republicans who are threatening this administration with not considering the immigration legislation that was passed in the House until the situation at the border has been resolved? + +THE PRESIDENT: No, because I know they have to posture for a while. They sort of got to get it out of their system. This is a — but I’m ready to work with any Republican who wants to help solve the problem and make the situation better. + +But, folks, I’m going. Thank you very, very much. I appreciate it. Thank you. \ No newline at end of file diff --git a/talk/common_judge_prompt.json b/talk/common_judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..814e1a2156a7400b65f7b1355213e56ac323ad43 --- /dev/null +++ b/talk/common_judge_prompt.json @@ -0,0 +1,63 @@ +{ + "material_independent_prefix": "You are an expert in evaluating talk or presentation slides.\n\nAn AI agent is tasked with creating a complete, comprehensive, and logically-structured slide deck suitable for a talk or presentation.\n\nYour task is to **evaluate the slides generated by that AI agent based on the requirement provided below**. The AI-generated slides are provided to you. \n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_independent_checklist_1": [ + { + "__type__": "partial", + "func": "utils.count_pages.check_slide_count", + "args": [], + "keywords": { + "min_count": 11, + "max_count": 15 + } + }, + "\n**Clarity of Key Points**\n\n* Does the slide deck maintain a clear and focused central theme throughout?\n \n If **no**, explain where the clarity is lacking.\n", + "\n**Logical Flow**\n\n* Does the slide deck follow a logical progression from one point to the next?\n\n If **no**, identify specific slides that break the flow.\n", + "\n**Relevance of Information**\n\n* Does each slide contain only the most relevant information, and are the slide titles well aligned with the slide content?\n\n If **no**, identify slides that contain extraneous or irrelevant details, or whose titles do not accurately reflect their content.\n", + "\n**Avoidance of Placeholder Slides**\n\n* Are there no slides with just an introductory sentence and no real content (e.g., \"Introduction to Research\")?\n\n If **no**, mention which slide(s) are too generic or contain placeholders.\n", + "\n**Slide Titles**\n\n* Are the titles clear and do they accurately reflect the content of each slide?\n\n If **no**, list any titles that are unclear or misleading.\n", + "\n**Conciseness**\n\n* Are the slides concise, with minimal unnecessary wording?\n\n If **no**, identify slides that are overly verbose.\n", + "\n**Suitability for Talk Presentation**\n\n* Is the slide deck suitable for a formal talk presentation?\n\n If **no**, explain why the slide deck is not suitable for a formal talk presentation (e.g., inappropriate language style and visual style, unclear structure, lack of emphasis on key points, or poor alignment with the target audience). \n", + "\n**Slide-Only Content Compliance**\n\n* Does the slide deck avoid including non-slide content such as scripts, narration, design rationales, or prompts?\n\n If **no**, specify which slides contain non-slide content and describe the content included.\n", + "\n**Harmful or Biased Content**\n\n* Is the presentation free of harmful or biased content (e.g., images or text involving violence, sexual content, discrimination, illegal material, or anything that may cause psychological discomfort)?\n\n If **no**, specify which slides contain harmful or biased content.\n", + "\n**Spelling Accuracy**\n\n* Are all words spelled correctly?\n\n Note: Only evaluate spelling accuracy of words. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., existence of characters, garbling), and do not evaluate grammatical correctness.\n\n If **no**, specify any misspelled words and their location.\n", + "\n**Grammatical Accuracy**\n\n* Are all sentences grammatically correct?\n\n Note: Only evaluate grammatical correctness. Do not consider whether the characters or letters themselves are valid or correctly rendered (e.g., nonexistent, garbled, or missing characters), and do not evaluate spelling accuracy.\n\n If **no**, specify the slide number and the exact location where the grammar is incorrect.\n", + "\n**Language Consistency**\n\n* Does the entire slide deck consistently use a single language (e.g., all English or all Chinese) without unintended mixing across slides or within individual slides?\n\n Note: Occasional use of standard technical terms (e.g., method names, dataset names, or commonly accepted English acronyms) is acceptable, as long as the primary presentation language remains consistent.\n\n If **no**, specify which slides contain mixed or inconsistent language usage (e.g., English titles with Chinese body text, untranslated labels, or mixed-language bullet points).\n" + ], + "material_independent_checklist_2": [ + "\n**Consistency in Design**\n\n* Is the design consistent across all slides (e.g., font, colors, layout)?\n\n If **no**, specify which slides deviate from the standard design.\n", + "\n**Balance of Text and Visuals**\n\n* Is there a good balance between text and visuals, avoiding overly text-heavy slides?\n\n If **no**, indicate which slides are text-heavy or overly reliant on images.\n", + "\n**Decorative Visual Elements**\n\n* Are the decorative visual elements (images, icons, etc.) used in moderation, avoiding an overly busy or cluttered slide design?\n\n If **no**, specify which slide contains too many decorative elements, making it look overly busy or cluttered.\n", + "\n**Relevance of Visual Elements**\n\n* Are the visual elements (images, icons, etc.) on each slide directly related to the content, contributing meaningfully to the slide's message?\n\n If **no**, specify which slide includes visual elements (images, icons) that are not closely related to the content of the slide.\n", + "\n**Layout Reasonableness**\n\n* Is the layout reasonable? For example, blank slides, slides that contain only a title without any content, or slides with large areas of empty space (without text or images) are generally inappropriate unless there is a clear justification, such as reserving space for content revealed through animations.\n\n If **no**, specify which slide has an unreasonable layout and explain why.\n", + "\n**Text and Content Overlap**\n\n* Is all text fully visible and unobstructed, with no overlap with other text or visual elements (images, charts, icons, shapes) that renders the text unreadable or completely obscures it?\n\n Note: Text with a transparent background image or other visual elements that do not significantly impair readability is not considered a violation. As long as the text remains legible and readable despite the visual elements, this condition is deemed acceptable.\n\n If **no**, specify the slide number(s) and indicate which text elements are overlapped or occluded.\n", + "\n**Visual Element Overlap**\n\n* Are images, charts, diagrams, and decorative visual elements arranged without overlapping or blocking each other in a way that causes visual clutter or hides important information?\n\n Note: If a foreground element overlaps a background element, and the background is primarily decorative and does not affect readability, this is considered acceptable. However, if foreground elements overlap each other, causing confusion or visual obstruction, this is considered a violation.\n \n If **no**, specify which slide(s) contain overlapping visual elements and describe the issue.\n", + "\n**Image Quality**\n\n* Are all images, diagrams, and graphs high-quality and legible?\n\n If **no**, mention specific slides with low-quality visuals.\n", + "\n**Appropriate Visuals**\n\n* Does the slide deck contain appropriate visuals (graphs, tables, diagrams) where necessary?\n\n If **no**, specify which slides lack proper visuals.\n", + "\n**Visual Appeal**\n\n* Are the slides visually appealing and easy to follow?\n\n If **no**, mention any slides with excessive text, crowded visuals, or poor design choices.\n", + "\n**Bullet Point Limitation**\n\n* Are no slides overcrowded with more than 6 bullet points (i.e., readable content)?\n\n If **no**, mention which slide(s) contain excessive information.\n", + "\n**Font Size and Legibility**\n\n* Are the fonts large enough to be easily readable from a distance?\n\n If **no**, specify any slides where text is too small.\n", + "\n**Consistency of Graphical Information Representation**\n\n* Are all graphs, diagrams, flowcharts, charts, and tables presented consistently in terms of style and formatting?\n\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify any inconsistencies in graphical information representation. \n", + "\n**Logical Consistency of Graphical Information**\n\n* Are the visuals themselves logically consistent, such that the height of each bar in bar charts or line charts is proportional to the corresponding numerical value, and the angle of each sector in pie charts is proportional to its numerical value? \n\n Note: For this criterion, you should assess only the internal logical consistency of the visuals themselves, not whether the data shown matches the values reported in the original material. If the slide deck does not contain graphs, diagrams, flowcharts, charts, and tables, your answer should be \"no\".\n\n If **no**, specify which visual elements (e.g. which bar chart / pie chart in which slide) in the charts do not follow the correct proportional relationship. \n", + "\n**Clarity of Graphical Information**\n\n* Are all charts and figures clearly annotated (i.e., understandable to the audience)?\n\n For static charts, such as bar charts, line charts, pie charts, and tables, you should check if the axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary.\n If the slide deck does not contain graphs, diagrams, flowcharts, charts, or tables, your answer should be \"no\".\n\n If **no**, specify which charts (e.g., bar chart in Slide 4, line plot in Slide 7) lack necessary annotation elements (axis labels, units, legends, captions, etc.).\n", + "\n**Clarity of Text**\n\n* Is all generated text clear, with no missing or incorrect characters or words?\n\n Note: Only consider whether the characters/letters themselves are valid and correctly rendered (e.g., no nonexistent or garbled characters). Do not consider spelling accuracy or grammatical correctness.\n\n If **no**, specify the slide number and the exact location where the text is unclear or contains erroneous characters.\n", + "\n**Typographical Accuracy**\n\n* Are all words, labels, axis titles, annotations, and text elements free of typographical errors?\n\n The slide deck should ensure consistent font, font size and line spacing within the same block of text. All text must use correct and consistent capitalization styles throughout the slides.\n \n Note: Only evaluate typographical and formatting aspects. Do not consider character validity or rendering (e.g., nonexistent or garbled characters), spelling accuracy, or grammatical correctness.\n\n If **no**, list specific slides and the errors found.\n" + ], + "material_dependent_prefix": "You are an expert in evaluating talk or presentation slides.\n\nAn AI agent is tasked with creating a complete, comprehensive, and logically-structured slide deck suitable for a talk or presentation.\n\nYour task is to **evaluate the slides generated by that AI agent based on the requirement provided below**. The AI-generated slides are provided to you as File 1, and the material that the AI agent relied on is provided to you in the subsequent files.\n\nPlease indicate whether the generated slides meet the specified requirement by answering \"yes\" or \"no\". If no, provide a clear explanation of why it does not meet the requirement. If possible, reference specific slides (e.g., Slide 3, Slide 5) in your explanation.\n\nIf the slides fall anywhere between fully meeting and fully failing the requirement (i.e., partially meet it), you MUST classify the answer as \"no\". Only slides that fully satisfy the requirement with no exceptions may receive \"yes\".\n\nYour answer must include a `\\boxed{...}`, where `...` is \"yes\" or \"no\". Aside from this requirement, there are no restrictions on the response format.\n\n\nBelow is the requirement. \n\n---\n\n", + "material_dependent_checklist_3": [ + "\n Is all content on Slide 1 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 2 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 3 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 4 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 5 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 6 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 7 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 8 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 9 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 10 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 11 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 12 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 13 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 14 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n", + "\n Is all content on Slide 15 present in the provided background materials and fully consistent with them—i.e., can every statement, number, figure/table reference, chart element, and quoted phrasing be traced to the materials without omission, fabrication, or contradiction?\n\n * If certain data are explicitly marked as being used only for conceptual illustration, those data are excluded from the scope of evaluation. All other data, unless explicitly marked as conceptual illustrations, must be checked.\n * For scatter plots, line charts, or radar charts, every data point shown on the slide must exactly match the corresponding data point in the original figure from the materials. Note that the values must be precisely the same, not merely that the overall trends align. Otherwise, your answer should be \"no\".\n * Formulas must be identical to those in the materials, mathematically equivalent, or derivable from materials formulas.\n * All calculations and reasoning must follow the rules and methods described in the materials and be logically correct.\n * All numerical computations must be correct.\n\n If **no**, specify which data on the slide does not appear in the materials or which numerical values differ from those in the materials (mention the slide's value and the materials' corresponding value).\n\n" + ] +} diff --git a/talk/judge_weights.yaml b/talk/judge_weights.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6068cc7e57121c016a3cb41b8b5b150bd45f643 --- /dev/null +++ b/talk/judge_weights.yaml @@ -0,0 +1,9 @@ +# total: 100.0 +material_independent: + "1": 20.0 + "2": 20.0 +material_dependent: + "1": 20.0 + "2": 20.0 + "3": 20.0 + diff --git a/talk/middle_school_presentation/01/generation_task/instructions.md b/talk/middle_school_presentation/01/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ed1f0672cca8799885f6f379c0c5363a112b16a5 --- /dev/null +++ b/talk/middle_school_presentation/01/generation_task/instructions.md @@ -0,0 +1,113 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** +  * Include the main title "BYD AUTO". +  * Include the subtitle/slogan "Cool the Earth by 1 degree". +  * List the presenter's name (Dong , Class 4, Grade 7). + +* **Introduction Slide:** +  * Briefly introduce the company: BYD (Build Your Dreams). +  * Highlight its origin: Born in Shenzhen, founded in 1995. +  * Mention its initial focus on rechargeable batteries before moving to automobiles. + +* **Company Profile & History:** +  * Detail the key dates: Founded in 1995, started automobile making in 2003. +  * Mention the status achievement: "China's largest car company". +  * **Visuals:** Use the BYD logo or timeline visuals if applicable. + +* **Major Achievements:** +  * List the specific achievements mentioned in the material. +  * Include: "The world's second largest rechargeable battery producer". +  * Include: "UN-Energy Special Award". +  * Include: "Top 500 Chinese Enterprises". + +* **Product Highlight (My Favorite Car):** +  * Focus on the specific model mentioned: **BYD HAN**. +  * List the key characteristics: Stylish, Excellent performance, Advanced technology. +  * Mention specific design elements if noted (e.g., Chinese knot) or performance metrics (acceleration). + +* **Company Significance:** +  * Discuss the four main pillars of the company's significance. +  * 1.Lead the development of new energy vehicle technology. +  * 2.Drive economic growth. +  * 3.Enhance national pride. +  * 4.Help protect the environment (Cool the Earth). + +* **Vocabulary & Terms:** +  * Optionally include a slide explaining key terms from the material such as "Blade battery", "Carbon emissions", and "Rechargeable batteries". + +* **Conclusion Slide:** +  * Summarize the main points: From a battery maker to a global car giant helping the environment. +  * Reiterate the mission: "Build Your Dreams". + +* **Thank You Slide:** +  * Include a "Thank You For Watching" message. +  * Include the presenter details again (Dong Kuo, No. 19, Class 4, Grade 7). + +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/01/generation_task/judge_prompt.json b/talk/middle_school_presentation/01/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..27dd160fef9eb0adb19a84492bf30df3538510da --- /dev/null +++ b/talk/middle_school_presentation/01/generation_task/judge_prompt.json @@ -0,0 +1,27 @@ +{ + "material_dependent_checklist_1": [ + "\n **Does the first slide list the title \"BYD AUTO\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the subtitle/slogan \"Cool the Earth by 1 degree\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the presenter's name (Dong)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there a slide dedicated to the Company Profile/Introduction?**\n\n This slide should mention BYD's origin (Shenzhen), founding year (1995), and initial focus on rechargeable batteries.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover the transition to automobile making?**\n\n It should mention the year 2003 and the status as \"China's largest car company\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover the \"Major Achievements\" section?**\n\n It should list specific achievements like being the \"World's second largest rechargeable battery producer\", \"UN-Energy Special Award\", and \"Top 500 Chinese Enterprises\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include a \"My Favorite Car\" or Product Highlight section?**\n\n It must focus on the **BYD HAN** model.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover the \"Company Significance\" section?**\n\n It should list the four main pillars: Leading new energy tech, Driving economic growth, Enhancing national pride, and Helping protect the environment.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is the content visually supported by relevant images?**\n\n The slide deck should include visuals such as the BYD logo, the BYD HAN car, or the \"Build Your Dreams\" slogan.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the conclusion slide summarize the main points?**\n\n The conclusion should reiterate the company's journey and its mission (\"Build Your Dreams\").\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include a \"Thank You\" slide?**\n\n The slide should include a closing message and the presenter's details.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n " + ], + "material_dependent_checklist_2": [ + "\n **Does the first slide correctly list the presenter's full details?**\n The details should be \"Dong Kuo, Class 4, Grade 7\" (and optionally \"No. 19\").\n\n If **no**, specify if the name, class, or grade is missing or incorrect.\n ", + "\n **Are the historical dates in the Company Profile accurate?**\n The slides must state that BYD was founded in **1995** and began automobile making in **2003**.\n\n If **no**, specify which date is incorrect or missing.\n ", + "\n **Does the presentation accurately describe the initial business focus?**\n It should state that BYD started with the production of **rechargeable batteries**.\n\n If **no**, specify if this detail is missing or distorted.\n ", + "\n **Are the Major Achievements listed exactly as per the background material?**\n Check for:\n 1. \"The world's second largest rechargeable battery producer\"\n 2. \"UN-Energy Special Award\"\n 3. \"Top 500 Chinese Enterprises\"\n\n If **no**, specify which achievement is missing or inaccurately phrased.\n ", + "\n **Is the \"My Favorite Car\" section accurate regarding the BYD HAN?**\n It should list characteristics such as \"Stylish\", \"Excellent performance\", and \"Advanced technology\".\n\n If **no**, specify which characteristic is missing or incorrect.\n ", + "\n **Are the four points of \"Company Significance\" correctly listed?**\n 1. Lead the development of new energy vehicle technology.\n 2. Drive economic growth.\n 3. Enhance national pride.\n 4. Help protect the environment.\n\n If **no**, specify which point is missing or incorrectly summarized.\n ", + "\n **Does the presentation correctly use the full company name slogan?**\n It should reference \"BYD\" as standing for \"Build Your Dreams\".\n\n If **no**, specify if this meaning is omitted or incorrect.\n ", + "\n **Does the presentation avoid adding unrelated car models or fabricated history?**\n The content should strictly focus on BYD and the specific model (HAN) mentioned in the source.\n\n If **no**, indicate any factual inaccuracies or added details that do not have a basis in the provided background materials.\n ", + "\n **Are key vocabulary terms spelled correctly if included?**\n Check terms like \"rechargeable batteries\", \"acceleration\", \"innovation\", or \"blade battery\" if they appear.\n\n If **no**, specify which terms are misspelled.\n ", + "\n **Is the tone appropriate for a Grade 7 student presentation?**\n The language should be informative and respectful, avoiding overly complex jargon unless explained, and matching the \"Cool the Earth\" theme.\n\n If **no**, explain where the tone is inconsistent.\n " + ] +} diff --git a/talk/middle_school_presentation/01/generation_task/statistics.yaml b/talk/middle_school_presentation/01/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fa5d3058411249ed73c4d9beb809eee3464980b8 --- /dev/null +++ b/talk/middle_school_presentation/01/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/01 +category: talk +input_metrics: + total_input_tokens: 3404 + generation_prompt_tokens: 1491 + materials_total_tokens: 1913 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 1913 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 11 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 21 + total_count: 51 diff --git a/talk/middle_school_presentation/01/material.md b/talk/middle_school_presentation/01/material.md new file mode 100644 index 0000000000000000000000000000000000000000..39c8dc6feee7a31abb244c6495fb8f6e14d7e7f7 --- /dev/null +++ b/talk/middle_school_presentation/01/material.md @@ -0,0 +1,68 @@ +# Build Your Dreams: A Journey to Cool the Earth +**Speaker:** Dong, Class 4, Grade 7 + +Good morning, teachers, judges, and fellow students. + +We often hear about dreams. We talk about personal dreams, career dreams, and dreams for our future. But today, I want to talk about a dream that is much bigger than any single individual. It is a dream that encompasses technology, national pride, and, most importantly, the health of our planet. It is a dream encapsulated in three simple letters: B, Y, D. + +"Build Your Dreams." + +Today, I stand here to share with you the story of BYD Auto, a company that is not just manufacturing vehicles, but is actively working on a mission that concerns every single one of us: the mission to "Cool the Earth by 1 degree." + +### The Spark in Shenzhen: A Humble Beginning + +To understand where we are going, we must first understand where we came from. The story of BYD did not begin with flashy sports cars or massive factories. It began in the vibrant, innovative city of Shenzhen. The year was 1995. It was a time when the world was just waking up to the possibilities of mobile technology. + +In those early days, BYD was founded with a very specific focus: the production of rechargeable batteries. Back in 1995, rechargeable batteries were the unsung heroes of the technological revolution. They powered our first mobile phones, our laptops, and the devices that started to connect the world. BYD started small, but with a relentless focus on quality and innovation, they grew rapidly. They weren't making cars yet; they were mastering the art of storing energy. This foundation is crucial because, as we know today, the heart of an electric vehicle is its battery. + +For eight years, BYD honed its craft in the battery industry. Then, in 2003, came a pivotal moment. The company made a bold, and some said risky, decision to enter the automobile manufacturing industry. Many people doubted this move. They asked, "How can a battery maker build cars?" But BYD saw the future before others did. They understood that the future of transportation wasn't in the internal combustion engine, but in electrification. + +Starting their journey in automobile making in 2003, BYD embarked on a path filled with challenges. Yet, through years of hard work, relentless research, and an undying spirit of innovation, they proved the skeptics wrong. Today, that former battery manufacturer has transformed into a true giant. BYD has officially become China's largest car company. It is a testament to what can happen when you combine a clear vision with the determination to see it through. + +### Pillars of Success: Major Achievements + +The rise of BYD is not just a claim; it is backed by concrete achievements that have been recognized globally. When we look at the company's track record, the accolades paint a picture of a powerhouse industry leader. + +First and foremost, never forgetting its roots, BYD stands today as the world's second-largest producer of rechargeable batteries. This is significant because it means they control the most critical technology inside their vehicles. While other car companies have to buy batteries from suppliers, BYD builds their own. This vertical integration gives them an incredible advantage in quality, safety, and cost. + +Secondly, their commitment to green energy has been recognized by the highest international bodies. BYD was the recipient of the UN-Energy Special Award. This is not just an industry award; it is a humanitarian one. It recognizes that the work BYD is doing contributes to sustainable development and the betterment of humanity. It validates their slogan of cooling the earth. + +Thirdly, BYD has solidified its place among the elite of the business world by being listed in the Top 500 Chinese Enterprises. This ranking is a reflection of their economic strength, their market influence, and their stability. From a small battery workshop in Shenzhen to a Top 500 enterprise, the trajectory of BYD is a mirror of China's own economic rise over the last three decades. + +### A Masterpiece of Engineering: The BYD Han + +Now, talking about history and awards is important, but what truly captures our imagination is the product itself. I would like to introduce you to my favorite car, a vehicle that I believes represents the pinnacle of BYD's engineering and design: the BYD Han. + +When you look at the BYD Han, the first thing that strikes you is that it is incredibly stylish. It isn't just a car; it is a piece of art. The designers have managed to blend futuristic aerodynamics with traditional aesthetics. If you look closely at the details, you will see elements of our heritage. For instance, the rear lights feature the design of a "Chinese knot." This is a beautiful touch. The Chinese knot symbolizes unity, prosperity, and good luck. By integrating this into a cutting-edge electric vehicle, BYD is telling the world that we can look forward to the future without forgetting our past. We can be modern and traditional at the same time. + +But the BYD Han is not just about looks. It boasts excellent performance. For car enthusiasts, the numbers speak for themselves. The acceleration is breathtaking. It challenges the performance of luxury sports cars that cost twice as much. This shatters the old stereotype that electric cars are slow or boring "golf carts." The BYD Han proves that green transportation can be exciting, fast, and dynamic. + +Furthermore, the car is packed with advanced technology. From its smart interior systems to its safety features, it represents the cutting edge. A key part of this technology is the "Blade Battery." This is a revolutionary innovation by BYD. Traditional electric vehicle batteries had issues with overheating and safety. The Blade Battery, however, is designed to be incredibly safe, even under extreme conditions. It solves one of the biggest concerns consumers have about electric vehicles. The innovation and application of these technologies make the BYD Han not just a car, but a smart mobile terminal. + +### The Significance: Why It Matters + +So, we have discussed the history, the awards, and the flagship car. But we must ask ourselves: Why does this company matter? What is the true significance of BYD? + +I believe the significance of BYD can be summarized in four profound ways. + +**First, BYD leads the development of new energy vehicle technology.** +Innovation is the lifeblood of progress. By constantly pushing the boundaries of what is possible with batteries, motors, and electronic controls, BYD is setting the standard for the rest of the world. They are forcing other manufacturers to catch up, accelerating the global shift away from fossil fuels. When BYD innovates, the whole industry moves forward. + +**Second, BYD drives economic growth.** +As a Top 500 enterprise, BYD provides thousands of jobs, supports a vast supply chain of parts manufacturers, and contributes significantly to the economy. As they expand globally, selling cars in Europe, Japan, and the Americas, they are also bringing economic value back to China. They are a powerhouse engine for our economic development. + +**Third, BYD enhances national pride.** +For a long time, the global automotive industry was dominated by foreign brands. When we thought of luxury or performance, we thought of German, Japanese, or American cars. BYD has changed that narrative. Seeing a BYD car, with its "Chinese knot" design and world-leading technology, driving on streets around the world fills us with a deep sense of pride. It shows that Chinese engineering and design are world-class. It proves that we are no longer just the world's factory; we are the world's innovators. + +**Fourth, and perhaps most importantly, BYD helps protect the environment.** +This brings us back to their mission: "Cool the Earth by 1 degree." Climate change is the biggest crisis facing my generation. Carbon emissions from traditional gasoline cars are a major contributor to global warming. By promoting electric vehicles, BYD is directly attacking this problem. Every electric car on the road means less smoke in the air, less carbon in the atmosphere, and a cleaner future for us all. The statistics regarding carbon emission reductions from BYD's fleet are staggering. They are not just selling cars; they are selling a solution to an environmental catastrophe. + +### Conclusion + +In conclusion, the story of BYD is a story of transformation. It is the story of a company born in Shenzhen in 1995 as a battery maker, which dared to dream big. It is a story of becoming China's largest car company and a world leader in green technology. + +From the stylish curves of the BYD Han to the safety of the blade battery, BYD demonstrates that we do not have to compromise between economic growth and environmental protection. We can have both. We can drive cars that are fast, beautiful, and culturally significant, while also caring for our planet. + +"Build Your Dreams." This is not just a slogan. It is an invitation. It invites us to dream of a world where technology serves nature. It invites us to dream of a cleaner sky and a cooler earth. As a student in Grade 7, looking at what BYD has achieved gives me hope. It inspires me to believe that with innovation and hard work, we can indeed change the world. + +Thank you for listening. \ No newline at end of file diff --git a/talk/middle_school_presentation/02/generation_task/instructions.md b/talk/middle_school_presentation/02/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..55e4dc65e5bf9290b6559d64baa3aa589bfe7cc9 --- /dev/null +++ b/talk/middle_school_presentation/02/generation_task/instructions.md @@ -0,0 +1,105 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** + *Include a title such as "My Unforgettable Winter Vacation: Witnessing the Long March 8 Launch". + *Include a subtitle regarding the "Innovative Talent Training Program". + *List the presenter's name as "Li". + +* **Winter Vacation Overview:** + *Briefly summarize Li's winter vacation activities. + *Mention participating in the school's innovative talent training program. + *List other activities mentioned: skiing, spending Spring Festival with relatives, playing basketball, and playing golf. + +* **The Highlight Experience:** + *Introduce the most meaningful event: witnessing the successful launch of the Long March 8 Modified carrier rocket in Wenchang. + *Mention the preparation: arriving one day in advance to secure a viewing spot. + +* **Rocket and Mission Details:** + *Explain what the Long March-8B carrier rocket is (new-generation launch vehicle, commercial satellite launcher). + *Detail the specific mission on Feb 11, 2025: launching the satellite Internet low-orbit satellite 02 group. + *Include key statistics: the 559th launch of the Long March series, and the plan for over ten missions in 2025. + +* **The Atmosphere:** + *Describe the scene before the launch. + *Mention the crowds, people camping overnight, and the sense of anticipation. + *Highlight the presence of children and parents fostering patriotism. + +* **The Launch Moment:** + *Describe the sensory details of the launch at 17:30. + *Use descriptive language from the source: "burst of flame," "colossal roar," "thunderous rumble," "massive fireball." + *Note the duration: only lasted a few seconds but was completely successful. + +* **Reflection and Conclusion:** + *Express the presenter's feelings: satisfaction, pride, and a strong sense of patriotism. + *Explain the source of this pride: not just the technology, but the people who love the motherland. + *Conclude with the statement: "I am proud to be a Chinese." + +* **Thank You Slide:** + *Include a "Thank You" message. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/02/generation_task/judge_prompt.json b/talk/middle_school_presentation/02/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..7bed460d0c3ae391b21dac59a99b5af429e1d375 --- /dev/null +++ b/talk/middle_school_presentation/02/generation_task/judge_prompt.json @@ -0,0 +1,31 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the subtitle regarding the \"Innovative Talent Training Program\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the presenter's name?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a slide (or slides) dedicated to the \"Winter Vacation Overview\"?**\n\n This section should briefly summarize Li's vacation activities before moving to the main event.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the vacation overview include the specific activities mentioned in the source?**\n\n It should list participating in the school's training program, skiing, spending Spring Festival with relatives, playing basketball, and playing golf.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a slide introducing the \"Highlight Experience\"?**\n\n It should introduce the trip to Wenchang to witness the launch of the Long March 8 Modified carrier rocket.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck cover the \"Rocket and Mission Details\"?**\n\n It should explain what the Long March-8B is and detail the specific mission (launching satellite Internet low-orbit satellite 02 group).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a slide describing the \"Atmosphere\" before the launch?**\n\n It should describe the crowds, people waiting overnight, and the presence of children and parents.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck describe the \"Launch Moment\"?**\n\n It should capture the sensory details (flame, roar, fireball) and the duration of the event.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a \"Reflection and Conclusion\" slide?**\n\n It should express the presenter's satisfaction, pride, and sense of patriotism.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the conclusion slide include the specific statement \"I am proud to be a Chinese\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is the content visually supported by relevant images or descriptions?**\n\n The slides should include placeholders or descriptions for images such as Li skiing, the rocket, the crowd, or the launch flame.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a \"Thank You\" slide?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the first slide correctly list the title?**\nThe title should be something like \"My Unforgettable Winter Vacation: Witnessing the Long March 8 Launch\".\n\n If **no**, specify if the title is missing, or not aligned with the provided constraints.\n", + "\n**Does the first slide correctly list the presenter's name?**\nThe presenter's name should be \"Li\".\n\n If **no**, specify if the name is missing or incorrect.\n", + "\n**Are the winter vacation activities accurately listed?**\nThe list must include: innovative talent training program, skiing, Spring Festival with relatives, basketball, and golf.\n\n If **no**, specify which activities are missing or incorrect.\n", + "\n**Are the specific details of the rocket factually accurate?**\nIt should be identified as the \"Long March-8B\" or \"Long March 8 Modified\" carrier rocket, described as a new-generation vehicle for commercial satellites.\n\n If **no**, specify any inaccuracies regarding the rocket's name or type.\n", + "\n**Is the launch date and location correct?**\nThe date must be \"Feb 11, 2025\" and the location \"Wenchang\".\n\n If **no**, specify if the date or location is incorrect.\n", + "\n**Is the mission number and payload information accurate?**\nIt should state this is the \"559th launch\" of the Long March series and the payload is the \"satellite Internet low-orbit satellite 02 group\".\n\n If **no**, specify which number or payload description is incorrect.\n", + "\n**Is the future plan statistic accurate?**\nThe slides should mention the plan to carry out \"more than ten\" launch missions in 2025.\n\n If **no**, specify if the number of planned missions is incorrect.\n", + "\n**Does the description of the pre-launch atmosphere accurately reflect the source?**\nIt should mention details like people arriving a day early, sitting/sleeping on the ground, and parents planting seeds of patriotism.\n\n If **no**, specify any details that are fabricated or contradictory to the source.\n", + "\n**Is the description of the launch moment accurate to the source text?**\nIt should use descriptors like \"burst of flame,\" \"colossal roar,\" and note that it disappeared \"within just a few seconds.\"\n\n If **no**, specify if the description contradicts the background material.\n", + "\n**Does the reflection on patriotism correctly attribute the source of pride?**\nThe slide should explain that the pride comes not only from the technology but also from \"seeing so many people who love our motherland.\"\n\n If **no**, specify if the reasoning for the patriotic feeling is misrepresented.\n", + "\n**Does the presentation flow logically?**\nIt should progress from the general winter vacation overview to the specific Wenchang trip, then to the technical details, the event itself, and finally the emotional reflection.\n\n If **no**, specify where the narrative flow is broken or illogical.\n", + "\n**Does the presentation avoid fabricated facts?**\nEnsure no extra details about the vacation (e.g., specific scores in golf, specific gifts for Spring Festival) or the launch (e.g., weather reports not in source) are added.\n\n If **no**, specify any fabricated information.\n" + ] +} diff --git a/talk/middle_school_presentation/02/generation_task/statistics.yaml b/talk/middle_school_presentation/02/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39e7a3c126423a279957a85b802afb17c370c4db --- /dev/null +++ b/talk/middle_school_presentation/02/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/02 +category: talk +input_metrics: + total_input_tokens: 3318 + generation_prompt_tokens: 1465 + materials_total_tokens: 1853 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 1853 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 25 + total_count: 55 diff --git a/talk/middle_school_presentation/02/material.md b/talk/middle_school_presentation/02/material.md new file mode 100644 index 0000000000000000000000000000000000000000..546fd7746ec4b55c493985d91d850c82e6b104df --- /dev/null +++ b/talk/middle_school_presentation/02/material.md @@ -0,0 +1,63 @@ +# Stars, Sweat, and the Roar of the Dragon: A Winter of Discovery + +Distinguished teachers, dear classmates, and fellow dreamers, + +Good morning. + +When we think about winter vacation, what usually comes to mind? Perhaps it is the warmth of a heater while the wind howls outside, the comfort of sleeping in late, or the festive sounds of firecrackers marking the Spring Festival. For many of us, it is a time to pause, to recharge, and to enjoy the simple pleasures of life with our families. My winter vacation this year was indeed filled with joy and relaxation, but it was also defined by something much more profound. It was a season of exhilaration, of physical challenge, and, most importantly, of witnessing a moment of history that ignited a fire in my heart. + +Today, I want to share with you the story of my winter—a journey that took me from the snowy slopes to the green fairways, and finally, to the coastal shores of Wenchang, where I stood under the vast sky and watched the earth shake beneath my feet. + +My vacation began with a pursuit of personal growth. I believe that a strong mind resides in a strong body, and innovation comes from a spirit that dares to try new things. I had the privilege of participating in our school's innovative talent training program. This was not just about studying; it was about expanding the horizons of my thinking, learning to look at problems from new angles, and preparing myself for the challenges of the future. But a student cannot live on books alone. I spent time refining my physical skills as well. I hit the ski slopes, feeling the biting cold wind against my face as I navigated the snow, learning that balance is key to moving forward. I stepped onto the basketball court, sweating with friends, learning that teamwork makes us stronger. I picked up a golf club, standing on the quiet green, learning that focus and patience are just as powerful as brute strength. + +And, of course, no winter vacation is complete without the warmth of family. I spent the Spring Festival surrounded by relatives, immersing myself in the traditions that bind us together. These moments—the laughter, the sports, the learning—made my holiday fulfilling. They were the "joyful" part of my vacation. + +However, there was one experience that transcended joy. It was an experience that was meaningful, unforgettable, and truly sacred. It was the experience of witnessing the successful launch of the Long March 8 Modified carrier rocket. + +To tell you this story properly, I must take you with me to Wenchang. + +The anticipation began long before the countdown. I knew that this wasn't just any ordinary day. It was February 11, 2025. The mission was to launch the satellite Internet low-orbit satellite 02 group. This was a critical step in our nation's technological advancement. I wanted to be there, not just to see it on a screen, but to feel the air vibrate with the power of human ingenuity. + +I arrived at the viewing location a full day in advance. You might ask, "Why go so early? It’s just a rocket." But when I got there, I realized I was not alone in my enthusiasm. As I waited, I watched a continuous, river-like flow of people and vehicles streaming towards the shore from all directions. It seemed as though the entire country had sent representatives to witness this moment. + +The atmosphere was unlike anything I had ever experienced. It was a festival of science and patriotism. Many people, like me, had arrived a day early. To secure the best possible view, they claimed their spots on the ground. They brought mats, tents, and simple supplies. They prepared to wait through the long night. Looking at them, I saw determination. They didn't mind the fatigue. They didn't complain about the lack of comfort. They were there because they understood that they were about to witness a sacred moment in our history. + +What touched me the most was seeing the number of children in the crowd. There were so many kids, some running around in excitement, others sitting quietly with their parents. It became clear to me that these parents had a specific goal. They weren't just showing their children a "big firework." They were planting the seeds of patriotism in their hearts from a young age. They wanted the next generation to see, with their own eyes, what our country is capable of achieving. They wanted them to look up at the stars and feel that they belong to a nation that reaches for them. + +While we waited, I took the time to learn more about the giant we were about to see. Standing tall on the launch pad was the Long March-8B carrier rocket. This is a magnificent piece of engineering. It is a new-generation launch vehicle in China’s legendary Long March series. This specific mission was historic—it marked the 559th launch of the Long March series. + +But the Long March-8B is not just about history; it is about the future. It is designed to launch commercial satellites quickly and in batches. In the modern world, information is power, and connection is everything. This rocket is the tool that helps China quickly complete the networking of medium and low-orbit satellites in space. It provides a powerful transportation guarantee for the rapid networking of China's satellite Internet constellations. In 2025 alone, this series of rockets plans to carry out more than ten launch missions. Knowing this, looking at the tower in the distance, I realized I was looking at the backbone of our future information highway. + +Finally, the moment arrived. + +It was 17:30. The sun was beginning its descent, casting a glow over the landscape. The chatter of the crowd died down. Thousands of eyes were fixed on one point in the distance. Thousands of breaths were held. + +Suddenly, a burst of flame rose beneath the rocket. It was brighter than the sun, a fierce, glowing orange light that commanded absolute attention. + +Then came the sound. + +It wasn't just a noise; it was a physical force. The colossal roar of the rocket’s ascent hit us. It shook the earth beneath our feet. I could feel the vibrations traveling up through the soles of my shoes, resonating in my chest. Amidst that thunderous rumble, the rocket began to move. It didn't shoot up instantly; it surged upward with majestic, heavy power, transforming into a massive fireball climbing the ladder of the sky. + +It was magnificent. It was terrifyingly beautiful. + +In an instant—or what felt like an instant—the rocket accelerated. It soared higher and higher, piercing the clouds, and disappeared into the vast atmosphere within just a few seconds. The fire was gone, the rocket was gone, but the sound still echoed in our ears. + +The silence that followed broke into a wave of cheers. Everyone around me was shouting, clapping, and hugging. Strangers exchanged smiles of pure joy. We received the news: The launch was a complete success. + +The actual visual experience lasted only for a few seconds. But in those few seconds, the emotions I felt were timeless. Everyone there felt a deep sense of satisfaction. We had waited for hours, some for days, for those few seconds of glory, and it was worth every millisecond. + +On that day, standing on the shore of Wenchang, I felt a strong, overwhelming sense of patriotism. + +But let me tell you, this feeling didn't come solely from the rocket. Yes, the Long March-8B is a marvel of engineering. It represents the pinnacle of our country’s aerospace science and technology. It proves that we have the minds to conquer gravity and the tools to build a network in the stars. That is undeniably impressive. + +However, my pride came from something else, too. It came from the people standing around me. It came from seeing so many citizens who love our motherland so deeply that they were willing to travel great distances, endure sleepless nights, and brave the elements just to cheer for her success. It came from the parents explaining the science to their children. It came from the elderly viewers whose eyes filled with tears of pride. + +It was a realization that a country’s strength is not just in its machines, but in the hearts of its people. The rocket is the arrow, but the united spirit of the people is the bow. + +This winter vacation, I played golf, I skied, and I studied. But the lesson I learned in Wenchang was the most important one. I learned that we are part of something much bigger than ourselves. We are part of a nation that is rising, a nation that is innovative, and a nation that is united. + +As I watched the trail of the rocket fade into the twilight, I said to myself, and I say to you now: I am proud to be Chinese. + +I am proud of our past, of the long march that brought us here. I am proud of our present, of the hard work and the breakthroughs. And looking at that rocket disappearing into space, I am infinitely excited for our future. + +Thank you. \ No newline at end of file diff --git a/talk/middle_school_presentation/03/generation_task/instructions.md b/talk/middle_school_presentation/03/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..6c2d4eb28dcce384d10a72bd777481526831f59f --- /dev/null +++ b/talk/middle_school_presentation/03/generation_task/instructions.md @@ -0,0 +1,112 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** +  * Include a title "Embracing Change". +  * Include a subtitle "Building the Future Together". +  * List the presenter's name as "Li". + +* **Introduction Slide:** +  * Start with the quote by Heraclitus: “The only constant in life is change.” +  * Briefly introduce the concept of change as an inevitable part of life. + +* **The Significance of Change:** +  * Include slides detailing the three main areas of significance: +    * **Personal Growth:** opportunities and zones. +    * **Social Progress:** technological advancements. +    * **Economic Impact:** economic shifts and development. +  * **Charts and Diagrams:** Use diagrams to visually represent the relationship between these three areas. + +* **Facing the Challenges:** +  * Discuss the difficulties encountered when facing change. +  * Highlight **Skill Requirements** and **Organizational Change**. +  * Use specific vocabulary from the background material such as "hurdles", "adapt", and "organizational obstacles". + +* **Strategies for Responding:** +  * Detail the active strategies for responding to changes: +    * **Maintain an open mind:** Accept new things and be brave to try. +    * **Lifelong learning:** Mention online courses, workshops, and reading. +  * **Establishing a network:** Expand the network and seek guidance and support. +  * Include keywords like "navigate", "experimentation", and "paramount guidance". + +* **Co-creating the Future:** +  * Discuss how we can collectively shape the future. +  * Cover the three pillars: +    * **Global Perspective.** +    * **Community Participation.** +    * **Personal Action.** +  * Emphasize keywords like "collectively", "initiative", "engaging", and "diversity". + +* **Conclusion Slide:** +  * Summarize the main points: embracing challenges, learning continuously, and acting collectively. +  * Include the closing message: "Let us move forward together, confidently into the unknown." + +* **Thank You Slide:** +  * Include a "Thank You" message. +  * List the presenter's name (Li). + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/03/generation_task/judge_prompt.json b/talk/middle_school_presentation/03/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..698cf1dbc8f034855171aad41312dc3148f8b432 --- /dev/null +++ b/talk/middle_school_presentation/03/generation_task/judge_prompt.json @@ -0,0 +1,34 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the subtitle?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the presenter's name?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a slide dedicated to the Introduction that includes the specific quote by Heraclitus?**\n\n The introduction slide should start with the quote “The only constant in life is change” and briefly introduce the concept of change.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck cover the \"Significance of Change\" section with all three main areas?**\n\n It should list: 1. Personal Growth, 2. Social Progress, and 3. Economic Impact.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Significance of Change\" section include a diagram?**\n\n The constraints require using diagrams to visually represent the relationship between the three areas of significance.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck cover the \"Facing the Challenges\" section?**\n\n It should mention \"Skill requirement\" and \"Organizational Change\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Facing the Challenges\" section include the required vocabulary words?**\n\n The slides must integrate the words: \"hurdles\", \"adapt\", and \"organizational obstacles\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck cover the \"Strategies for Responding\" section with the three specific strategies?**\n\n It should list: 1. Maintain an open mind, 2. Lifelong learning, and 3. Establishing a network.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Strategies for Responding\" section include the required vocabulary words?**\n\n The slides must integrate the words: \"navigate\", \"experimentation\", and \"paramount guidance\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck cover the \"Co-creating the Future\" section with the three pillars?**\n\n It should list: 1. Global Perspective, 2. Community Participation, and 3. Personal Action.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Co-creating the Future\" section include the required vocabulary words?**\n\n The slides must integrate the words: \"collectively\", \"initiative\", \"engaging\", and \"diversity\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the conclusion slide summarize the main points and include the specific closing message?**\n\n The conclusion should summarize the presentation and end with: \"Let us move forward together, confidently into the unknown.\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a \"Thank You\" slide?**\n\n The \"Thank You\" slide should list the presenter's name (Li).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is the content visually supported by relevant images throughout the presentation?**\n\n The slide deck should include relevant images (e.g., symbols of growth, technology, community).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the first slide correctly list the title?**\nThe title should be \"Embracing Change\".\n\n If **no**, specify if the title is missing, or not aligned with the provided document.\n", + "\n**Does the first slide correctly list the subtitle?**\nThe subtitle should be \"Building the Future Together\".\n\n If **no**, specify if the subtitle is missing, or not aligned with the provided document.\n", + "\n**Does the first slide correctly list the presenter's name?**\nThe presenter's name should be \"Li\".\n\n If **no**, specify if the presenter's name is missing, or not aligned with the provided document.\n", + "\n**Is the quote by Heraclitus in the Introduction slide accurate?**\nThe quote must be exactly: “The only constant in life is change.”\n\n If **no**, explain any discrepancies in the wording of the quote.\n", + "\n**Are the details in the \"Significance of Change\" section accurate according to the source?**\n- Personal Growth should mention \"opportunities\" and \"zones\".\n- Social Progress should mention \"Technological\".\n- Economic Impact should mention \"Economically\".\n\n If **no**, specify which details are incorrect or missing.\n", + "\n**Are the specific sub-points for \"Strategies\" accurately listed?**\n- Maintain an open mind: \"accept new things, be brave to try\".\n- Lifelong learning: \"online courses, workshops, reading\".\n- Establishing a network: \"Expanding the network, seeking guidance and support\".\n\n If **no**, specify which sub-points are incorrect or missing.\n", + "\n**Are the vocabulary words used in the correct context within the slides?**\nEnsure that words like \"hurdles\", \"adapt\", \"navigate\", \"experimentation\", and \"paramount\" are integrated naturally and accurately reflect the meaning in the background material, rather than being listed as a vocabulary definition list.\n\n If **no**, specify which words are misused or presented merely as a list.\n", + "\n**Does the \"Co-creating the Future\" slide accurately reflect the sub-points?**\n- Global perspective\n- Community participation\n- Personal Action\n\n If **no**, specify any inaccuracies or misrepresentations of these pillars.\n", + "\n**Is the closing message in the Conclusion slide exact?**\nIt must read: \"Let us move forward together, confidently into the unknown.\"\n\n If **no**, specify any deviation from this text.\n", + "\n**Does the presentation flow logically?**\nThe slides should follow the order: Title -> Introduction -> Significance -> Challenges -> Strategies -> Co-creating Future -> Conclusion.\n\n If **no**, specify where the logical flow is broken.\n", + "\n**Does the presentation tone and audience alignment match the constraints?**\nThe tone should be encouraging/inspiring and suitable for a middle school audience. It should avoid overly academic language or dense walls of text.\n\n If **no**, specify where the tone is inappropriate or the text is too dense.\n", + "\n**Does the presentation avoid any fabricated facts or content not found in the background material?**\nYou must ensure no unrelated content is added.\n\n If **no**, indicate any factual inaccuracies or added details that do not have a basis in the provided background materials.\n", + "\n**Are the diagrams and images relevant and high quality?**\nEnsure that diagrams (e.g., in the Significance section) and images are clearly labeled and relevant to the content, rather than just decorative fillers.\n\n If **no**, specify which visuals are irrelevant or low quality.\n" + ] +} diff --git a/talk/middle_school_presentation/03/generation_task/statistics.yaml b/talk/middle_school_presentation/03/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..65701bc755afe82545ead9b8f53cac270f706b43 --- /dev/null +++ b/talk/middle_school_presentation/03/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/03 +category: talk +input_metrics: + total_input_tokens: 4136 + generation_prompt_tokens: 1468 + materials_total_tokens: 2668 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 2668 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 13 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 28 + total_count: 58 diff --git a/talk/middle_school_presentation/03/material.md b/talk/middle_school_presentation/03/material.md new file mode 100644 index 0000000000000000000000000000000000000000..4de545866fb60eb24c2a793a7cda2d51d13d2870 --- /dev/null +++ b/talk/middle_school_presentation/03/material.md @@ -0,0 +1,99 @@ +# Embracing Change, Building the Future Together + +**Speaker:** Li +**Topic:** Navigating the Era of Rapid Change + +--- + +Good morning, everyone. + +It is a privilege to stand before you today to discuss a topic that defines not only our current moment in history but the very essence of the human experience. As we look around us, at the technology in our pockets, the shifting landscapes of our cities, and the evolving nature of our relationships, we are confronted with a singular, undeniable truth. It is a truth that was articulated thousands of years ago by the Greek philosopher Heraclitus, who famously observed, "The only constant in life is change." + +This quote is not merely a philosophical observation; it is the fundamental law of our existence. We often seek stability. We crave the comfort of the known. Yet, the river of time never stops flowing. We never step into the same river twice, for other waters are always flowing on to us. Today, I want to invite you on a journey—a journey to explore the significance of this change, to understand the challenges it presents, to equip ourselves with the strategies necessary to navigate it, and finally, to look at how we can co-create a future that is not just something that happens to us, but something we build together. + +### Part 1: The Significance of Change + +Why does change matter? Why do we spend so much time analyzing it? It is because change is the catalyst for all advancement. We can categorize the significance of change into three distinct but interconnected pillars: Personal Growth, Social Progress, and Economic Impact. + +Let us first look inward at **Personal Growth**. +Human beings are creatures of habit. We like our routines; we like our safety. We exist, largely, in what psychologists call our "Comfort Zone." In this zone, we feel safe, in control, and at ease. However, nothing grows in the comfort zone. To evolve, we must step out into the "Growth Zone." This transition is fueled by change. When our environment shifts, or when we are forced to confront new circumstances, we are pushed beyond our perceived limits. + +It is in this space of uncertainty that we discover **opportunities**. These are not always obvious. Sometimes an opportunity looks like a difficult problem. Sometimes it looks like a failure. But every time we adapt to a change, we acquire new capabilities. We expand our resilience. We learn more about who we are and what we are capable of achieving. Without the external pressure of change, we would remain stagnant, forever trapped in the limited potential of who we were yesterday. + +Secondly, we must consider **Social Progress**. +If we look back at the history of our species, every major leap forward has been driven by a fundamental change in how we interact with the world. This is most visible in the **technological** realm. Consider the invention of the printing press, the steam engine, or the internet. These were not just new gadgets; they were seismic shifts that reorganized society. + +Today, we are witnessing technological changes at a pace that is unprecedented. Artificial intelligence, biotechnology, and renewable energy are reshaping the fabric of our daily lives. These advancements improve our quality of life, connect us with people across the globe, and solve problems that once seemed impossible. This social progress is the direct result of humanity embracing the changing tide of innovation rather than resisting it. + +Thirdly, there is the **Economic Impact**. +Change is the engine of the economy. **Economically**, stagnation is the enemy of prosperity. Markets shift, consumer needs evolve, and industries rise and fall. This creative destruction is necessary for development. New industries create new jobs, requiring new skills and offering new paths to prosperity. While this can be improved, it is the dynamism of a changing economy that allows for wealth creation and the improvement of living standards on a global scale. When we embrace economic change, we open the door to a more efficient, innovative, and abundant world. + +### Part 2: Facing the Challenges of Change + +However, we must be realistic. While change is necessary and beneficial in the long run, it is rarely easy in the moment. Embracing change requires us to face significant challenges. We must acknowledge the **hurdles** that stand in our path. + +The first major challenge lies in **Skill Requirements**. +As the world changes, the tools we need to navigate it change as well. The skills that guaranteed success ten or twenty years ago may be obsolete today. We are moving from an economy based on manual labor and repetition to one based on creativity, critical thinking, and digital literacy. This creates a gap—a chasm between what we know and what we need to know. + +For many, this is a source of great anxiety. The pressure to constantly upskill can feel overwhelming. We are asked to master new software, learn new languages, and understand complex systems that didn't exist when we were born. This demand for constant intellectual evolution is a high barrier to entry for the future. + +The second major challenge is **Organizational Change**. +It is not just individuals who struggle; structures struggle too. Companies, schools, and governments often face **organizational obstacles**. These entities are built on processes and hierarchies designed for stability, not agility. When a major change disrupts the status quo, large organizations can be slow to pivot. They may suffer from bureaucratic inertia, where the fear of the new paralyzes decision-making. + +Furthermore, within these organizations, there is the human element. Employees may resist change because they fear for their job security or because they simply do not want to **adapt** to new workflows. Overcoming these organizational hurdles requires not just new policies, but a fundamental shift in culture. It requires leadership that can communicate the vision of the future clearly enough to overcome the fear of the present. + +### Part 3: Strategies for Actively Responding to Changes + +So, given these significant benefits and these daunting challenges, how do we respond? We cannot simply sit back and let change wash over us like a tidal wave. We must take action. We need concrete strategies to **navigate** this volatile landscape. + +The first and most fundamental strategy is to **Maintain an Open Mind**. +This sounds simple, but it is perhaps the hardest task of all. To have an open mind means to suspend judgment. It means quieting that inner voice that says, "This is different, therefore it is bad." We must cultivate a mindset that is willing to **accept new things**. + +We must be **brave to try**. Courage is not the absence of fear; it is acting in spite of it. When a new technology is introduced in the classroom, or a new method of working is proposed, our first instinct should be curiosity, not rejection. We need to approach the unknown with a spirit of **experimentation**. We must be willing to test, to fail, and to try again. An open mind is the soil in which the seeds of the future are planted. Without it, no amount of skill or knowledge will save us from obsolescence. + +The second strategy is **Lifelong Learning**. + The concept of education as a phase of life that ends in your early twenties is dead. In a rapidly changing world, learning is a continuous, cradle-to-grave process. We must take ownership of our intellectual development. + +This involves leveraging the vast resources available to us. We should be engaging with **online courses** to learn new technical skills. We should be attending **workshops** to develop our soft skills. We should be **reading** voraciously—not just within our field, but outside of it. Reading history, philosophy, and science broadens our perspective and helps us connect the dots in ways that specialists cannot. Lifelong learning is the only insurance policy against an unpredictable future. It ensures that no matter how the market shifts, we remain valuable, relevant, and capable. + +The third strategy is **Establishing a Network**. +No one survives a storm alone. In times of change, our relationships are our anchor. We must be intentional about **expanding the network** of people we know and trust. This is not about transactional networking—collecting business cards or social media connections. It is about building a community of practice. + +We must actively involve ourselves in **seeking guidance and support**. We need mentors who have walked the path before us and can offer **paramount guidance**. Their wisdom can help us see around corners and avoid pitfalls. Conversely, we should also look to our peers for support, sharing our struggles and our victories. A strong network provides the emotional and professional safety net that allows us to take risks. When we know we have people behind us, we are more willing to leap into the unknown. + +### Part 4: How Can We Co-create the Future + +By adopting these strategies—an open mind, lifelong learning, and a strong network—we prepare ourselves as individuals. But the title of this presentation is not just "Embracing Change"; it is "Building the Future Together." Individual survival is not enough. We have a responsibility to shape the world that is coming. + +How do we **co-create** the future? We do it through three key dimensions: a Global Perspective, Community Participation, and Personal Action. + +First, we must adopt a **Global Perspective**. +The challenges we face today—climate change, pandemics, economic instability—are not confined by borders. They are global issues that require global solutions. We must understand that our actions have ripple effects that touch people on the other side of the world. We need to appreciate **diversity** not just as a moral imperative, but as a strategic advantage. Diverse teams bring diverse ideas, and diverse ideas are the fuel for innovation. By viewing the world through a global lens, we can see the interconnectedness of all things and make decisions that benefit humanity as a whole, rather than just our immediate surroundings. + +Second, we need **Community Participation**. +Change happens globally, but action happens locally. We must be **engaging** with our communities. This means showing up. It means volunteering. It means participating in the civic life of our schools, our neighborhoods, and our cities. + +When we participate in our community, we are doing the hard work of translation. We are taking the abstract concepts of global change and translating them into local solutions. We are the ones who build the bridges between the old world and the new. Community participation creates the social glue that holds us together when things get tough. It reminds us that we are not isolated individuals fighting for survival, but part of a greater whole. + +Third, and perhaps most importantly, is **Personal Action**. +We must act **collectively**, but the collective is made up of individuals. We must take the **initiative**. We cannot wait for permission to build the future. We cannot wait for a leader to tell us what to do. We must look at the problems around us and say, "I can fix this." + +Every time you choose to learn a new skill, you are taking personal action. Every time you choose to mentor a younger student, you are taking personal action. Every time you choose to speak up for an innovative idea, you are taking personal action. These small acts, when multiplied by millions of people, become the force that shapes history. + +### Conclusion + +In conclusion, we find ourselves at a crossroads. Behind us lies the comfort of the past, a world we understood and mastered. Ahead of us lies the fog of the future, filled with uncertainty, rapid technological shifts, and complex challenges. + +We have discussed the significance of this moment. We have seen how change drives our personal growth, pushing us out of our comfort zones and into our potential. We have acknowledged the social progress that technology brings and the economic shifts that reshape our livelihoods. + +We have not shied away from the hard truths. We know that there are hurdles. We know that the skills gap is real and that organizational obstacles can be frustrating. We know that fear is a natural reaction. + +But we also know the way forward. We have the map. We know that by maintaining an open mind, we can turn fear into curiosity. We know that through lifelong learning, we can turn obsolescence into opportunity. We know that by establishing a strong network, we can turn isolation into solidarity. + +Most importantly, we know that the future is not a spectator sport. It is a construction site, and we are the builders. By maintaining a global perspective, engaging with our communities, and taking personal initiative, we can co-create a world that is more inclusive, more innovative, and more resilient. + +So, I leave you with this final thought. Do not fear the shifting tides. Do not lament the loss of the old ways. Instead, embrace the energy of the new. Let the waves of change lift you up, not drown you. Let us take the tools we have discussed today—our minds, our networks, our courage—and let us get to work. + +Let us move forward together, confidently into the unknown. + +Thank you. \ No newline at end of file diff --git a/talk/middle_school_presentation/04/generation_task/instructions.md b/talk/middle_school_presentation/04/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8aa2e3f2e223d774cf2731c3671d1fca03fa6e85 --- /dev/null +++ b/talk/middle_school_presentation/04/generation_task/instructions.md @@ -0,0 +1,107 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** +  * Include a title such as "Ancient Chinese Weaponry". +  * Include a subtitle relevant to the context (e.g., "Junior High School Presentation"). +  * List the presenter's name (Li). + +* **Introduction/Table of Contents:** +  * Briefly introduce the three main categories to be discussed: The Sword, The Broadsword, and The Spear. +  * Present the structure of the presentation (01 The Sword, 02 The Broadsword, 03 The Spear). + +* **Part One: The Sword (The Nobility Among Weaponry):** +  * Introduce the Sword as "The Nobility Among Weaponry" and the Chinese term "百兵之君". +  * Describe its characteristics: double-bladed, a symbol of power, nobility, and prestige. +  * Explain the two types mentioned: +    * The longer kind: made for dismounted battle. +    * The shorter kind (dagger): made for close-quarter defense and assassination. +  * **Vocabulary Highlight:** Include key terms with translations as provided in the material (dismounted 步下, prestige 威望, dagger 匕首, close quarter 近距离). + +* **Part Two: The Broadsword (The Conqueror Among Weaponry):** +  * Introduce the Broadsword as "The Conqueror Among Weaponry" and the Chinese term "兵中之霸". +  * Describe its characteristics: single-edged, slightly curved blade. +  * Explain its usage: mostly for chopping and slashing, usually used for battles between cavalry. +  * Highlight the famous example: The Chinese Tripartite Polearm (Green Dragon Crescent Blade). +  * **Vocabulary Highlight:** Include key terms with translations (broadsword 砍刀, cavalry 骑兵的, tripartite 三部分的, polearm 长柄武器). + +* **Part Three: The Spear (The Monarch Among Weaponry):** +  * Introduce the Spear as "The Monarch Among Weaponry" and the Chinese term "百兵之王". +  * Describe its characteristics: long wooden shaft with a sharp leaf-shaped tip; the only well-known long weapon with a soft shaft. +  * Quote the saying: "Master the spear, and all weapons follow." +  * Explain its usage: optimized for slashing, thrusting, and parrying; used for both cavalry and dismounted combat. +  * **Vocabulary Highlight:** Include key terms with translations (monarch 帝王, shaft 杆, optimized 使最优化, parry 挡, thrust 刺). + +* **Conclusion Slide:** +  * Summarize the unique status of each weapon (The Nobility, The Conqueror, The Monarch). +  * Reiterate the cultural significance of these weapons in ancient China. + +* **Thank You Slide:** +  * Include a "Thank You" message. +  * List the presenter's name (Li). + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/04/generation_task/judge_prompt.json b/talk/middle_school_presentation/04/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..449369b82ea63a2ee19c48f0425897ad143bc120 --- /dev/null +++ b/talk/middle_school_presentation/04/generation_task/judge_prompt.json @@ -0,0 +1,34 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list a subtitle relevant to the context (e.g., \"Junior High School Presentation\")?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the presenter's name (Li)?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there an Introduction or Table of Contents slide?**\n\n This slide should briefly introduce the three main categories (The Sword, The Broadsword, The Spear) or outline the structure of the presentation.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a section (at least one slide) dedicated to \"The Sword\"?**\n\n The section should introduce the sword and include the Chinese term \"百兵之君\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Sword\" section describe the two types of swords?**\n\n It should mention the longer kind (dismounted battle) and the shorter kind/dagger (close-quarter defense/assassination).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Sword\" section include the required vocabulary highlights?**\n\n It should list terms like \"dismounted\" (步下), \"prestige\" (威望), \"dagger\" (匕首), and \"close quarter\" (近距离).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a section (at least one slide) dedicated to \"The Broadsword\"?**\n\n The section should introduce the broadsword and include the Chinese term \"兵中之霸\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Broadsword\" section mention the \"Green Dragon Crescent Blade\" or \"Chinese Tripartite Polearm\"?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Broadsword\" section include the required vocabulary highlights?**\n\n It should list terms like \"broadsword\" (砍刀), \"cavalry\" (骑兵的), \"tripartite\" (三部分的), and \"polearm\" (长柄武器).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a section (at least one slide) dedicated to \"The Spear\"?**\n\n The section should introduce the spear and include the Chinese term \"百兵之王\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Spear\" section include the specific quote about mastering the spear?**\n\n The quote should be \"Master the spear, and all weapons follow.\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Spear\" section include the required vocabulary highlights?**\n\n It should list terms like \"monarch\" (帝王), \"shaft\" (杆), \"optimized\" (使最优化), \"parry\" (挡), and \"thrust\" (刺).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a Conclusion slide?**\n\n The conclusion should summarize the unique status of the three weapons.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a \"Thank You\" slide?**\n\n The slide should list the presenter's name (Li).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the first slide correctly list the title?** The title should be \"Ancient Chinese Weaponry\".\n\n If **no**, specify if the title is missing, or not aligned with the provided document.\n", + "\n**Does the first slide correctly list the presenter's name?**\nThe presenter's name should be \"Li\".\n\n If **no**, specify if the name is missing, or not aligned with the provided document.\n", + "\n**Is the \"Sword\" correctly identified as \"The Nobility Among Weaponry\" and associated with \"百兵之君\"?**\n\n If **no**, explain any misattributions or incorrect Chinese terms used for the sword.\n", + "\n**Are the characteristics of the Sword factually accurate according to the source?**\nIt should be described as double-bladed and a symbol of power/nobility. The distinction between the longer kind (dismounted) and shorter kind (dagger/defense) must be accurate.\n\n If **no**, specify which details are incorrect.\n", + "\n**Are the vocabulary translations in the Sword section correct?**\nCheck: dismounted (步下), prestige (威望), dagger (匕首), close quarter (近距离).\n\n If **no**, specify which translation is missing or incorrect.\n", + "\n**Is the \"Broadsword\" correctly identified as \"The Conqueror Among Weaponry\" and associated with \"兵中之霸\"?**\n\n If **no**, explain any misattributions or incorrect Chinese terms used for the broadsword.\n", + "\n**Are the characteristics of the Broadsword factually accurate according to the source?**\nIt should be described as single-edged with a slightly curved blade, used mostly for chopping/slashing and cavalry battles.\n\n If **no**, specify which details are incorrect.\n", + "\n**Are the vocabulary translations in the Broadsword section correct?**\nCheck: broadsword (砍刀), cavalry (骑兵的), tripartite (三部分的), polearm (长柄武器).\n\n If **no**, specify which translation is missing or incorrect.\n", + "\n**Is the \"Spear\" correctly identified as \"The Monarch Among Weaponry\" and associated with \"百兵之王\"?**\n\n If **no**, explain any misattributions or incorrect Chinese terms used for the spear.\n", + "\n**Are the characteristics of the Spear factually accurate according to the source?**\nIt should be described as having a long wooden shaft (soft shaft), optimized for slashing, thrusting, and parrying.\n\n If **no**, specify which details are incorrect.\n", + "\n**Are the vocabulary translations in the Spear section correct?**\nCheck: monarch (帝王), shaft (杆), optimized (使最优化), parry (挡), thrust (刺).\n\n If **no**, specify which translation is missing or incorrect.\n", + "\n**Does the presentation include relevant images for each weapon type?**\nThe slides should include high-quality, clearly labeled images of swords, broadswords (specifically the Green Dragon Crescent Blade if mentioned), and spears.\n\n If **no**, specify which section lacks relevant visual support.\n", + "\n**Does the presentation maintain a consistent tone suitable for a middle school English classroom?**\nThe language should be educational and engaging, avoiding overly complex sentence structures while accurately teaching the specific vocabulary provided.\n\n If **no**, specify where the tone is inappropriate.\n" + ] +} diff --git a/talk/middle_school_presentation/04/generation_task/statistics.yaml b/talk/middle_school_presentation/04/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..12710a957a8cb7c4d75f16fe42e704f356a92133 --- /dev/null +++ b/talk/middle_school_presentation/04/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/04 +category: talk +input_metrics: + total_input_tokens: 3848 + generation_prompt_tokens: 1654 + materials_total_tokens: 2194 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 2194 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 13 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 28 + total_count: 58 diff --git a/talk/middle_school_presentation/04/material.md b/talk/middle_school_presentation/04/material.md new file mode 100644 index 0000000000000000000000000000000000000000..9a2b242f6a98e4dea6dc7723ddf204861e02545e --- /dev/null +++ b/talk/middle_school_presentation/04/material.md @@ -0,0 +1,82 @@ +# The Soul of Steel: A Journey Through Ancient Chinese Weaponry + +**Speaker:** Li +**Topic:** Ancient Chinese Weaponry +**Target Audience:** Students and History Enthusiasts + +--- + +Good morning, everyone. + +When we look back at the vast, flowing river of Chinese history, we see a civilization built not just on ink and paper, philosophy and poetry, but also on iron and steel. The history of China is, in many ways, a history of conflict, defense, and the martial arts. Today, I want to take you on a journey into the cold, sharp heart of that history. We are going to explore the tools that shaped dynasties, the instruments that protected empires, and the symbols that defined heroism. + +We are not just talking about metal objects today. We are talking about personalities. In the ancient Chinese tradition, weapons were not merely tools for killing; they were ascribed living characteristics, social ranks, and distinct spirits. They had distinct identities that mirrored the people who wielded them. Specifically, we will be looking at three major pillars of the Chinese arsenal: The Sword, The Broadsword, and The Spear. + +Each of these holds a specific title in Chinese folklore—a rank, if you will—that tells us exactly where it stands in the hierarchy of combat. We have the "Nobility," the "Conqueror," and the "Monarch." By the end of this talk, you will understand not just how these weapons were used, but why they were revered. + +### Part One: The Sword – The Nobility Among Weaponry + +Let us begin with the most elegant of them all. In Chinese, it is known as the *Jian*, but to the world, it is simply the Sword. However, the *Jian* holds a status that goes far beyond its ability to cut. In the classification of weapons, the Sword is known as *Bai Bing Zhi Jun*—"The Nobility Among Weaponry." + +Why "Nobility"? Why is it considered the gentleman of the battlefield? + +Unlike other weapons that might be designed purely for brute force or slaughter, the Sword represents refinement. Structurally, it is defined by being double-bladed. It cuts both ways. This symmetry is crucial. It represents balance, fairness, and the middle path. A straight, double-edged blade implies a wielder who is upright and righteous. Throughout history, the sword was not just a weapon of war; it was a symbol of power, nobility, and prestige. Emperors wore them. Scholars hung them in their studies. It was a badge of rank, a piece of jewelry that commanded respect. To carry a sword was to declare that you were a person of status and honor. + +Functionally, the *Jian* requires immense skill to master. Because it is double-bladed, the user must be precise. It is not a bludgeon; it is a scalpel. + +We can categorize the usage of the sword into two distinct variations based on length and purpose. + +First, we have the longer kind. These swords were engineered specifically for what we call "dismounted battle." When a warrior is on foot—dismounted—they require reach and leverage to keep an opponent at bay. The long sword allowed for fluid, dancing movements, utilizing the full length of the blade to strike and deflect. It is the weapon of the duelist and the officer on the field. + +Then, we have the shorter kind, often referred to as the dagger. While the long sword is a symbol of overt power, the dagger is a tool of subtlety. It was made for "close quarter" combat. In the tight confines of a hallway or a room, where a long blade would get caught on walls or furniture, the short dagger reigns supreme. But it also has a darker purpose. Historically, the dagger was the primary tool for defense in emergencies and, famously, for assassination. It is easily concealed in a sleeve or a boot. If the long sword is the noble declaration of war, the dagger is the whispered threat in the dark. + +So, when you think of the Sword, think of the "Nobility." Think of prestige, high status, and the elegant, deadly dance of the double blade. + +### Part Two: The Broadsword – The Conqueror Among Weaponry + +If the Sword is the refined gentleman, our next subject is the rugged general. We move now to the *Dao*, or the Broadsword. + +The Broadsword holds the title of *Bing Zhong Zhi Ba*—"The Conqueror Among Weaponry." The Chinese character "Ba" implies a hegemon, a ruler who rules by force and might. This perfectly describes the nature of the Broadsword. + +Visually, the difference is immediate. While the Sword is straight and double-edged, the Broadsword features a single-edged, slightly curved blade. One side is sharp; the other is a thick, heavy spine. This design change dictates its function entirely. It is not meant for the delicate, precise thrusts of a duel; it is meant for power. + +The Broadsword is mostly used for chopping and slashing. The heavy spine adds weight to the swing, allowing the blade to cleave through armor and bone with terrifying efficiency. Because of this emphasis on downward power and the curvature of the blade, the Broadsword was the weapon of choice for the cavalry. + +Imagine the physics of the battlefield. When you are on a horse, galloping at full speed, you cannot easily thrust a straight sword into an enemy; the impact might rip the weapon from your hand or break your wrist. However, with a curved, single-edged Broadsword, you can slash as you ride past. The curve allows the blade to slice through the target and exit smoothly, maintaining the momentum of the charge. This is why the *Dao* became the standard sidearm for soldiers and cavalrymen across centuries. It is reliable, durable, and brutally effective. + +Within the family of the Broadsword, there is a legendary variation that we must discuss. The *Dao* is not just a handheld saber; the term also covers long-handled polearms with broadsword-like blades. The most famous of these is the Chinese Tripartite Polearm, known legendary as the *Green Dragon Crescent Blade*. + +This weapon is an icon of Chinese culture. It is a massive, heavy blade mounted on a long pole, combining the reach of a spear with the chopping power of a broadsword. The term "Tripartite" refers to its three distinct parts—the heavy curved blade, the long shaft, and the counterweight at the end. It is a weapon that requires immense strength to wield, further cementing the Broadsword’s reputation as the "Conqueror." It dominates the space around it, smashing through defenses and sweeping enemies away. + +### Part Three: The Spear – The Monarch Among Weaponry + +Finally, we arrive at the summit of the hierarchy. We have met the Nobility and the Conqueror, but now we must bow to the King. The Spear, or *Qiang*, is known as *Bai Bing Zhi Wang*—"The Monarch Among Weaponry." + +Why is the Spear the "Monarch" or the "King of All Weapons"? It is because the Spear is the foundation of the battlefield. It is the most widely used, the most versatile, and arguably the most effective military tool in history. + +The construction of the Chinese spear is deceptive in its simplicity. It consists of a long wooden shaft tipped with a sharp, leaf-shaped metal head. But the secret lies in the materials. The Chinese spear is the only well-known long weapon that utilizes a "soft shaft." + +When we say "soft shaft," we do not mean it is floppy or weak. We mean the wood is selected for its flexibility and elasticity. Usually made from wax wood, the shaft can bend and snap back. This is a brilliant technological advantage. When a spearman strikes, the shaft bends, absorbing the shock of the impact so it doesn't hurt the user's hands. Furthermore, this flexibility allows the user to create unpredictable, whipping movements. A master spearman can make the tip of the spear vibrate and blur, making it nearly impossible for the enemy to know where the strike will land. + +There is a famous saying in Chinese martial arts: "Master the spear, and all weapons follow." This means that the principles learned in spear training—spacing, timing, leverage, and focus—are the universal roots of all combat. If you can control the long, difficult spear, you can easily pick up a sword or a staff. It is the King because it teaches the rules that all other weapons must obey. + +In terms of usage, the Spear is optimized for three main actions: slashing, thrusting, and parrying. +* **Thrusting:** This is its primary attack. With its great length, you can pierce an enemy's heart before they are even close enough to swing their sword at you. +* **Slashing:** Because of the leaf-shaped tip and the flexible rod, the spear can be swung effectively to cut, not just poke. +* **Parrying:** The long shaft is excellent for blocking. You can use the length of the wood to "parry" or deflect incoming attacks, creating a defensive barrier that is hard to penetrate. + +The Spear is a truly universal weapon, serving as both a cavalry weapon and a dismounted weapon. On a horse, it is a lance that charges down lines of infantry. On foot, it forms the impenetrable phalanx, a forest of sharp points that keeps the enemy at bay. + +### Conclusion + +So, we have looked at the three pillars of the ancient Chinese arsenal. + +We saw the **Sword**, the "Nobility." It is the symbol of prestige and the double-edged guardian of honor, lethal in the hands of a master, whether in the open field or the close quarters of an assassination. + +We saw the **Broadsword**, the "Conqueror." It is the single-edged beast of the cavalry, designed for the chop and the slash, ruling the battlefield through sheer force and the momentum of the charge. + +And we saw the **Spear**, the "Monarch." The King of weapons with its flexible soft shaft, the teacher of all martial arts, optimized to thrust, slash, and parry its way to victory. + +These weapons are more than just artifacts in a museum. They are crystallized philosophy. They tell us what the ancients valued: the prestige of the sword, the dominance of the broadsword, and the technical mastery of the spear. + +Thank you for listening. \ No newline at end of file diff --git a/talk/middle_school_presentation/05/generation_task/instructions.md b/talk/middle_school_presentation/05/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..13b022d647df8a48f12bdab9fc36b89115adeae3 --- /dev/null +++ b/talk/middle_school_presentation/05/generation_task/instructions.md @@ -0,0 +1,113 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** + * Include the title: "Beijing Subway". + * Include the subtitle or class information: "Class 4, Grade 7". + * List the presenter's name: Li. + +* **Agenda Slide:** + * List the four main sections of the presentation: + 1.The introduction of Beijing subway + 2.The history of Beijing subway + 3.The significance of Beijing subway + 4.My favorite subway line + +* **Introduction Section:** + * Present key statistics about the Beijing Subway system. + * Include specific numbers found in the source: distance (879km), number of lines (27), and number of stations (522). + * Highlight key characteristics such as "busy," "extensive," "wide-ranging coverage," and "cheap." + * Mention the concepts of "inaugurated" and "accessibility." + +* **History Section:** + * Detail the timeline and evolution of the subway. + * Mention the launch time: 1969. + * Explain the initial purpose: "defense." + * Describe its development using keywords like "accelerated," "vast," "integrating," and "eco-friendly." + * Summarize its character as "old" yet "useful." + +* **Significance Section:** + * Explain the impact of the subway on the city. + * Address how it helps with "urban congestion" and "reducing pollution." + * Discuss how it enhances "residential" and "commercial" "connectivity." + * Emphasize that it is "vital" for efficiency and affordability. + +* **Favorite Line Section (Line 12):** + * Introduce the presenter's favorite line: Line 12. + * Provide specific technical details: + * Distance: 27.5km. + * Average speed: about 39.8km/h. + * Terminals: Dongbabei to Sijiqingqiao. + * Number of stations: 20. + * detailed the train specifications: Type 4A or 8A, with a capacity of 1728 or 3456 people per train. + +* **Conclusion/Thank You Slide:** + * Summarize the importance of the Beijing Subway. + * Include a "Thank You For Listening" message. + * Display relevant logos (e.g., Beijing Subway, BJMTR) if applicable based on source context. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/05/generation_task/judge_prompt.json b/talk/middle_school_presentation/05/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..aa6cddaae338e7d1b8da2b7545acf84cc24b1222 --- /dev/null +++ b/talk/middle_school_presentation/05/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n **Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the subtitle or class information?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the presenter's name?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there an \"Agenda\" slide listing the main sections of the presentation?**\n\n The agenda should cover the introduction, history, significance, and the favorite subway line.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the \"Introduction\" section cover key statistics about the subway system?**\n\n It should mention distance, number of lines, and number of stations.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the \"History\" section cover the timeline and evolution of the subway?**\n\n It should mention the launch time and initial purpose (defense).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the \"Significance\" section explain the impact of the subway on the city?**\n\n It should address issues like congestion and pollution, as well as connectivity.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there a section dedicated to the \"Favorite Subway Line\" (Line 12)?**\n\n This section should introduce Line 12 specifically.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the \"Favorite Subway Line\" section include technical specifications?**\n\n It should list details such as distance, speed, terminals, stations, and train capacity.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is the content visually supported by relevant images or placeholders?**\n\n The slide deck should include visuals such as the Beijing Rail Transit Lines map, station photos, or train interiors.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there a \"Conclusion\" or \"Thank You\" slide?**\n\n The slide should summarize the importance of the subway and thank the audience.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include relevant logos?**\n\n The slides should display relevant logos (e.g., Beijing Subway, BJMTR) where appropriate.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n " + ], + "material_dependent_checklist_2": [ + "\n **Does the first slide correctly list the title?**\n The title should be \"Beijing Subway\".\n\n If **no**, specify if the title is missing, or not aligned with the provided document.\n ", + "\n **Does the first slide correctly list the class information?**\n The class information should be \"Class 4, Grade 7\".\n\n If **no**, specify if the class info is missing, or not aligned with the provided document.\n ", + "\n **Does the first slide correctly list the presenter's name?**\n The presenter's name should be \"Li\" (or \"Runyang Li\").\n\n If **no**, specify if the name is missing, or not aligned with the provided document.\n ", + "\n **Does the Agenda slide list the four specific sections correctly?**\n 1. The introduction of Beijing subway\n 2. The history of Beijing subway\n 3. The significance of Beijing subway\n 4. My favorite subway line\n\n If **no**, specify which agenda item is missing or incorrect.\n ", + "\n **Are the quantitative statistics in the Introduction section accurate?**\n * Distance: 879km\n * Lines: 27\n * Stations: 522\n\n If **no**, specify which number is incorrect.\n ", + "\n **Does the Introduction section use the specific vocabulary terms required?**\n The slides should include the terms \"inaugurated\" and \"accessibility\" (or their definitions/context).\n\n If **no**, specify which term is missing or misused.\n ", + "\n **Are the historical facts in the History section accurate?**\n * Launch time: 1969\n * Initial purpose: defense\n * Described as \"old\" yet \"useful\"\n\n If **no**, specify which fact is incorrect.\n ", + "\n **Does the Significance section correctly identify the subway's benefits?**\n It should mention reducing \"urban congestion\" and \"pollution,\" and enhancing \"residential\" and \"commercial\" \"connectivity.\"\n\n If **no**, specify which benefit or keyword is missing or incorrect.\n ", + "\n **Are the Line 12 physical statistics accurate?**\n * Distance: 27.5km\n * Average speed: about 39.8km/h\n * Stations: 20\n\n If **no**, specify which statistic is incorrect.\n ", + "\n **Are the Line 12 terminal stations correctly identified?**\n Terminals: Dongbabei to Sijiqingqiao.\n\n If **no**, specify if the terminals are incorrect or misspelled.\n ", + "\n **Are the Line 12 train specifications accurate?**\n * Type: 4A or 8A\n * Capacity: 1728 or 3456 people per train\n\n If **no**, specify which specification is incorrect.\n ", + "\n **Does the presentation tone remain suitable for a middle school audience?**\n The tone should be informative and enthusiastic, explaining technical terms where necessary.\n\n If **no**, specify if the language is too academic, too informal, or inappropriate.\n ", + "\n **Does the presentation avoid any fabricated facts or numbers not found in the background material?**\n\n If **no**, indicate any factual inaccuracies or added details that do not have a basis in the provided background materials.\n ", + "\n **Does every data point in charts or lists exactly match the provided material?**\n Ensure numbers like \"39.8km/h\" or \"27.5km\" are precise.\n\n If **no**, specify which data point is inaccurate.\n " + ] +} diff --git a/talk/middle_school_presentation/05/generation_task/statistics.yaml b/talk/middle_school_presentation/05/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0650bf89ebe73a63123b7372bd1431f7359f4c67 --- /dev/null +++ b/talk/middle_school_presentation/05/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/05 +category: talk +input_metrics: + total_input_tokens: 3303 + generation_prompt_tokens: 1519 + materials_total_tokens: 1784 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 1784 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/talk/middle_school_presentation/05/material.md b/talk/middle_school_presentation/05/material.md new file mode 100644 index 0000000000000000000000000000000000000000..aa797c6e20bc881b3c3195175c8b7a85f488714f --- /dev/null +++ b/talk/middle_school_presentation/05/material.md @@ -0,0 +1,99 @@ +# Speech Draft: The Lifeline of Our City – Beijing Subway + +**Presenter:** Runyang Li +**Class:** Class 4, Grade 7 +**Topic:** Beijing Subway + +--- + +**[Introduction]** + +Good morning, respected teachers and fellow classmates. + +My name is Runyang Li, and I am proud to represent Class 4, Grade 7. Today, I want to take you on a journey—not a journey by plane or by boat, but a journey through the underground arteries of our magnificent city. Today, we are going to talk about the heartbeat of Beijing: the Beijing Subway. + +We all live in this vast, bustling metropolis, and for many of us, the subway is a daily reality. It is how we get to school, how our parents get to work, and how we explore the wonders of our capital. But how often do we stop to really think about the massive network beneath our feet? In this presentation, I will guide you through four main aspects of this incredible system. + +First, I will provide a general introduction to the Beijing Subway, looking at the impressive numbers that define it. +Second, we will travel back in time to explore the history of the subway, from its origins to its current state. +Third, we will discuss the significance of the subway—why it is so vital for our urban life. +And finally, I will share with you my personal favorite subway line, Line 12, and explain why it stands out to me. + +Let us begin our journey. + +--- + +**[Part 1: The Introduction of Beijing Subway]** + +To truly understand the Beijing Subway, we must first look at the sheer scale of it. It is not just a collection of trains; it is a massive, sprawling network that holds our city together. + +When we look at the data for the year 2025, the numbers are breathtaking. The total distance covered by the Beijing Rail Transit Lines is a staggering **879 kilometers**. Imagine that distance! It is an enormous span of track that winds its way through every corner of our capital. + +This network is composed of **27 distinct lines**. Each line has its own color, its own route, and its own personality, weaving together to form a comprehensive web of transportation. Within this web, there are **522 stations**. That means there are 522 entry points into this underground world, 522 places where people begin and end their journeys every single day. + +One of the key words we must understand when talking about this system is "inaugurated." To be inaugurated means to be introduced or to begin officially. Since the subway was first inaugurated, it has grown into something truly characteristic of modern Beijing. + +How would we describe the characteristics of our subway today? +First, it is **busy**. Millions of people rely on it. +Second, it is **extensive**. As the 879 kilometers suggest, it reaches far and wide. +Third, it has **wide-ranging coverage**. Whether you are in the city center or the suburbs, the subway is likely nearby. +And fourth, it is **cheap**. It remains an affordable way for everyone to travel. + +This brings us to another crucial concept: **accessibility**. Accessibility is about how easy it is for people to use the system. With 522 stations, the Beijing Subway offers incredible accessibility, allowing citizens from all walks of life to move freely throughout the city. + +--- + +**[Part 2: The History of Beijing Subway]** + +Now, let us step back into the past. The Beijing Subway we see today is very different from how it started. + +The story begins in **1969**. This was the launch time of the very first line. However, the purpose back then was quite different from what we know today. In 1969, the primary purpose of the subway was actually for **defense**. It was built during a time of tension, and the underground tunnels were designed to provide safety and security for the nation. It was a project born out of necessity and protection. + +However, as time went on, the role of the subway evolved. The development of the network **accelerated**. We moved from a single line focused on defense to a civilian transport network that grew at an incredible speed. The network became **vast**, expanding year after year to keep up with the growth of Beijing. + +Today, the subway is focused on **integrating** the city. It connects different districts, different communities, and different functions of the city into one unified whole. Furthermore, modern development has focused on making the system **eco-friendly**. Unlike the smoky vehicles of the past, our modern electric subway trains are clean and green, contributing to a better environment. + +So, if we look at the history, we can see two main characteristics. It is **old**, carrying the legacy of 1969 and the memories of the past. But at the same time, it is incredibly **useful**, having adapted to become the backbone of modern Beijing transportation. + +--- + +**[Part 3: The Significance of Beijing Subway]** + +Why does this all matter? Why is the subway so important to us? This brings us to the significance of the Beijing Subway. + +We live in an **urban** environment, and with any major city comes a major problem: **congestion**. We have all seen the traffic jams on the ring roads. Cars comprised of steel and rubber, stuck bumper to bumper. The subway is the solution to this. One of its most significant roles is easing traffic congestion. By taking millions of people off the roads and putting them into trains, we reduce the gridlock on our streets. + +This leads to another benefit: **reducing pollution**. Fewer cars mean less exhaust fumes, which means clearer skies for all of us. + +The subway also plays a critical role in how our city functions by enhancing **connectivity**. Think about the layout of Beijing. We have **residential** areas where people live, and we have **commercial** areas where people work and shop. The subway acts as the bridge between these two worlds. It enhances the connectivity between our homes and our workplaces, allowing the city to function smoothly. + +It is **vital**. Without the subway, Beijing would come to a standstill. Its **efficiency** allows people to predict their travel times without worrying about traffic jams. Its **affordability** ensures that every citizen, regardless of income, can participate in the life of the city. And its **extensive** nature means it serves the many, not just the few. + +--- + +**[Part 4: My Favorite Subway Line]** + +Finally, I would like to share a more personal part of this presentation. Among all the 27 lines, I have a favorite. It is **Line 12**. + +Let me tell you why Line 12 is so impressive by looking at its technical specifications. +The **distance** of this line is **27.5 kilometers**. It is a significant stretch of track that serves a very specific and important corridor of the city. + +The **average speed** of the trains on Line 12 is about **39.8 kilometers per hour**. This might not sound like a race car, but for a subway system with frequent stops, this is a highly efficient speed that balances safety with punctuality. + +The line runs between two major terminals: **Dongbabei** and **Sijiqingqiao**. Between these two points, there are **20 stations**, each one serving a unique community and providing access to thousands of people. + +But what truly amazes me about Line 12 is the trains themselves. The line utilizes **4A or 8A** type trains. These are massive feats of engineering. A single train has a capacity of **1728** people. And if we look at the 8A configuration, it can carry **3456 people per train**! + +Just imagine that—over three thousand people moving together in a single vehicle, efficiently and safely. It is a marvel of modern capacity and organization. + +--- + +**[Conclusion]** + +In conclusion, the Beijing Subway is more than just a transportation tool. From its humble beginnings in 1969 as a defense project to its status today as an eco-friendly, vast, and integrated network of 27 lines and 522 stations, it tells the story of our city’s growth. + +It solves our urban congestion, connects our residential and commercial lives, and provides an accessible, cheap, and vital service to millions. Whether you are riding the historic Line 1 or the impressive Line 12 with its massive passenger capacity, you are part of a system that keeps Beijing moving forward. + +Thank you very much for listening to my presentation. + +*(Logos: Beijing Subway / BJMTR)* \ No newline at end of file diff --git a/talk/middle_school_presentation/06/generation_task/instructions.md b/talk/middle_school_presentation/06/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..8b714b48dc788ef50c4ffc1dc972707e63b2a28c --- /dev/null +++ b/talk/middle_school_presentation/06/generation_task/instructions.md @@ -0,0 +1,107 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** +  * Include the title: "Is Shen Gongbao Worthy of Sympathy?". +  * Include a subtitle indicating the context: "A Character Analysis of Ne Zha 2". +  * List the presenter's name: Li. +  * Include the date: March 21, 2025. + +* **Introduction Slide:** +  * Briefly introduce the movie context: The popularity of the record-breaking movie . +  * Mention the variety of characters (Ne Zha, Ao Guang). +  * Introduce the central question: How do we perceive Shen Gongbao? + +* **The Conventional View (The Villain):** +  * Present the initial perception of Shen Gongbao as a "role of Evil". +  * List his negative actions: Stealing the Spiritual Pearl and attempting to kill Ne Zha. + +* **The Sympathetic View (Prejudice):** +  * Discuss why he is worthy of sympathy regarding his career and background. +  * Explain the prejudice he faces: His master dislikes him because he was an animal, despite being more capable than Tai Yi. +  * Highlight the quote/theme: "Prejudice is a mountain in people's minds." + +* **The Sympathetic View (Tragedy & Ethics):** +  * Detail the personal tragedy: His father was killed by Ne Zha. +  * Explain his moral choice: He chooses not to kill Ne Zha’s parents for revenge because he understands they did not order the killing. + +* **Redemption Actions:** +  * Describe his positive actions: Helping Ne Zha's parents hide and fighting the three dragons alone. +  * Use images or descriptions to visualize the fight scene if possible. + +* **Character Analysis:** +  * Analyze his core motivations: He is aspiring (wants to become one of the 12 golden gods) and family-loving. +  * Conclude that he is not a simple "bad guy" but acts for sensible reasons. + +* **Conclusion Slide:** +  * Summarize the complexity of human beings shown through this character. +  * Discuss how the audience can see themselves in Shen Gongbao. + +* **Thank You Slide:** +  * Include a "Thank You" message for listening. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/06/generation_task/judge_prompt.json b/talk/middle_school_presentation/06/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..08a2aa4df097d10692c5b5cc47322125e2dd1707 --- /dev/null +++ b/talk/middle_school_presentation/06/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n **Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the subtitle?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the presenter's name?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the date?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there a slide dedicated to introducing the background of the movie ?**\n\n The introduction slide should mention the movie's popularity and introduce the characters.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include the \"Conventional View\" section portraying Shen Gongbao as a villain?**\n\n It should list his negative actions, such as stealing the Spiritual Pearl or attempting to kill Ne Zha.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include the \"Sympathetic View\" regarding prejudice?**\n\n It should discuss his master's dislike for him and the concept that \"Prejudice is a mountain.\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include the \"Sympathetic View\" regarding his personal tragedy and ethics?**\n\n It should mention his father's death and his choice not to kill Ne Zha's parents for revenge.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover Shen Gongbao's \"Redemption Actions\"?**\n\n It should describe him helping Ne Zha's parents hide or fighting the dragons alone.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there a \"Character Analysis\" slide describing his motivations?**\n\n The slide should analyze him as \"aspiring\" and \"family-loving.\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the conclusion slide summarize the complexity of human beings?**\n\n The conclusion should discuss how the audience can see themselves in the character.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is the content visually supported by relevant images from the movie?**\n\n The slide deck should include images such as character posters or fight scenes.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include a \"Thank You\" slide?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n " + ], + "material_dependent_checklist_2": [ + "\n **Does the first slide correctly list the title?**\n The title should be \"Is Shen Gongbao Worthy of Sympathy?\".\n\n If **no**, specify if the title is missing, or not aligned with the provided document.\n ", + "\n **Does the first slide correctly list the subtitle?**\n The subtitle should be \"A Character Analysis of Ne Zha 2\".\n\n If **no**, specify if the subtitle is missing, or not aligned with the provided document.\n ", + "\n **Does the first slide correctly list the presenter's name?**\n The presenter's name should be \"Li\".\n\n If **no**, specify if the presenter's name is missing, or not aligned with the provided document.\n ", + "\n **Does the first slide correctly list the date?**\n The date should be \"March 21, 2025\".\n\n If **no**, specify if the date is missing, or not aligned with the provided document.\n ", + "\n **Is the reason for the master's dislike accurately stated?**\n The slides must state that the master dislikes him because he was an animal (or of animal origin).\n\n If **no**, specify if the reason is incorrect or missing.\n ", + "\n **Is the quote regarding prejudice accurately included?**\n The slides should include the quote or theme: \"Prejudice is a mountain in people's minds.\"\n\n If **no**, specify if the quote is missing or inaccurate.\n ", + "\n **Are the details of the tragedy accurate?**\n The slides should correctly state that his father was killed by Ne Zha.\n\n If **no**, specify if the killer or the victim is identified incorrectly.\n ", + "\n **Are the redemption actions factually accurate?**\n The slides should mention fighting the \"three dragons\" specifically.\n\n If **no**, specify if the enemy (dragons) or the action is described incorrectly.\n ", + "\n **Is Shen Gongbao's specific career goal accurately listed?**\n The slides should mention his aspiration to become one of the \"12 golden gods\".\n\n If **no**, specify if the specific rank/goal is missing or incorrect.\n ", + "\n **Are the character names spelled correctly?**\n Check for the correct spelling of \"Ne Zha\", \"Ao Guang\", \"Tai Yi\", and \"Shen Gongbao\".\n\n If **no**, specify which names are misspelled.\n ", + "\n **Does the presentation avoid fabricated plot points?**\n The content must not invent new plot details outside of stealing the pearl, the family tragedy, and the dragon fight as described in the source.\n\n If **no**, indicate any factual inaccuracies or added details that do not have a basis in the provided background materials.\n " + ] +} diff --git a/talk/middle_school_presentation/06/generation_task/statistics.yaml b/talk/middle_school_presentation/06/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..344a865fc5b5c9c35d5098833e7cf6a0b3f298c9 --- /dev/null +++ b/talk/middle_school_presentation/06/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/06 +category: talk +input_metrics: + total_input_tokens: 3304 + generation_prompt_tokens: 1480 + materials_total_tokens: 1824 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 1824 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/middle_school_presentation/06/material.md b/talk/middle_school_presentation/06/material.md new file mode 100644 index 0000000000000000000000000000000000000000..ed059cb4906a5a27d83e6446db66c7de23f5ed6c --- /dev/null +++ b/talk/middle_school_presentation/06/material.md @@ -0,0 +1,49 @@ +# Beyond Good and Evil: The Tragedy and Redemption of Shen Gongbao + +Good morning everyone. Thank you for being here today. + +We are living in an era of cinematic storytelling where the lines between heroes and villains are becoming increasingly blurred, and nowhere is this more evident than in the record-breaking phenomenon that is the movie *Ne Zha 2*. This film has captured the hearts of millions, dominating the box office and sparking conversations across the country. When we talk about this movie, it is easy to gravitate toward the obvious stars. We naturally cheer for Ne Zha, the fiery, defiant hero who challenges his destiny. We might find ourselves captivated by Ao Guang, whose tragic beauty and handsome design make him an instant favorite among fans. These characters are designed to be loved; they fit the molds of the protagonist and the sympathetic antagonist perfectly. + +But today, I want to challenge you to look away from the spotlight. I want to draw your attention to the shadows, to a character who is often dismissed, ridiculed, or despised. I want to talk about Shen Gongbao. + +When we leave the theater, the question often arises: Who is your favorite character? Rarely does anyone say "Shen Gongbao." And why would they? On the surface, he presents himself as the quintessential villain. If we look at his resume of actions, it is a list of crimes and treacheries. He is the one who steals the Spiritual Pearl, the very essence of good that was meant for Ne Zha. He is the one who orchestrates plots to stop and kill the protagonist. He stands in opposition to everything the hero represents. In the traditional narrative structure, he is the obstacle, the "bad guy" who exists solely to be defeated so that the hero can shine. + +However, if we stop there—if we simply label him as "evil" and move on—we are missing the heart of the story. We are missing the most profound lesson that *Ne Zha 2* has to offer. I am here to argue that Shen Gongbao is not only worthy of our attention but is deeply worthy of our sympathy. He is perhaps the most human character in a story filled with gods and monsters. + +To understand Shen Gongbao, we must first understand his pain. We must look at the environment that shaped him. We often judge a person’s actions without looking at the soil in which their character grew. Shen Gongbao is a man defined by ambition, yes, but that ambition is born from a desperate need for validation. He is undeniably capable. In fact, if we look at his skills, his dedication, and his cultivation, he is arguably more capable than Tai Yi, his rival. Tai Yi is often portrayed as lazy, drinking on the job, and careless. Shen Gongbao is diligent, focused, and disciplined. + +In a meritocracy, Shen Gongbao would be the chosen one. He would be the hero. But he does not live in a meritocracy. He lives in a world governed by bias. His master, the supreme authority, does not like him. Why? Is it because he lacks skill? No. Is it because he is lazy? No. It is for a reason entirely out of his control: his origin. Shen Gongbao was an animal—a leopard spirit—before he cultivated a human form. Because of this background, he is permanently marked as "lesser" in the eyes of the establishment. + +There is a line from the movie that Shen Gongbao delivers, a line that resonates with a haunting truth: "Prejudice is a mountain in people's minds." + +Think about the weight of that statement. A mountain cannot be moved easily. You can shout at it, you can push against it, but it remains. Shen Gongbao has spent his entire life trying to climb a mountain that was built to keep him down. No matter how hard he works, no matter how much better he performs than his peers, he is always judged not by what he does, but by what he *is*. He aspires to become one of the 12 Golden Gods. This is not a desire for world domination; it is a desire for inclusion. He wants a seat at the table. He wants to prove that a person’s origin does not define their destiny. In this light, is he a villain? Or is he a victim of systemic injustice fighting for the recognition he rightfully deserves? + +This struggle for professional recognition is compounded by a deep, personal tragedy. In *Ne Zha 2*, we learn that Shen Gongbao is not just a disgruntled employee; he is a grieving son and brother. The narrative reveals a devastating blow: his father was killed by Ne Zha. His little brother is gone. + +Imagine that pain. Imagine the fury that would consume you if someone took away your family. In almost any other story, this would be the justification for a total, scorched-earth revenge. We would expect Shen Gongbao to burn the world down to avenge his kin. We would expect him to target Ne Zha’s family, to visit the sins of the child upon the parents. That is the standard "villain" playbook. + +But this is where Shen Gongbao breaks the mold. This is where he shows a moral complexity that elevates him above a simple antagonist. + +He has the opportunity. He has the power. Yet, he does not kill Ne Zha’s parents to exact revenge for his family. Why? Because he possesses a sense of justice that transcends his anger. He realizes that the order to kill his family did not come from Ne Zha’s parents. He is capable of distinguishing the innocent from the guilty, even through the red haze of his own grief. This restraint is remarkable. It takes a tremendous amount of character to hold back the sword of vengeance when your heart is breaking. It shows that he is not a monster acting on instinct, but a thinking, feeling being who wrestles with ethics. + +Furthermore, his actions shift from passive restraint to active redemption. He does not just spare Ne Zha’s parents; he saves them. In a turn of events that surprises the audience, Shen Gongbao helps Ne Zha’s parents hide. He protects them. + +And then comes the moment that truly defines his worthiness of sympathy and respect. He fights the three dragons alone. + +Picture that scene. On one side, you have the terrifying power of the dragon clan, ancient and formidable. On the other side, you have Shen Gongbao. He is outnumbered. He is an outcast. He is rejected by his master and hated by his enemies. Yet, he stands his ground. He puts his life on the line. This is not the behavior of a coward or a sneak. This is the behavior of a warrior. He fights not for personal gain in that moment, but to protect. + +When we analyze these layers, the label of "Evil" begins to peel away. What is left underneath? + +We see a character who is aspiring. He is "shangjin"—always looking to improve, always trying to climb higher despite the odds stacked against him. He represents the struggle of every person who has ever felt overlooked, every person who has worked twice as hard to get half as far because of who they are or where they come from. + +We see a character who is family-loving. His motivations are not abstract; they are rooted in love for his father and his brother. His grief is real. His pain is valid. + +We see a character capable of rationality. He does not let hate consume his logic. He acts for sensible reasons, driven by a desire to correct the injustices of his world, even if his methods are sometimes flawed. + +So, when we ask, "Is Shen Gongbao worthy of sympathy?" the answer must be a resounding yes. He serves as a mirror for us. He reflects the complexity of human beings. None of us are purely good or purely evil. We all have ambitions. We all face prejudices, whether they are mountains or molehills. We all suffer loss. And we all have to make choices between revenge and doing what is right. + +Shen Gongbao makes us uncomfortable because we see a part of ourselves in him. We see the frustration of being judged unfairly. We see the desperate desire to prove our worth. And in his moments of redemption, in his solitary fight against the dragons, we see the potential for heroism that exists even in the most flawed among us. + +In conclusion, do not dismiss Shen Gongbao as just another villain to be defeated. Look at his struggle. Look at the mountain he carries on his back. He is a tragic figure, a dedicated worker, a grieving son, and in his own way, a hero fighting a war that was rigged against him from the start. He is not just a character on a screen; he is a testament to the difficult, painful, and beautiful complexity of being alive. + +Thank you. \ No newline at end of file diff --git a/talk/middle_school_presentation/07/generation_task/instructions.md b/talk/middle_school_presentation/07/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..ffca4c6b10adec149cc5881b7bafab27066a2c98 --- /dev/null +++ b/talk/middle_school_presentation/07/generation_task/instructions.md @@ -0,0 +1,100 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** +  * Include the title: "Artificial Intelligence: Friend or Foe?". +  * Include the presenter's name (Li). + +* **Definition Slide:** +  * Define what AI is based on the material (a field of computer science creating intelligent machines). +  * Explain how AI thinks and acts like humans (algorithms, perception, recognition). +  * **Vocabulary Highlight:** Briefly list key terms from the text such as "Algorithms", "Perception", and "Recognition" with their phonetic symbols if possible. + +* **AI vs Human Beings (Advantages):** +  * Detail the advantages of AI over humans. +  * Highlight key metrics: high accuracy, speed, and processing vast amounts of data. +  * **Examples:** Include specific examples from the text, such as AI-powered robots in factories and AI in healthcare for diagnosing diseases. + +* **AI vs Human Beings (Disadvantages):** +  * Explain the limitations of AI compared to humans. +  * Mention the lack of creativity, empathy, emotional intelligence, and consciousness. +  * Emphasize the concept that AI complements rather than fully replaces human intelligence. + +* **Ethical Considerations and Future Risks:** +  * Discuss the need for ethical development and serving the greater good. +  * Outline potential risks and challenges mentioned in the text, specifically job displacement and privacy concerns. +  * Mention the necessity of human intervention and oversight. + +* **Conclusion Slide:** +  * Summarize the core message: AI is both a friend and a foe. +  * Conclude with the empowering message of harnessing AI's power to improve the world. + +* **Thank You Slide:** +  * Include a "Thank You" message. + +--- + + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/07/generation_task/judge_prompt.json b/talk/middle_school_presentation/07/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..2ec217de5798d0d9cb614ee98cb9c09b9d03e1a9 --- /dev/null +++ b/talk/middle_school_presentation/07/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n **Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the presenter's name?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there a specific slide (or section) dedicated to the definition of AI?**\n\n The slide should explain that AI is a field of computer science aimed at creating intelligent machines.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include a \"Vocabulary Highlight\" or list of key terms?**\n\n It should briefly list key terms such as \"Algorithms\", \"Perception\", and \"Recognition\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover the \"Advantages\" of AI compared to human beings?**\n\n It should mention key metrics like high accuracy, speed, and processing vast amounts of data.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include specific examples of AI application in factories and healthcare?**\n\n The slides should mention AI-powered robots in factories and/or AI diagnosing diseases in healthcare.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover the \"Disadvantages\" or limitations of AI?**\n\n It should mention AI's lack of creativity, empathy, emotional intelligence, or consciousness.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the presentation explicitly mention that AI \"complements\" rather than fully replaces human intelligence?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there a section on \"Ethical Considerations\" or potential risks?**\n\n The slides should discuss issues like job displacement or privacy concerns.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the conclusion slide summarize the core message (Friend vs. Foe) and mention \"harnessing the power\" of AI?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Are there charts, diagrams, or visual layouts used to compare \"Man vs Machine\" or \"Pros and Cons\"?**\n\n The constraint requires using layouts to visually compare these aspects rather than relying only on text.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include a \"Thank You\" slide?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n " + ], + "material_dependent_checklist_2": [ + "\n **Does the first slide correctly list the title?**\n The title should be \"Artificial Intelligence: Friend or Foe?\".\n\n If **no**, specify if the title is missing, or not aligned with the provided document.\n ", + "\n **Does the first slide correctly list the presenter's name?**\n The presenter's name should be \"Li\".\n\n If **no**, specify if the name is missing, or not aligned with the provided document.\n ", + "\n **Is the definition of AI factually accurate based on the source text?**\n It should be defined as a field of computer science creating intelligent machines that think/act like humans (via algorithms, perception, recognition).\n\n If **no**, specify what is inaccurate.\n ", + "\n **Are the vocabulary terms (Algorithms, Perception, Recognition) correctly spelled and presented?**\n\n If **no**, specify any spelling errors or missing terms.\n ", + "\n **Are the advantages of AI (accuracy, speed, data processing) accurately represented without exaggeration?**\n\n If **no**, specify which advantage is misrepresented based on the source text.\n ", + "\n **Are the specific examples (robots in factories, healthcare diagnosis) accurately described?**\n For example, robots work more efficiently, and AI diagnoses more accurately/quickly.\n\n If **no**, specify any factual errors in the examples.\n ", + "\n **Are the limitations of AI (lack of consciousness/self-awareness/empathy) accurately distinguished from human traits?**\n\n If **no**, explain any confusion between AI capabilities and human traits.\n ", + "\n **Is the ethical stance (need for oversight, serving the greater good) accurately reflected?**\n The slides should state that development depends on human intervention/oversight.\n\n If **no**, specify if this crucial nuance is missing or incorrect.\n ", + "\n **Does the conclusion accurately reflect the balanced view of the background material?**\n It should conclude that AI is *both* friend and foe, not just one or the other.\n\n If **no**, specify if the conclusion is biased or misses the \"harnessing power\" point.\n ", + "\n **Is the tone of the presentation appropriate for a middle school English classroom?**\n The language should be clear, accessible, and not overly academic, explaining terms where necessary.\n\n If **no**, specify which parts are too complex or inappropriate for the target audience.\n ", + "\n **Does the presentation avoid fabricated facts or information not found in the source text?**\n\n If **no**, indicate any factual inaccuracies or added details that do not have a basis in the provided background materials.\n " + ] +} diff --git a/talk/middle_school_presentation/07/generation_task/statistics.yaml b/talk/middle_school_presentation/07/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..125e2fd4f7d34aa7a6a74cd76f4454a4e0c8d212 --- /dev/null +++ b/talk/middle_school_presentation/07/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/07 +category: talk +input_metrics: + total_input_tokens: 3491 + generation_prompt_tokens: 1374 + materials_total_tokens: 2117 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 2117 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/talk/middle_school_presentation/07/material.md b/talk/middle_school_presentation/07/material.md new file mode 100644 index 0000000000000000000000000000000000000000..d705a80732eefc4a4e4a06f0f3d76a93848e37a2 --- /dev/null +++ b/talk/middle_school_presentation/07/material.md @@ -0,0 +1,92 @@ +# Artificial Intelligence: Friend or Foe? +## A Keynote Address on the Future of Human-Machine Collaboration + +Good morning/afternoon, honorable judges, teachers, and fellow students. + +Imagine a world where diseases are diagnosed in seconds before a symptom even appears. Imagine a world where dangerous jobs are handled without risking a single human life. Now, imagine a world where machines decide who gets a job, who gets a loan, or where privacy is a memory of the past. + +The fascinating, and sometimes terrifying, truth is that we do not have to imagine these worlds separately. We are living in the dawn of an era that holds the potential for both. We are standing at the edge of a new frontier, defined by two powerful words: Artificial Intelligence. + +Today, I stand before you to discuss a question that has moved from the pages of science fiction novels into the headlines of our daily newspapers and the notifications on our phones: Is Artificial Intelligence a friend, or is it a foe? + +### Part I: Demystifying the Machine + +Before we can judge whether AI is a hero or a villain, we must first understand what it actually is. When we hear "Artificial Intelligence," many of us picture the glossy, human-like robots from movies—machines that walk, talk, and perhaps plot to take over the world. But the reality is less cinematic and more fundamental. + +AI is, at its core, a branch of computer science. It is the pursuit of creating intelligent machines that can think and act like humans. It is the science of making computers do things that would normally require human intelligence. But how does it do this? It relies on three pillars: **Algorithms**, **Perception**, and **Recognition**. + +Let’s look at that first word: **Algorithms**. It sounds technical, but think of an algorithm as a very advanced recipe. It is a set of rules and instructions that tells the computer how to solve a problem. Just as a recipe tells a baker how to turn flour and eggs into a cake, an algorithm tells a computer how to turn data into decisions. + +Then we have **Perception** and **Recognition**. For a long time, computers were blind calculators. They could do math, but they couldn't "see" or "hear." AI has changed that. Through visual perception, machines can now "see" the world through cameras. Through speech recognition, they can "hear" our commands. When you unlock your phone with your face, or when you ask a smart speaker to play your favorite song, you are witnessing these pillars in action. The machine is perceiving the physical world and recognizing patterns within it. + +So, we have established that AI is a tool—a sophisticated, sensing, calculating tool. But the nature of a tool is defined by how it is used and what it replaces. This brings us to the great debate. + +### Part II: The Friend – Efficiency, Speed, and Accuracy + +Let us first look at the hand of friendship that AI extends to humanity. Why are we developing this technology? The answer lies in our own limitations. As humans, we are incredible, but we are also biological. We get tired. We get distracted. Our processing speed is limited. + +AI suffers from none of these human frailties. The primary advantages of AI are its ability to perform tasks with incredibly high accuracy and speed, and its capacity to process vast amounts of data in a short amount of time. + +Consider the factory floor. In the industrial age, humans worked in dangerous, repetitive environments. They risked injury, and over long shifts, fatigue led to mistakes. Today, AI-powered robots in factories work with surgical precision. They do not need sleep. They do not suffer from back pain. They work more efficiently than any human worker ever could, ensuring that the products we use are built safely and reliably. In this context, AI is a friend to the worker, liberating them from the most dangerous and monotonous tasks. + +But let’s move from the factory to something even more critical: Healthcare. + +This is perhaps the most hopeful frontier of Artificial Intelligence. In medicine, every second counts, and accuracy is a matter of life and death. Human doctors are heroes, but they are also human. They cannot memorize every medical journal published in the last ten years. They cannot look at a thousand X-rays in a minute. + +AI can. In healthcare, AI is currently being used to **diagnose** diseases more accurately and quickly than human doctors. An AI algorithm can scan medical images for the tiniest signs of cancer that the human eye might miss. It can analyze a patient's genetic history against millions of other cases to predict potential health risks. In this scenario, AI is not just a friend; it is a lifesaver. It acts as a super-powered assistant to our doctors, giving them the information they need to save lives. + +When we look at these examples—robots building our world and algorithms healing our bodies—it is easy to conclude that AI is the greatest friend humanity has ever known. It amplifies our abilities and covers our weaknesses. + +### Part III: The Foe – The Limitations and The Risks + +However, we must not be blinded by the brilliance of this technology. If AI is a mirror reflecting our potential, it also reflects our vulnerabilities. We must ask: What is missing? + +While AI can calculate, process, and execute, it lacks the very essence of what makes us human. AI lacks **creativity**. It can generate a painting based on a thousand other paintings, but it cannot feel the inspiration of a sunset. It lacks **empathy**. A robot nurse can administer medicine at the exact right time, but it cannot hold a patient's hand and genuinely understand their fear/pain. It lacks **emotional intelligence**. It cannot read the subtle tension in a room or comfort a grieving friend. + +Most importantly, AI lacks **consciousness** and **self-awareness**. It does not know that it exists. It processes data, but it does not "understand" the data in the way we do. It has no moral compass, no soul, and no intuition. + +This leads us to the darker side of the equation—the "Foe." + +Because AI lacks these human qualities, it relies entirely on the data we feed it and the rules we set. This creates significant risks. The two biggest challenges we face today are **job displacement** and **privacy concerns**. + +As machines become more capable, the fear that they will replace human workers is real. If a robot can do a job faster and cheaper, what happens to the person who used to do that job? This is a valid economic anxiety that society must address. + +Furthermore, in its hunger for data to learn and grow, AI requires information—our information. Privacy concerns are mounting as algorithms track our behavior, our preferences, and our movements. If we are not careful, the tool meant to serve us could become a tool that surveys us. + +We must also consider the ethical implications. Because AI lacks consciousness, it cannot make ethical decisions. It can only follow its programming. If the data is biased, the AI will be biased. We need to ensure that the development of AI is **ethical** and serves the greater good of society. We must be the conscience for the machine. + +### Part IV: The Verdict – Complement, Not Replace + +So, we return to our central question: Will AI take over human beings? + +The answer, based on where we stand today, is no. But the nuance is important. AI is not here to replace human intelligence; it is here to **complement** it. + +Think of a telescope. A telescope allows an astronomer to see further than the naked eye, but the telescope does not replace the astronomer. The telescope has no curiosity; it has no desire to explore. It is the human who asks the questions; the tool merely helps find the answers. + +AI is our telescope for the mind. It extends our brainpower. It handles the "heavy lifting" of data processing so that we can focus on what we do best: creative problem solving, ethical reasoning, and compassionate leadership. The development of AI is dependent on human intervention and oversight. It needs us to guide it, to correct it, and to set the boundaries. + +### Part V: Our Role as Students + +Now, what does this mean for us? We are students. We are the generation that will grow up in a world where AI is as common as electricity. + +We have a responsibility. We cannot just be passive consumers of this technology; we must be active participants in its future. + +First, we must educate ourselves. We need to understand not just how to code, but how these systems work. We need to understand the logic behind the **algorithms**. + +Second, we must champion the human elements. As AI takes over technical tasks, our human skills—creativity, empathy, teamwork, and ethics—become even more valuable. We must cultivate the things that machines cannot replicate. + +Third, we must be the guardians of ethics. We need to be aware of the potential risks, like job displacement and privacy issues, and work towards finding solutions. When we enter the workforce, whether we become engineers, lawyers, doctors, or artists, we must ensure that AI is used to help people, not to harm them. + +### Conclusion + +In conclusion, is Artificial Intelligence a friend or a foe? + +It is neither, and it is both. AI is a tool of immense power. Like fire, it can warm our homes and cook our food, or it can burn everything to the ground. The difference lies not in the fire, but in how we handle it. + +It has the potential to revolutionize the way we live and work. It can cure diseases, solve climate change models, and connect the world. But it also poses risks that require our vigilance, our wisdom, and our humanity to address. + +We can harness the power of AI to improve the world for all of us. But we must never forget that while we teach machines to learn, we must never stop learning to be better humans. The future is not about Man versus Machine. It is about Man working with Machine, guided by human values, to create a future that is efficient, ethical, and empathetic. + +Let us make AI a friend to humanity. Let us use it to build a brighter future. + +Thank you. \ No newline at end of file diff --git a/talk/middle_school_presentation/08/generation_task/instructions.md b/talk/middle_school_presentation/08/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..3079cf2aff1d40563e45b2238dee32481b87363b --- /dev/null +++ b/talk/middle_school_presentation/08/generation_task/instructions.md @@ -0,0 +1,99 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** + * Include the title "The Power of Resilience in the Face of Adversity". + * Include a subtitle with the event name ("English Speaking Exhibition"). + * List the presenter's name (Li). + +* **Introduction Slide:** + * Briefly introduce the topic: Resilience as a quality that defines the human spirit. + * Highlight that resilience carries individuals and societies through the darkest of times. + +* **Defining Resilience:** + * Include slides to clearly define what resilience is. + * Explain that it is the ability to bounce back from setbacks and adapt to adversity. + * Clarify that resilience is not about avoiding failure, but about how we respond to it; it separates those who give up from those who rise stronger. + +* **Examples of Resilience:** + * **Everyday Heroes:** Discuss the resilience of ordinary people. Mention single parents, healthcare workers, and students overcoming personal struggles. Use these examples to show how struggles are stepping stones to greatness. + * **Historical Figures:** Highlight famous figures who showcased resilience. Nelson Mandela and Malala Yousafzai must be included as examples of persevering through immense challenges. + +* **Strategies to Build Resilience:** + * **Embrace Failure:** Discuss the importance of viewing failure as a teacher. Include the perspective of Thomas Edison (finding 10,000 ways that would not work) to illustrate failure as part of the journey. + * **Support Systems:** Explain the necessity of not going through life alone. Emphasize leaning on others and surrounding oneself with people who uplift us. + * **Mindset of Hope:** Define hope as the belief that things will get better. Explain how hope provides the courage to keep going when odds are against us. + +* **Conclusion Slide:** + * Summarize the main point: Resilience is a choice, not just a trait. + * Include the final call to action asking the audience what they will do the next time life knocks them down (stay down or rise). + +* **Thank You Slide:** + * Include a "Thank You" message. + * List the presenter's name (Li). + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/08/generation_task/judge_prompt.json b/talk/middle_school_presentation/08/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..d5846d513590bf7264553f9163597ba3d908a3bc --- /dev/null +++ b/talk/middle_school_presentation/08/generation_task/judge_prompt.json @@ -0,0 +1,34 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the event name?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the presenter?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a slide dedicated to introducing the topic of Resilience?**\n\n The introduction slide should introduce resilience as a quality defining the human spirit that carries individuals through dark times.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a definition of Resilience?**\n\n It should mention the ability to bounce back from setbacks, adapt to adversity, and clarify that it is not about avoiding failure.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a section on \"Everyday Heroes\"?**\n\n It should mention specific examples of ordinary people such as single parents, healthcare workers, or students.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a section on \"Historical Figures\"?**\n\n It must explicitly include Nelson Mandela and Malala Yousafzai.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a strategy regarding \"Embracing Failure\"?**\n\n It should discuss viewing failure as a teacher and include Thomas Edison's perspective.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a strategy regarding \"Support Systems\"?**\n\n It should explain the necessity of not going through life alone and leaning on others.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a strategy regarding \"Mindset of Hope\"?**\n\n It should define hope as the belief that things will get better and a source of courage.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is the content visually supported by relevant images?**\n\n The slide deck should include images relevant to the content, such as images of Edison, Mandela, or symbolic images of overcoming obstacles.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the conclusion slide summarize the main points and include a call to action?**\n\n The conclusion should state that resilience is a choice and ask the audience what they will do when life knocks them down.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a \"thank you\" slide?**\n\n The \"thank you\" slide should list the presenter's name.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the presentation flow logically from the introduction to conclusion, without unnecessary or irrelevant information?**\n\n The presentation should follow a clear narrative moving from definition to examples, then to practical application/mindset, and finally to a conclusion.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the first slide correctly list the title?** The title should be \"The Power of Resilience in the Face of Adversity\".\n\n If **no**, specify if the title is missing, or not aligned with the provided document.\n", + "\n**Does the first slide correctly list the event name?**\nThe event name should be \"English Speaking Exhibition\".\n\n If **no**, specify if the event name is missing, or not aligned with the provided document.\n", + "\n**Does the first slide correctly list the presenter's name?**\nThe presenter's name should be \"Li\".\n\n If **no**, specify if the presenter's name is missing, or not aligned with the provided document.\n", + "\n**Is the \"Introduction\" slide consistent with the source text regarding the definition of the human spirit?**\n\n It should highlight that resilience carries individuals and societies through the darkest of times.\n\n If **no**, specify which part of the introduction does not accurately reflect the background material.\n", + "\n**Does the definition of resilience accurately reflect the background material?**\n\n It should be defined as the ability to bounce back and adapt, separating those who give up from those who rise stronger.\n\n If **no**, specify any inaccuracies in the definition.\n", + "\n**Are the \"Everyday Heroes\" examples accurately described?**\n\n The slide should correctly list single parents, healthcare workers, and students, mentioning that they use struggles as stepping stones to greatness.\n\n If **no**, specify which examples are missing or described incorrectly.\n", + "\n**Are the \"Historical Figures\" correctly identified?**\n\n The slide must include Nelson Mandela and Malala Yousafzai as examples of persevering through immense challenges.\n\n If **no**, explain any misattributions or missing figures.\n", + "\n**Is the specific detail about Thomas Edison included and accurate?**\n\n The slide should mention Edison finding \"10,000 ways that would not work\" and viewing failure as part of the journey.\n\n If **no**, specify if the number or the sentiment is incorrect or missing.\n", + "\n**Does the section on \"Support Systems\" accurately reflect the need for community?**\n\n It should emphasize surrounding oneself with people who uplift us and knowing when to lean on others.\n\n If **no**, specify if the advice contradicts the background material.\n", + "\n**Is the definition of \"Hope\" factually consistent with the source?**\n\n Hope should be described as the belief that things can and will get better, acting as a light through darkest tunnels.\n\n If **no**, specify any inaccuracies in the description of hope.\n", + "\n**Does the conclusion slide correctly frame resilience as a \"choice\"?**\n\n The slide should emphasize that resilience is a decision to rise after every fall, rather than just a trait.\n\n If **no**, specify if this core message is missing or altered.\n", + "\n**Does the conclusion include the specific call to action questions?**\n\n It should ask: \"What will you do the next time life knocks you down? Will you stay down, or will you rise...?\"\n\n If **no**, specify if the specific call to action is missing or significantly changed.\n", + "\n**Does the presentation avoid any fabricated facts or speculative statements not supported by the provided materials?**\n\n If **no**, indicate any factual inaccuracies or added details that do not have a basis in the provided background materials.\n", + "\n**Are the images used relevant and clearly labeled where necessary?**\n\n For example, if an image of Edison or Mandela is used, it should be recognizable and relevant to the text on the slide.\n\n If **no**, specify which images are irrelevant or confusing.\n" + ] +} diff --git a/talk/middle_school_presentation/08/generation_task/statistics.yaml b/talk/middle_school_presentation/08/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aae0e4301a75b893e2fd55badcbbd158b5ac5495 --- /dev/null +++ b/talk/middle_school_presentation/08/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/08 +category: talk +input_metrics: + total_input_tokens: 3446 + generation_prompt_tokens: 1465 + materials_total_tokens: 1981 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 1981 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 14 + Content Correctness: 14 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 28 + total_count: 58 diff --git a/talk/middle_school_presentation/08/material.md b/talk/middle_school_presentation/08/material.md new file mode 100644 index 0000000000000000000000000000000000000000..0d5a972ca9a083ec90c709d84737ac78d1a91de6 --- /dev/null +++ b/talk/middle_school_presentation/08/material.md @@ -0,0 +1,83 @@ +# The Power of Resilience: Rising Stronger in the Face of Adversity + +Distinguished guests, teachers, and fellow students, + +Today, I want to speak to you about a force that is invisible yet more powerful than any physical strength we possess. It is a quality that does not live in our muscles, but in our hearts and our minds. It is the very essence that defines the human spirit and the fuel that has carried individuals, communities, and entire civilizations through the darkest of times in history. That quality is resilience. + +We live in a world that often celebrates success. We look at the top of the mountain and admire those who stand at the summit. However, we rarely talk about the climb. We rarely discuss the slips, the falls, the bruised knees, and the moments where the climbers wanted to turn back. We forget that life is not a straight line to victory; it is a winding road paved with challenges, obstacles, and moments of profound difficulty. In these moments, it is not our intelligence, our wealth, or our talent that saves us. It is resilience. + +**Defining the Undefinable** + +But what exactly is resilience? It is a word we hear often, but its true meaning goes deeper than a dictionary definition. Resilience is not about being unbreakable. It is not about pretending that pain doesn’t exist or that failure doesn’t hurt. It is not a shield that prevents us from feeling sadness or disappointment. + +True resilience is the ability to bounce back from setbacks. It is the capacity to adapt in the face of adversity and to keep moving forward despite life's relentless challenges. Think of a bamboo stalk in a storm. When the wind howls and the rain beats down, the bamboo bends. It bows all the way to the ground. But it does not break. And when the storm passes, it snaps back upright, standing tall once again. That is resilience. + +It is the fundamental difference between those who let failure define them and those who use failure to redefine themselves. Resilience is what separates those who give up when the night is darkest from those who wait for the dawn, knowing that they will rise stronger after every fall. It is not about avoiding hardship; it is about how we respond to it. + +**The Heroes Among Us** + +When we think of resilience, we often imagine superheroes or movie characters. But if you look closely, you will see that resilience is woven into the fabric of our everyday lives. It is found in the quiet, unsung heroes who walk among us. + +Consider the single parent. They may be working two jobs, exhausted and stressed, struggling to make ends meet. Yet, every morning, they wake up, make breakfast, and smile for their children. They put aside their own fatigue to build a future for their family. They are using their struggles not as an excuse to quit, but as a stepping stone to greatness for their children. That is resilience. + +Look at the healthcare workers. In recent years, we have seen them face unprecedented challenges. They have worked long shifts, risking their own health, witnessing sorrow and loss on a daily basis. They have carried the weight of the world on their shoulders. Yet, they continue to show up. They continue to care. They continue to heal. Their resilience has literally saved societies. + +And look at yourselves—look at the students in this room. You face the pressure of exams, the complexities of growing up, the fear of the future, and sometimes, personal struggles that no one else sees. Yet, here you are. You are learning, you are growing, and you are overcoming. Every time you get a bad grade and decide to study harder instead of giving up, you are demonstrating resilience. Every time you face a conflict with a friend and choose to resolve it, you are building that muscle. + +**Giants of History** + +Resilience is not just for the extraordinary; it resides within each of us. However, history provides us with shining beacons—individuals who have walked through fire and emerged with a message of hope. These figures remind us that we are capable of far more than we think. + +Think of Nelson Mandela. Imagine spending twenty-seven years in a small prison cell. Twenty-seven years of your life taken away. It would have been easy for him to give up, to let bitterness and hatred consume his heart. It would have been easy to break. But Mandela possessed an unconquerable spirit. He used those years not to harbor revenge, but to cultivate wisdom, patience, and a vision for a united nation. When he was finally released, he did not seek to destroy his oppressors; he sought to bring them together. His resilience didn't just save a man; it saved a nation. + +Think of Malala Yousafzai. As a young girl, she simply wanted to go to school. She wanted the basic right to an education. For this, she faced the ultimate adversity—an attack meant to silence her forever. But violence could not crush her spirit. Instead of retreating into fear, she rose with a voice that echoed around the globe. She turned a personal tragedy into a worldwide movement for girls' education. She showed us that you can persecute a person, but you cannot kill an idea, and you cannot crush a resilient spirit. + +**The Three Pillars of Resilience** + +So, how do we build this quality? Is it something we are born with, or can we learn it? The answer is that resilience is a practice. It is a mindset that we can cultivate through three key strategies: embracing failure, building support systems, and holding onto hope. + +**1. Embrace Failure as a Teacher** + +First, we must change our relationship with failure. In our society, we are terrified of making mistakes. We hide our flaws. But resilience requires us to embrace failure as a teacher. We must learn to view setbacks not as stop signs, but as stepping stones for growth. + +Consider the story of Thomas Edison, one of the greatest inventors in history. When he was trying to invent the lightbulb, he didn't get it right the first time. Or the second. Or the hundredth. He failed thousands of times. When asked about these failures, Edison famously said, "I have not failed. I've just found 10,000 ways that won't work." + +What a powerful perspective! He saw failure as part of the journey, not the end of it. He understood that every "no" brings you one step closer to a "yes." Every experiment that failed was simply data—information that guided him toward the solution. We must adopt this mindset. When we fail a test, when we lose a match, when we make a mistake, we must not say, "I am a failure." We must say, "I am learning." + +**2. Build a Support System** + +Secondly, we must understand that resilience is not a solo act. There is a myth that to be strong, you must be independent. We think that asking for help is a sign of weakness. This is false. Resilience is not about going through life alone; it is about knowing when to lean on others. + +We need to build a support system. We need to surround ourselves with people who uplift us, who believe in us even when we doubt ourselves. We need friends, family, teachers, and mentors who can offer a shoulder to cry on and a hand to pull us up. + +And equally important, we must be that support for others. There is immense strength in community. When we are weak, others can be strong for us. When they are weak, we can be strong for them. Together, we form a web of resilience that is far stronger than any single strand. + +**3. The Mindset of Hope** + +Finally, the fuel of resilience is hope. Hope is not just a wish; it is a belief. It is the deep, unwavering belief that things can and will get better. It is the light that guides us through the darkest tunnels. + +When we hold onto hope, we find the courage to keep going, even when the odds are against us. It is hope that kept Mandela going in that prison cell. It is hope that keeps the doctor working through the night. It is hope that makes the student open the textbook one more time. + +With resilience, we can turn life's challenges into opportunities for growth and transformation. We can look at a bleak situation and believe in the possibility of a brighter tomorrow. Hope tells us that the current pain is not permanent, that the storm will run out of rain, and that the sun will rise again. + +**The Choice is Yours** + +As I conclude, I want you to realize that resilience is ultimately a choice. It is not just a trait written in your DNA. It is a decision you make every single day. + +Life will knock you down. That is a guarantee. You will face disappointments. You will face loss. You will face moments where you feel like you cannot take another step. + +But in those moments, you have a choice. + +What will you do the next time life knocks you down? + +Will you stay down? Will you let the failure define you? Will you let the darkness win? + +Or will you rise? + +Will you rise, stronger and more determined than ever? Will you look at the adversity and say, "You cannot defeat me"? Will you use the pain to build a better version of yourself? + +The choice is yours. The power of resilience is within you. It is in your ability to learn from failure. It is in the friends you lean on. It is in the hope you hold in your heart. + +Let us choose to be resilient. Let us choose to rise. + +Thank you. \ No newline at end of file diff --git a/talk/middle_school_presentation/09/generation_task/instructions.md b/talk/middle_school_presentation/09/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..df707f334a8aadf6b231a51585fd942b974a8048 --- /dev/null +++ b/talk/middle_school_presentation/09/generation_task/instructions.md @@ -0,0 +1,101 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** + * Include the title "Traditional Chinese Medicine". + * Include a subtitle indicating the class context (e.g., "Junior 1 Class 4"). + * List the presenter's name (Li). + +* **Introduction Slide:** + * Define Traditional Chinese Medicine (TCM) based on the source text. + * Explain that it is a collection of methods and theories developed over thousands of years to fight disease. + +* **Core Theories: Yin, Yang, and Wuxing:** + * Include slides explaining the fundamental concepts of Yin and Yang. + * Explain the "Five Elements" (Wuxing) and their relationships. + * Use key terms from the text such as "unity," "mutually exclusive," "proportionate," "action and counteraction," and "constitute." + * **Charts and Diagrams:** Use diagrams to visualize the Five Elements cycle (Metal, Wood, Water, Fire, Earth) and the Yin-Yang symbol. + +* **Diagnosis and Treatment:** + * Dedicate slides to the concept of "Treatment Based on an Overall Analysis of the Patient's Condition." + * Explain the "holistic" approach. + * Mention diagnostic methods found in the text, such as checking the "pulse" and observing "clinical manifestations" or "symptoms." + +* **Chinese Materia Medica:** + * Introduce the "Science of Chinese Materia Medica" (Herbal Medicine). + * List the specific examples provided in the text: Ginseng, Tortoiseshell, Villous amomum fruit, Liquorice root, and Chinese Caterpillar Fungus. + * **Images:** Include relevant images of these medicinal ingredients to aid understanding. + +* **Conclusion Slide:** + * Summarize the cultural and medical significance of TCM. + * Reiterate the balance of nature and health (Yin/Yang). + +* **Thank You Slide:** + * Include a "Thank You" message (e.g., "Thank you for listening"). + * List the presenter's name (Li). + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/09/generation_task/judge_prompt.json b/talk/middle_school_presentation/09/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..725f76ec3bb39608b6aa4c095593085ad46583df --- /dev/null +++ b/talk/middle_school_presentation/09/generation_task/judge_prompt.json @@ -0,0 +1,32 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the class context as a subtitle?**\n\n The subtitle should indicate the class context (e.g., \"Junior 1 Class 4\").\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the presenter's name?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a slide dedicated to introducing Traditional Chinese Medicine (TCM)?**\n\n The introduction slide should define TCM as a collection of methods and theories developed over thousands of years to fight disease.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a section explaining the theory of Yin and Yang?**\n\n It should cover the concept of Yin and Yang as part of the core theories.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a section explaining Wuxing (Five Elements)?**\n\n It should discuss the Five Elements and their relationships.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a diagram visualizing the Five Elements (Wuxing) cycle?**\n\n The presentation should include a chart or diagram showing the elements (Metal, Wood, Water, Fire, Earth) to visualize the concept.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a slide dedicated to \"Treatment Based on an Overall Analysis of the Patient's Condition\"?**\n\n The content should mention the \"holistic\" approach or \"overall analysis\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck mention specific diagnostic methods?**\n\n It should include methods such as checking the \"pulse\", observing \"clinical manifestations\", or \"symptoms\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a section on the \"Science of Chinese Materia Medica\" (Herbal Medicine)?**\n\n The slides should introduce Chinese Materia Medica.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck list the specific medicinal ingredients provided in the text?**\n\n The slides should list examples like Ginseng, Tortoiseshell, Villous amomum fruit, Liquorice root, and Chinese Caterpillar Fungus.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Are there relevant images of the medicinal ingredients included?**\n\n The slide deck should visually present the herbs (e.g., images of Ginseng or Chinese Caterpillar Fungus).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the conclusion slide summarize the significance of TCM?**\n\n It should reiterate the cultural and medical significance, or the balance of nature and health.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a \"thank you\" slide?**\n\n The \"thank you\" slide should list the presenter's name.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the presentation flow logically from introduction to theories, then diagnosis, and finally medicines?**\n\n The presentation should follow a clear narrative structure as outlined in the constraints.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the first slide correctly list the title?**\nThe title should be \"Traditional Chinese Medicine\".\n\n If **no**, specify if the title is missing, or not aligned with the provided document.\n", + "\n**Does the first slide correctly list the class context in the subtitle?**\nThe subtitle should be \"Junior 1 Class 4\".\n\n If **no**, specify if the subtitle is missing or incorrect.\n", + "\n**Does the first slide correctly list the presenter's name?**\nThe presenter's name should be \"Li\".\n\n If **no**, specify if the presenter's name is missing or incorrect.\n", + "\n**Is the definition of Traditional Chinese Medicine (TCM) accurate according to the source?**\nIt should be described as a collection of methods and theories developed over thousands of years to fight disease.\n\n If **no**, specify which part of the definition is inaccurate.\n", + "\n**Are the Five Elements (Wuxing) correctly identified in the diagrams or text?**\nThey should be listed as Metal, Wood, Water, Fire, and Earth.\n\n If **no**, specify if any elements are missing or misidentified.\n", + "\n**Does the presentation correctly use the term \"action and counteraction\" regarding the Five Elements?**\nThe slides should reflect the relationship between the elements using this specific terminology from the source.\n\n If **no**, specify if the terminology is missing or incorrect.\n", + "\n**Are the key terms regarding Yin, Yang, and Wuxing used accurately?**\nCheck for the correct usage of terms like \"unity,\" \"mutually exclusive,\" \"proportionate,\" \"principle,\" and \"constitute\" where applicable.\n\n If **no**, specify which terms are misused.\n", + "\n**Is the concept of \"Treatment Based on an Overall Analysis\" correctly explained?**\nIt should be linked to a \"holistic\" approach and the analysis of the patient's condition.\n\n If **no**, specify if the explanation contradicts the background material.\n", + "\n**Are the names of the medicinal ingredients spelled and translated exactly as in the source text?**\nCheck for \"Ginseng,\" \"Tortoiseshell,\" \"Villous amomum fruit,\" \"Liquorice root,\" and \"Chinese Caterpillar Fungus.\"\n\n If **no**, specify which names are spelled incorrectly or modified.\n", + "\n**Are the images used for the herbs relevant and accurate?**\nFor example, an image labeled \"Ginseng\" should actually look like ginseng.\n\n If **no**, specify which images are mismatched or irrelevant.\n", + "\n**Does the presentation avoid fabricated facts not found in the background material?**\nEnsure no external medical claims or historical facts about TCM are added beyond what is in the source text.\n\n If **no**, indicate any factual inaccuracies or added details that do not have a basis in the provided background materials.\n" + ] +} diff --git a/talk/middle_school_presentation/09/generation_task/statistics.yaml b/talk/middle_school_presentation/09/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dd262c6a3ee4ef94d3806ba020133ebfc92f00d8 --- /dev/null +++ b/talk/middle_school_presentation/09/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/09 +category: talk +input_metrics: + total_input_tokens: 3185 + generation_prompt_tokens: 1446 + materials_total_tokens: 1739 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 1739 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 11 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 26 + total_count: 56 diff --git a/talk/middle_school_presentation/09/material.md b/talk/middle_school_presentation/09/material.md new file mode 100644 index 0000000000000000000000000000000000000000..73c37f561a6f115ab941dc0ec90b7b02cc7338e7 --- /dev/null +++ b/talk/middle_school_presentation/09/material.md @@ -0,0 +1,75 @@ +# The Wisdom of Harmony: A Journey into Traditional Chinese Medicine + +Distinguished judges, respected teachers, and my fellow students, + +Good morning. + +My name is Li, and I stand before you today to open the doors to a world that is both ancient and ever-living. It is a world where philosophy meets science, where humanity meets nature, and where the past offers profound solutions for the present. Today, I want to guide you through the fascinating realm of Traditional Chinese Medicine. + +When we think of medicine in the modern sense, we often think of white coats, sterile laboratories, and chemical equations. However, the story I am about to tell you begins long before the invention of the microscope. It begins with a deep observation of the universe and our place within it. + +**Defining the Legacy** + +What exactly is Traditional Chinese Medicine, or TCM? It is not merely a list of home remedies or a collection of folklore. As defined by scholars and practitioners, Traditional Chinese Medicine is a comprehensive collection of methods and theories that have developed over thousands of years in the fight against disease. It is a system born from the struggle for survival and the pursuit of longevity. Over millennia, through trial and error, observation and reflection, our ancestors built a fortress of knowledge to protect human health. This system has stood the test of time, evolving and refining itself to become the global treasure it is today. + +**The Philosophical Foundations: Yin and Yang** + +To understand TCM, we must first understand the lens through which it views the world. We cannot treat the body if we do not understand the laws that govern it. The foundation of this understanding lies in the theory of Yin and Yang. + +You have likely seen the symbol: a circle divided into two swirling halves, one black and one white, each containing a dot of the other color. This is not just a drawing; it is a map of existence. Yin and Yang represent the fundamental duality of the universe. They describe how contrary forces may actually be complementary, interconnected, and interdependent in the natural world. + +In the context of TCM, Yin and Yang represent a unity. They are two sides of the same coin. You cannot have shadow without light; you cannot have cold without heat; you cannot have rest without activity. However, they are also mutually exclusive in their nature—night is not day, and water is not fire. Yet, the health of a human being depends on these forces being proportionate. + +Imagine a scale. If the Yin is too heavy, the body becomes cold and sluggish. If the Yang is too dominant, the body burns with fever and restlessness. The principle of health in TCM is simple yet profound: it is the maintenance of a dynamic balance between these two forces. Disease is viewed not just as an invasion by a virus, but as a disruption of this delicate harmony. + +**The Architecture of Life: Wuxing (Five Elements)** + +Building upon the duality of Yin and Yang, TCM further categorizes the universe through the theory of Wuxing, or the Five Elements. These elements are Wood, Fire, Earth, Metal, and Water. + +These are not just physical substances found in nature; they are symbols for the movements and changes of life. In the human body, different organs and systems correspond to these elements. For example, the heart is connected to Fire, while the kidneys are connected to Water. + +The beauty of the Five Elements theory lies in the relationships between them. They are not isolated; they constitute a complex web of interactions. The background material teaches us about "action and counteraction." This describes the cyclical relationship where one element generates another—like Wood feeding Fire, or Fire creating Earth (ash)—and where one element controls another—like Water extinguishing Fire, or Metal chopping Wood. + +This system of action and counteraction ensures stability. If one element becomes too strong, another steps in to restrain it. If one is too weak, another steps in to support it. When we look at the human body through the lens of Wuxing, we see that no organ works alone. We constitute a living ecosystem, where every part is linked to every other part through these elemental flows. + +**The Art of Diagnosis: Seeing the Whole** + +With this philosophical framework in mind, how does a TCM doctor approach a patient? This brings us to the third pillar of our discussion: Treatment Based on an Overall Analysis of the Patient’s Condition. + +In Western medicine, if you have a headache, the focus is often on the head. In TCM, a headache might be the result of a blockage in the liver or a deficiency in the kidney. This is because TCM adopts a holistic approach. The word "holistic" means looking at the whole rather than just the parts. The doctor does not just treat the disease; they treat the person. + +To achieve this, the doctor acts as a detective. They gather evidence through four main diagnostic methods. As illustrated in traditional practices, these include observing the patient's vitality and appearance, listening to their breathing and voice, asking about their history, and, most famously, feeling the pulse. + +The pulse in TCM is a window into the body's interior. By feeling the pulse at the wrist, a skilled practitioner can decipher the state of the internal organs, the flow of energy, and the balance of Yin and Yang. They look for clinical manifestations—the visible signs of internal discord. They analyze symptoms not as isolated problems to be suppressed, but as signals crying out for balance. + +This process is known as "Bian Zheng Shi Zhi"—differentiating the syndrome to determine the treatment. It ensures that two people with the same disease might receive different treatments if their underlying bodily constitutions are different. It is personalized medicine in its most ancient form. + +**The Treasury of Nature: Chinese Materia Medica** + +Once the diagnosis is made, how is balance restored? While acupuncture and other therapies are vital, a major component of treatment is the Science of Chinese Materia Medica—the study of herbal medicine. + +For thousands of years, Chinese doctors have explored the mountains, forests, and rivers to find the healing powers hidden in nature. They have classified thousands of substances, understanding their properties, their flavors, and which meridians they enter. + +Let us look at some specific examples that highlight the diversity of this pharmacy. + +First, we have **Ginseng**. Known as the "King of Herbs," ginseng is famous for its ability to replenish vital energy. It is used when the body is weak, exhausted, or recovering from severe illness. It represents the power to uplift and sustain life. + +Then, there is **Tortoiseshell**. While ginseng energizes, tortoiseshell is often used to nourish the Yin and anchor the floating Yang. It represents the grounding, cooling, and stabilizing forces of nature. + +We also find **Villous Amomum Fruit** (Sha Ren). This aromatic fruit is essential for waking up the spleen and settling the stomach. It helps to transform dampness, illustrating how TCM treats digestive issues by harmonizing the body's internal climate. + +We cannot forget **Liquorice Root** (Gan Cao). Often called the "Great Harmonizer," it is found in countless prescriptions. Its job is often to coordinate the actions of other herbs, reducing their toxicity and making them work together effectively, much like a diplomat bringing peace to a group. + +Finally, consider the **Chinese Caterpillar Fungus** (Dong Chong Xia Cao). This unique substance, a combination of fungus and larva, is a powerful tonic for the lungs and kidneys. It embodies the incredible adaptability of life and is prized for strengthening the body's immune defenses. + +**Conclusion: A Legacy for the Future** + +Distinguished guests, + +As we conclude this journey through the landscape of Traditional Chinese Medicine, we see that it is more than just a medical system. It is a philosophy of life. It teaches us about the importance of balance—the balance between work and rest, between nature and society, and between the mind and the body. + +From the unity of Yin and Yang to the cycles of the Five Elements, from the holistic analysis of the patient to the potent remedies of the Materia Medica, TCM offers us a profound wisdom. It reminds us that we are part of nature, and that by aligning ourselves with the principles of nature, we can find true health. + +Let us respect this heritage, learn from it, and carry its wisdom forward into the future. + +Thank you for listening. \ No newline at end of file diff --git a/talk/middle_school_presentation/10/generation_task/instructions.md b/talk/middle_school_presentation/10/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..415351be1f6299b4f629d31243e06814a0657a40 --- /dev/null +++ b/talk/middle_school_presentation/10/generation_task/instructions.md @@ -0,0 +1,113 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** + * Include a title such as "Huawei: An Inspiring Company". + * Include a subtitle if appropriate (e.g., "A Journey of Innovation and Spirit"). + * List the presenter's name (Li). + +* **Introduction Slide:** + * Briefly introduce the topic: Huawei as a leading global technology company. + * Highlight its status as one of the world's biggest tech companies today. + +* **Growth and History:** + * Detail the origins of the company. + * Mention key facts: Founded in 1987 in Shenzhen, China. + * Describe its humble beginnings (selling telephone equipment) versus its current status (smartphones and 5G). + +* **Innovation and Technology:** + * Highlight Huawei's drive for innovation. + * Mention heavy investment in R&D. + * Key inventions must be included: HarmonyOS and the first 5G smartphone. + * Mention the achievement regarding 5G patents. + +* **Challenges and Spirit:** + * Discuss the "Tough Times" faced by the company. + * Mention restrictions placed by some countries and the difficulties in growth. + * Highlight the "Never-give-up Spirit". + * Describe the company's response: working harder and creating own technologies to overcome difficulties. + * **Visuals:** Use images or metaphors (like the damaged plane) if mentioned in materials to represent resilience. + +* **Social Responsibility:** + * Explain how Huawei cares for the world. + * Include points on renewable energy and programs for remote areas. + * Mention the "Tech4All" plan. + +* **Lessons for Students:** + * Connect Huawei's story to student life. + * Highlight values: Creativity, Curiosity, and Perseverance. + * Explain the lesson of "Dream It Possible": Never giving up on studies or difficult assignments. + +* **Conclusion Slide:** + * Summarize the main qualities: Innovation, Strong Will, and Social Responsibility. + * Reiterate the core message: Striving for excellence. + +* **Thank You Slide:** + * Include a "Thank You" message. + * Include the closing quote: "Stay positive, stay hopeful, and keep moving!" + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/10/generation_task/judge_prompt.json b/talk/middle_school_presentation/10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..1223fdd0ca9e9769c9e897bd3bcb919d335a9ec0 --- /dev/null +++ b/talk/middle_school_presentation/10/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n **Does the first slide list the title?**\n\n The title should be \"Huawei: An Inspiring Company\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the subtitle?**\n\n The subtitle should be related to \"A Journey of Innovation and Spirit\" or similar.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the first slide list the presenter's name?**\n\n The presenter's name must include \"Li\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there a slide dedicated to introducing Huawei's status?**\n\n It should introduce Huawei as a leading global technology company and one of the world's biggest tech companies today.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover the origins and history of the company?**\n\n It should mention the founding year (1987), location (Shenzhen), and its humble beginnings selling telephone equipment.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover Innovation and Technology?**\n\n It should highlight heavy investment in R&D and mention key inventions like HarmonyOS and the first 5G smartphone.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover the \"Tough Times\" or challenges faced by Huawei?**\n\n It should mention restrictions placed by some countries and the difficulties in growth.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck highlight the \"Never-give-up Spirit\"?**\n\n It should describe the company's response to challenges: working harder and creating its own technologies.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck cover Social Responsibility?**\n\n It should explain how Huawei cares for the world, including renewable energy, programs for remote areas, and the \"Tech4All\" plan.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is there a section on \"Lessons for Students\"?**\n\n It should connect Huawei's story to student life, highlighting values like Creativity, Curiosity, and Perseverance (never giving up on studies).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Is the content visually supported by relevant images, such as the \"damaged plane\"?**\n\n The slide deck should include visuals representing resilience (e.g., the damaged plane metaphor) or key technologies (5G/HarmonyOS).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the conclusion slide summarize the main qualities?**\n\n It should summarize Innovation, Strong Will, and Social Responsibility.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n ", + "\n **Does the slide deck include a \"Thank You\" slide with the specific closing quote?**\n\n It should include the quote: \"Stay positive, stay hopeful, and keep moving!\"\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n " + ], + "material_dependent_checklist_2": [ + "\n **Does the first slide correctly list the title?**\n The title should be \"Huawei: An Inspiring Company\".\n\n If **no**, specify if the title is missing, or not aligned with the provided constraints.\n ", + "\n **Does the first slide correctly list the presenter's name?**\n The presenter's name should be \"Li\".\n\n If **no**, specify if the presenter's name is missing, or not aligned with the provided constraints.\n ", + "\n **Is the \"History\" section factually accurate regarding the founding details?**\n It must state the company was founded in **1987** in **Shenzhen**.\n\n If **no**, specify which factual details are incorrect.\n ", + "\n **Does the \"Innovation\" section correctly identify specific technologies?**\n It must explicitly mention **HarmonyOS** and **5G**.\n\n If **no**, specify if these terms are missing or incorrectly described.\n ", + "\n **Is the claim regarding patents accurate?**\n The slides should state that Huawei has more **5G patents** than any other company.\n\n If **no**, specify if this claim is missing or inaccurate.\n ", + "\n **Does the \"Social Responsibility\" section correctly name the initiative?**\n It should explicitly mention the **\"Tech4All\"** plan.\n\n If **no**, specify if the plan name is missing or incorrect.\n ", + "\n **Does the \"Lessons\" section accurately reflect the values mentioned in the material?**\n It should focus on **Creativity**, **Curiosity**, and **Perseverance** (or \"Dream It Possible\").\n\n If **no**, specify which values are missing or misrepresented.\n ", + "\n **Is the closing quote on the final slide exact?**\n The quote must be: \"**Stay positive, stay hopeful, and keep moving!**\"\n\n If **no**, specify any errors in the wording of the quote.\n ", + "\n **Does the presentation flow logically?**\n The flow should be: History -> Innovation -> Challenges -> Social Responsibility -> Lessons -> Conclusion.\n\n If **no**, specify which sections are out of order.\n ", + "\n **Does the presentation avoid fabricated facts?**\n Ensure no extra dates, names, or financial figures are added that were not in the background material.\n\n If **no**, indicate any factual inaccuracies or added details that do not have a basis in the provided background materials.\n " + ] +} diff --git a/talk/middle_school_presentation/10/generation_task/statistics.yaml b/talk/middle_school_presentation/10/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f1dfeaece7b39327066dd8ea20e42dfca051d521 --- /dev/null +++ b/talk/middle_school_presentation/10/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/10 +category: talk +input_metrics: + total_input_tokens: 3613 + generation_prompt_tokens: 1475 + materials_total_tokens: 2138 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 2138 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 13 + Content Correctness: 10 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/talk/middle_school_presentation/10/material.md b/talk/middle_school_presentation/10/material.md new file mode 100644 index 0000000000000000000000000000000000000000..dd8bc0956de85cbd11f28735196471a838e44ecd --- /dev/null +++ b/talk/middle_school_presentation/10/material.md @@ -0,0 +1,88 @@ +# Huawei: An Inspiring Journey of Innovation and Spirit + +**Speaker:** Li +**Topic:** Huawei’s Growth, Challenges, and Lessons for Us + +--- + +### Introduction: A Story of Possibility + +Good morning, teachers and fellow students. + +It is a great honor to stand here today to share a story with you. It is not just a story about a company; it is a story about resilience, about dreaming big, and about the power of never giving up. The subject of my presentation today is Huawei—an inspiring company that has taken a remarkable journey from humble beginnings to becoming a global leader in technology. + +When we look at the world around us today, we see that technology is everywhere. It connects us, it entertains us, and it helps us learn. But have you ever stopped to think about the people and the organizations behind these technologies? Have you considered the struggles they faced and the lessons their journeys can teach us? Today, I want to take you on a journey through the history of Huawei, explore its incredible innovations, discuss the difficulties it has bravely faced, and, most importantly, reflect on what we, as students, can learn from its spirit. + +### Part 1: From Humble Beginnings to Global Fame + +Let us turn the clock back to the year 1987. The location is Shenzhen, China. Today, we know Shenzhen as a bustling metropolis, a hub of modern technology and innovation. But back then, things were very different. It was in this setting that a small company was born. This company was Huawei. + +In those early days, Huawei was not the giant we know today. It was a very small company, focused on a simple task: selling telephone equipment. It was a time of beginnings, where resources were limited, and the future was uncertain. But there was a vision, and there was determination. + +From those small seeds planted in 1987, something incredible grew. Over the last few decades, Huawei has undergone a transformation that is nothing short of miraculous. It has grown from that small local seller of telephone equipment into one of the world's biggest technology companies. This growth didn't happen overnight, and it didn't happen by accident. It was the result of decades of hard work and strategic vision. + +Today, when people hear the name "Huawei," what do they think of? They think of advanced smartphones that millions of people use to communicate with their loved ones. They think of super-fast 5G technology that is changing the way the world connects. The company has become famous globally, a household name that represents the cutting edge of modern communication. This journey from a small office in Shenzhen to the global stage is the first chapter of our inspiring story today. + +### Part 2: The Drive for Innovation + +So, how did they do it? What is the secret behind this massive growth? The answer lies in one word: Innovation. + +Innovation is the engine that drives progress, and for Huawei, it is the heart of everything they do. The company has a deep love for new ideas. They understand that in the fast-paced world of technology, if you stop moving forward, you fall behind. + +One of the most impressive facts about this company is how much it invests in the future. Every single year, Huawei invests heavily in Research and Development, or R&D. This is not just a small part of their budget; it is a massive commitment. By pouring resources into R&D, they are essentially planting the seeds for tomorrow's technology today. + +And we can see the fruits of this labor. Let’s look at some key inventions. Have you heard of HarmonyOS? This operating system is a direct result of their innovative drive, created to provide a seamless experience across different devices. And let’s not forget the hardware. Huawei introduced the world’s first 5G smartphone, a device that opened the door to a new era of speed and connectivity. + +Speaking of 5G, this is an area where the company truly stands out. Patents are like the official recognition of a new invention, and today, Huawei holds more 5G patents than any other company in the world. This is a testament to their creativity and their ability to lead the pack. They are not just following trends; they are setting them. They are defining what the future looks like. This drive for innovation, this refusal to settle for "good enough," is a powerful lesson in itself. + +### Part 3: Facing Tough Times with a Never-Give-Up Spirit + +However, no great story is without its conflicts and challenges. The road to success is rarely a straight line; it is often filled with bumps, obstacles, and steep hills. Huawei is no exception. + +In recent years, the company has faced what we can call "Tough Times." You may have heard in the news that some countries placed severe restrictions on Huawei’s business. These were not minor inconveniences; they were major hurdles designed to stop the company’s progress. These restrictions made growth incredibly difficult. Imagine running a race and suddenly having hurdles placed in front of you that are twice as high as before. That is the situation Huawei found itself in. + +But how did they react? Did they give up? Did they stop running? No. This brings us to the most inspiring part of their story: The Never-Give-Up Spirit. + +There is a powerful image that the company has used to describe itself during these times—a picture of a damaged plane, riddled with bullet holes, yet still flying. The caption reads: "When the going gets tough, the tough KEEP GOING." This metaphor perfectly captures their attitude. Despite the difficulties, despite the restrictions, and despite the immense pressure, they chose to persevere. + +Instead of complaining or surrendering, they worked even harder. They turned inward and focused on self-reliance. When they couldn't use certain technologies from others, they created their own. This is where inventions like HarmonyOS became even more critical. They developed their own technologies to overcome the difficulties imposed upon them. They proved that determination is stronger than any obstacle. + +This part of their history teaches us about the importance of determination. It shows us that true strength is not about never facing problems; it is about how you face those problems when they arise. It is about looking at a challenge and saying, "I will overcome this." + +### Part 4: Caring for the World + +While Huawei is famous for its technology and its resilience, there is another side to the company that is equally important: its sense of responsibility. A truly great company does not just care about profits; it cares about the world and the people who live in it. + +Huawei has shown a deep commitment to social responsibility. In an age where climate change is a major concern, the company has prioritized the use of renewable energy. They are using technology to help protect our planet, ensuring that their growth is green and sustainable. + +But their care extends beyond the environment; it extends to people. We often take connectivity for granted in the city, but there are many far-away places in the world where people are cut off from the benefits of the internet. Huawei runs programs specifically designed to help people in these remote areas. They believe that no one should be left behind in the digital age. + +One of their key initiatives is the "Tech4All" plan. The name says it all—Technology for All. The goal is to ensure that the benefits of digital technology are shared by everyone, regardless of where they live or who they are. This shows us that technology can be a force for good. It can bridge gaps, it can bring light to remote corners of the world, and it can improve lives. This dedication to social responsibility is a reminder that with great power comes great responsibility. + +### Part 5: Lessons for Our Lives + +So, we have heard the story of a company. We have heard about its history, its innovations, its struggles, and its kindness. But what does all of this mean for us, right here in this classroom? How can we apply the story of Huawei to our own lives as students? + +I believe there are three main lessons we can take away. + +First, we must learn to be **creative**. Just as Huawei loves new ideas and constantly looks for new ways to solve problems, we too should foster a spirit of creativity. In our studies, we should not just memorize facts. We should be curious. We should ask "why" and "how." We should look for new ways to understand difficult subjects and be innovative in our projects. Curiosity is the spark that leads to knowledge. + +Second, and perhaps most importantly, we must learn to **persevere**. The lesson of the "damaged plane" is directly applicable to our lives. We all face tough times. Maybe it is a difficult math class that you just can't seem to understand. Maybe it is a failed assignment that makes you want to give up. Maybe it is a sports game where you are losing. + +In those moments, remember the spirit of Huawei. "When the going gets tough, the tough keep going." Do not let a bad grade or a difficult problem stop you. Work harder. Find a new way. If one method doesn't work, try another. Create your own solution, just like they created their own technology. The song "Dream It Possible" is associated with this spirit. It reminds us that if we have a dream, we must fight for it, even when the road is rough. + +Third, we should strive for **excellence** while being responsible. We should aim to be the best we can be, not just for ourselves, but to help others. Just as the company uses tech to help the world, we can use our knowledge to help our classmates and our community. + +### Conclusion + +In summary, the story of Huawei is a role model for us all. + +It teaches us about **Innovation**: the importance of always looking forward and creating the future. +It teaches us about **Strong Will**: the power of determination and the refusal to give up in the face of adversity. +It teaches us about **Social Responsibility**: the duty to care for our environment and our fellow human beings. + +As we continue our journey through school and into the future, let us carry these lessons with us. Let us be curious. Let us be brave. Let us be kind. + +I would like to end with a quote that perfectly summarizes the attitude we should all have: "Stay positive, stay hopeful, and keep moving!" + +Thank you for listening. \ No newline at end of file diff --git a/talk/middle_school_presentation/13/generation_task/instructions.md b/talk/middle_school_presentation/13/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..df71504c18a40c24bcb6a44bc4f5ca8cff9bffed --- /dev/null +++ b/talk/middle_school_presentation/13/generation_task/instructions.md @@ -0,0 +1,109 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1. Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** + + * Include a title such as "Thirty Years of Manned Space Development in China". + * Include a subtitle with the event name ("English Speaking Exhibition"). + * List the presenters' names (LI , WANG , ZHANG , LIU ). + +* **Introduction Slide:** + + * Briefly introduce the topic: China's advancements in manned space development. + * Highlight the historical significance of China's space exploration. + +* **Chronological Development:** + + * Include several slides to detail the key events and milestones in the development of China’s manned space program. + * Mention key missions and their respective dates. Shenzhou-1, Shenzhou-5, Shenzhou-6, and Shenzhou-7 should be included. + * For each mission, include: + * The launch date and spacecraft name. + * Brief description of the mission's achievements and significance. + * The astronaut(s) involved (if applicable). + * **Charts and Diagrams:** Use timelines or diagrams where appropriate to show the development of China’s manned space program. + +* **Key Figures Slide:** + + * Highlight key individuals involved. Wang Yaping should be included. + * Include a short biography or achievements of each key figure. + +* **Recent Developments:** + + * Discuss the latest advancements and future plans in China's manned space exploration. + * Include recent missions like the Shenzhou 12, 13, and the Tianhe space station. + +* **Conclusion Slide:** + + * Summarize the main points covered in the presentation. + * Include the significance of China's space exploration on the global stage. + +* **Thank You Slide:** + + * Include a "Thank You" message. + * List the presenters’ names and provide any relevant acknowledgments. + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/13/generation_task/judge_prompt.json b/talk/middle_school_presentation/13/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..653f53c2cef4f06bf308666397d785251ac18b44 --- /dev/null +++ b/talk/middle_school_presentation/13/generation_task/judge_prompt.json @@ -0,0 +1,36 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the event name?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the resenters?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a slide dedicated to introducing the background and context of China’s space program?**\n\n The introduction slide should provide context on China's space exploration journey and milestones. It should mention the starting point with unmanned missions, and progress into human spaceflight.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck cover the key mission: Shenzhou-1?**\n\n It should list the mission details, including the date, spacecraft name, achievements, astronaut names (if any), and significance.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck cover the key mission: Shenzhou-5?**\n\n It should list the mission details, including the date, spacecraft name, achievements, astronaut names (if any), and significance.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck cover the key mission: Shenzhou-6?**\n\n It should list the mission details, including the date, spacecraft name, achievements, astronaut names (if any), and significance.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck cover the key mission: Shenzhou-7?**\n\n It should list the mission details, including the date, spacecraft name, achievements, astronaut names (if any), and significance.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is the content visually supported by relevant images, timelines, or diagrams?**\n\n The slide deck should include diagrams like mission timelines and visuals of key figures and spacecraft. Ensure images are high-quality and well-labeled.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a separate slide (or slides) (at least one) for key figures, such as astronauts like Wang Yaping?**\n\n A dedicated slide (or slides) should highlight key figures in the program, with a short biography and their contributions to missions.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Recent Developments\" slide(s) (at least one) cover the Chinese Space Station?**\n\n The slide(s) should discuss the Tiangong Space Station and recent advancements like the launch of Shenzhou-12 and Shenzhou-13. It should also mention China’s future plans for lunar and deep space exploration.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the \"Recent Developments\" slide(s) (at least one) cover future plans?**\n\n The slide(s) should mention China’s future plans for lunar and deep space exploration.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the conclusion slide summarize the main points and discuss China’s future space exploration goals?**\n\n The conclusion should recap China’s space development milestones and highlight future goals, such as the lunar landing by 2030 and potential lunar research cooperation by 2035.\n", + "\n**Does the presentation flow logically from the introduction to conclusion, without unnecessary or irrelevant information?**\n\n The presentation should follow a clear progression, starting from the introduction, moving through the milestones, figures, and developments, and concluding with future plans.\n", + "\n**Does the slide deck include a \"thank you\" silde?**\n\n The \"thank you\" slide should list the presenters’ names.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the first slide correctly list the title?** \nThe title should be something like \"Thirty Years of Manned Space Development in China\".\n\n If **no**, specify if the title is missing, or not aligned with the provided document.\n", + "\n**Does the first slide correctly list the event name?**\nThe event name should be \"English Speaking Exhibition\".\n\n If **no**, specify if the event name is missing, or not aligned with the provided document.\n", + "\n**Does the first slide correctly list the presenters' names?**\nThe presenters' names should be \"LI Chenxi, WANG Siyuan, ZHANG Yating, LIU Zihao\".\n\n If **no**, specify if the presenters' names are missing, or not aligned with the provided document.\n", + "\n**Is the \"background\" slide consistent with the historical progression of China's manned space program?**\n\n If **no**, explain which part of the background does not accurately reflect the historical timeline or milestones of China's space missions.\n", + "\n**Does the slide deck correctly list Shenzhou-1's information?**\n\n If **no**, specify which information (e.g., launch date, mission achievements) is incorrect or missing.\n", + "\n**Does the slide deck correctly list Shenzhou-5's information?**\n\n If **no**, specify which information (e.g., launch date, astronaut(s) involved, mission achievements) is incorrect or missing.\n", + "\n**Does the slide deck correctly list Shenzhou-6's information?**\n\n If **no**, specify which information (e.g., launch date, astronaut(s) involved, mission achievements) is incorrect or missing.\n", + "\n**Does the slide deck correctly list Shenzhou-7's information?**\n\n If **no**, specify which information (e.g., launch date, astronaut(s) involved, mission achievements) is incorrect or missing.\n", + "\n**Are the timelines or diagrams in the slides factually accurate and correctly labeled?**\n\n The slide deck should include relevant, high-quality timelines and diagrams that illustrate mission milestones, astronaut achievements, or key technological developments. Ensure that each timeline or diagram accurately represents the correct event, mission, or achievement and is clearly labeled.\n\n Note: You should verify that the timelines and diagrams correspond to the correct events and figures, and that they are labeled accurately according to the provided materials.\n\n If **no**, specify which timelines or diagrams are inaccurate, mislabeled, or missing.\n", + "\n**Are the astronaut names, such as Yang Liwei, Liu Yang, and Wang Yaping, correctly identified and associated with the correct missions?**\n\n If **no**, explain any misattributions or missing astronauts for each mission.\n", + "\n**Is the \"Key Figures\" slide factually accurate in describing Wang Yaping?**\n\n The slide should correctly present Wang Yaping’s identity, role, and mission participation (e.g., which Shenzhou missions she joined), without mixing up names, missions, or achievements.\n\n Note: You should check whether the biographical information and mission attributions are **factually correct and consistent with the provided background materials**.\n If **no**, specify which factual details are incorrect, misleading, or inconsistent.\n", + "\n**Does the slide(s) discussing recent developments reflect the current status of the Chinese Space Station (CSS), including its operational status and recent missions?**\n\n If **no**, clarify any discrepancies regarding the timeline, operational status, or achievements related to the CSS or recent space missions like Shenzhou-12 and Shenzhou-13.\n", + "\n**Is the \"Future Plans\" slide(s) consistent with China's actual goals for lunar exploration, deep-space missions, and international cooperation?**\n\n If **no**, specify any inaccuracies or misrepresentations of future space missions and plans.\n", + "\n**Does the presentation avoid any fabricated facts or speculative statements not supported by the provided materials or external sources?**\n\n If **no**, indicate any factual inaccuracies or added details that do not have a basis in the provided background materials.\n", + "\n**Does every data point in charts or graphs used in the slides clearly correspond to relevant mission milestones or achievements in the Chinese space program?**\n\n If **no**, specify which chart or figure lacks clear attribution to the original data or historical event.\n" + ] +} diff --git a/talk/middle_school_presentation/13/generation_task/statistics.yaml b/talk/middle_school_presentation/13/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6b665f71ee1a4fa11317fa214a3be6341f9756a --- /dev/null +++ b/talk/middle_school_presentation/13/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/13 +category: talk +input_metrics: + total_input_tokens: 2490 + generation_prompt_tokens: 1389 + materials_total_tokens: 1101 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 1101 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 15 + Content Correctness: 15 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 30 + total_count: 60 diff --git a/talk/middle_school_presentation/13/material.md b/talk/middle_school_presentation/13/material.md new file mode 100644 index 0000000000000000000000000000000000000000..b3b01e3e83d50b995bc07dc51a8844e3b8520f13 --- /dev/null +++ b/talk/middle_school_presentation/13/material.md @@ -0,0 +1,72 @@ +# Thirty Years of Manned Space Development in China + +## 1. Introduction to China’s Manned Space Program + +China’s manned space program has witnessed significant advancements since its inception, demonstrating the country’s growing capabilities in space exploration. Beginning with unmanned missions, China has gradually progressed towards human spaceflight, with numerous successful missions over the past three decades. The program highlights China’s commitment to becoming a leader in space exploration, contributing to global scientific knowledge and technological innovation. + +--- + +## 2. Milestones in China’s Manned Space Program + +- **Shenzhou-1 Mission (November 20, 1999)** + + The launch of the **Shenzhou-1**, China's first unmanned spacecraft, marked the beginning of the country’s manned space exploration journey. This mission was a significant milestone and was supported by the **Long March rocket**. + +- **Shenzhou-5 Mission (October 15, 2003)** + + China successfully launched **Shenzhou-5**, its first manned spacecraft. This mission, which lasted 21 hours, carried **Yang Liwei**, China’s first astronaut. This marked China’s entry into the club of nations capable of sending humans into space. + +- **Shenzhou-6 Mission (October 12, 2005)** + + The **Shenzhou-6** mission was China’s first multi-person and multi-day spaceflight. It was launched with **two astronauts** aboard (Fei Junlong and Nie Haisheng), further demonstrating China’s growing capabilities in manned space exploration. + +- **Shenzhou-7 Mission (September 25, 2008)** + + This mission was significant for being the first spacewalk conducted by a Chinese astronaut, **Zhai Zhigang**. The spacewalk lasted about 15 minutes, and this achievement placed China as one of the nations capable of conducting extravehicular activities (EVAs). + +- **Shenzhou-9 Mission (June 16, 2012)** + + The **Shenzhou-9** mission was China’s first crewed spaceflight to dock with a space module. This mission carried **Liu Yang**, China’s first female astronaut. The successful docking demonstrated China’s progress in autonomous rendezvous and docking technology. + +- **Shenzhou-10 Mission (June 11, 2013)** + + Building on the success of Shenzhou-9, the **Shenzhou-10** mission continued to advance China’s human spaceflight capabilities. It successfully performed a crewed docking with the Tiangong-1 space module and focused on conducting scientific experiments, technology verification, and in-orbit educational activities. + +- **Shenzhou-12 Mission (June 17, 2021)** + + The **Shenzhou-12** mission was a crucial part of China’s space station development. It carried **three astronauts** aboard to the **Tianhe core module**, marking the beginning of the construction phase of the **Chinese Space Station** (CSS). + +- **Shenzhou-13 Mission (October 16, 2021)** + + The **Shenzhou-13** mission lasted approximately 182 days, making it China’s longest crewed spaceflight to date and significantly longer than 30 days. The three-person crew conducted scientific experiments, extravehicular activities (EVAs), and extensive testing of living and working conditions aboard the Tianhe core module of the Chinese Space Station (CSS) during their stay in orbit. + +--- + +## 3. Key Figures in China's Manned Space Program + +**Wang Yaping** +Wang Yaping is one of China’s prominent astronauts, known for being the second Chinese female astronaut in space. She participated in the **Shenzhou-10** and **Shenzhou-13** missions, contributing to the development of space technologies and operations aboard the Chinese Space Station (CSS). Her achievements symbolize China's commitment to gender inclusivity in space exploration. + +--- + +## 4. Recent Developments in China’s Space Program + +- **Chinese Space Station (CSS) Construction** + + China’s space program has completed the construction of a permanently crewed space station, known as the Tiangong Space Station (part of the Chinese Space Station, CSS). It entered operational status in late 2022 and continues to support long-term human spaceflight missions, scientific experiments, and space technology applications. + +- **Future Plans:** + + China plans to further develop its space exploration capabilities, including deep space missions, lunar exploration and potential long-term human lunar exploration. + + - China aims to **land astronauts on the Moon** by around 2030 under its manned lunar program. + + - China’s long-term exploration goals include developing an International Lunar Research Station (ILRS) with international cooperation, expected to reach a basic operational stage by around 2035. + + - Deep-space missions, such as asteroid exploration (Tianwen-2) and future Martian or outer-planet exploration missions, are actively planned. + +--- + +## 5. Conclusion + +Over the past three decades, China has made significant strides in space exploration, culminating in the successful development of its own space station and future plans for deep space exploration. These achievements demonstrate China’s increasing capabilities in technology, engineering, and human spaceflight. The progress of China's manned space program reflects the nation's ambition to contribute to global space exploration and scientific research. diff --git a/talk/middle_school_presentation/14/generation_task/instructions.md b/talk/middle_school_presentation/14/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..a9ca16e7df99f9fb105ae655f45f37d74ef3f40e --- /dev/null +++ b/talk/middle_school_presentation/14/generation_task/instructions.md @@ -0,0 +1,100 @@ +**Task:** +Create a complete, professional, and logically structured presentation slide deck based on the provided material. This slide deck should be suitable for a 5–10 minute presentation in a middle school English classroom. + +A background materials document has been provided on this topic. You may refer to this document while creating the slides to ensure the content aligns with the provided reference material. + +--- + + +# **Constraints** + +The slide deck must adhere to the following constraints; otherwise, it will be considered incorrect. + +## 1.Content Structure + +The slide deck must have **11-15 slides**. + +The slide deck must include the following sections, in the order listed below (the number of slides in each section may be determined as appropriate). + +* **Title Slide:** + * Include the main title: "The Symbolic Inventions". + * List the presenter's name: Li. + +* **Introduction Slide:** + * Address the core questions regarding inventions: "Products or Methods?" and "Importance?". + * Briefly introduce the concept of symbolic inventions acting as milestones in civilization. + +* **Ancient Inventions Section:** + * **Theme:** Ancient Inventions. + * **Key Topic:** Gunpowder. + * **Sub-topic:** Weaponry. + * Explain the historical significance of gunpowder and its application in ancient weaponry. + * Use visuals related to traditional martial arts or ancient warfare to set the context. + +* **Modern Inventions Section:** + * **Theme:** Modern Inventions. + * **Key Topic 1:** Hou's Process for Soda Production. + * Explain the chemical significance. + * Illustrate the process (referencing the chemical apparatus diagram provided in the source: NaClO3 + H2SO4 reaction setup). + * **Key Topic 2:** High-speed Railway. + * Highlight this as a symbol of modern speed and connectivity. + * Discuss its impact on modern transportation. + +* **Conclusion Slide:** + * Summarize the transition from ancient discoveries (gunpowder) to modern technological feats (industrial chemistry and transportation). + * Reiterate the importance of these inventions. + +* **Thank You Slide:** + * Include a "Thanks" message. + * List the presenter's name (Li). + +--- + +## 2. Content Constraints + +* **Faithfulness to background materials**: Use only the information provided in the background materials. Do not fabricate additional factual content, and do not modify, distort, or reinterpret the original claims or conclusions. +* **Accuracy:** All content must be factually accurate, especially quantitative content and facts. +* **Brevity:** Use short, concise phrases, not long paragraphs. Focus on summarizing key facts and events without excessive detail. Bullet points may be used for clarity. If you use bullet points, each slide should have no more than 6 bullet points. +* **Sufficient Depth**: Sufficient Depth: Avoid oversimplification. While the content should remain accessible to a general audience, the slides must still convey the core ideas, key milestones, and meaningful insights. Do not reduce the presentation to vague slogans or purely high-level summaries; each slide should communicate a clear and substantive takeaway. +* **Logical Flow:** The slides should present a clear narrative. Ensure there is a clear progression of time and events (if any). +* **Relevance of Information**: You must not add unrelated content. +* **Code & Markup Formatting**: Avoid raw LaTeX or Markdown code unless necessary. + +## 3. Visual & Design + +* **Images:** Include relevant images. Images must be high quality, clearly labeled, and relevant to the content. +* **Charts and Diagrams:** Use appropriate charts and diagrams (e.g., schematics, flowcharts, tables, and statistical plots) where needed to visually present and clarify information—especially narrative timelines and quantitative details such as numerical data—rather than relying only on text. + * If the slide includes charts or figures, ensure that all visual elements are clearly annotated (e.g., axes are labeled, units are specified, legends are included where needed, and data points are explained when necessary). + * Include **figures or diagrams descriptions** when appropriate, e.g., “The chart shows proprietary models outperform open-weight ones.” +* **Legibility:** Use legible fonts and avoid clutter. Text should be large enough to be easily read. +* **Visual Balance:** Balance text and visuals so slides are easy to read when projected. +* **Layout:** Maintain a clean, professional layout with appropriate fonts, colors, and formatting. +* **Style Consistency**: The entire slide deck should follow a unified and coherent visual style. +* **Information Load**: Slides should avoid excessive information per page to preserve readability. + +## 4. Text Quality + +* All generated text should be clear, with no missing or incorrect characters or words. +* Spelling, grammar, and typography must be accurate and correct throughout the content. + +## 5. Technical Fidelity Requirements + +* If scatter plots, line charts or radar charts are used in the slide deck, ensure that every data point exactly matches the corresponding data point in the provided material. Note that the values must be **precisely** the same, not just the shape of the graph. +* Ensure that key quantitative details in the material are included in the slide deck. In other words, the presentation should not only discuss the ideas of the material but also present specific quantitative details (e.g., statistical data, experimental results, etc.). +* Ensure quantitative details are correct. +* The slides may include data used only for conceptual illustration. However, if such data are included, you must clearly indicate on the corresponding slide which data are conceptual illustrations rather than data reported in the material. + +## 6. Presentation Tone and Audience + +* **Tone:** + * The tone should be informative and respectful, avoiding overly academic language, long paragraphs, and excessive formality, as well as unnecessary verbosity. + * Alignment with Oral Delivery: The content should support live presentation, emphasizing pauses, contrasts, and clear takeaways or conclusions (e.g., “the key point is…”, “therefore…”, “the main conclusion is…”). + * The slide deck should maintain a consistent tone. +* **Audience:** The presentation should cater to an audience with basic to intermediate knowledge of the topic covered in this presentation. It is not advisable to use too many technical terms; when necessary, key terms should be explained clearly in plain language. + + +--- + +# **Output Expected** + +A **complete slide deck** satisfying all constraints above. diff --git a/talk/middle_school_presentation/14/generation_task/judge_prompt.json b/talk/middle_school_presentation/14/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..5c9c7e7a4b946487387e46fca5239a588eb22754 --- /dev/null +++ b/talk/middle_school_presentation/14/generation_task/judge_prompt.json @@ -0,0 +1,29 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the first slide list the title?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the first slide list the presenter?**\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is there a slide dedicated to the Introduction that poses the core questions?**\n\n The introduction slide should address questions regarding inventions, specifically \"Products or Methods?\" and \"Importance?\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include the \"Ancient Inventions\" section?**\n\n It should cover the key topic of \"Gunpowder\" and the sub-topic of \"Weaponry\".\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include the \"Modern Inventions\" section covering Hou's Process?**\n\n It should list \"Hou's Process for Soda Production\" as a key topic.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include the \"Modern Inventions\" section covering High-speed Railway?**\n\n It should list \"High-speed Railway\" as a key topic.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is the content regarding Hou's Process visually supported by a specific diagram?**\n\n The slide should include the schematic diagram of the chemical apparatus (involving NaClO3 + H2SO4).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Is the content regarding High-speed Railway visually supported by a relevant image?**\n\n The slide should include an image of a modern bullet train.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the conclusion slide summarize the transition from ancient to modern inventions?**\n\n The conclusion should recap the progression from gunpowder to industrial chemistry and transportation.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n", + "\n**Does the slide deck include a \"Thank You\" slide?**\n\n The \"Thank You\" slide should list the presenter's name.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the first slide correctly list the main title?**\nThe title should be \"The Symbolic Inventions\".\n\n If **no**, specify if the title is missing, or not aligned with the provided document.\n", + "\n**Does the first slide correctly list the presenter's name?**\nThe presenter's name should be \"Li\".\n\n If **no**, specify if the presenter's name is missing, or not aligned with the provided document.\n", + "\n**Does the introduction slide correctly present the concept of symbolic inventions?**\nIt should introduce them as milestones in civilization.\n\n If **no**, specify if the concept is missing or misrepresented.\n", + "\n**Is the visual style of the \"Ancient Inventions\" section accurate to the design requirements?**\nThe slides covering Gunpowder and Weaponry should use ink-wash style or silhouette imagery (e.g., martial arts or traditional warfare) to set the context.\n\n If **no**, specify if the visual style is inconsistent with the requirements.\n", + "\n**Is the explanation of Gunpowder historically accurate?**\nIt should explain the historical significance of gunpowder and its application in ancient weaponry.\n\n If **no**, specify any historical inaccuracies or missing context.\n", + "\n**Does the \"Modern Inventions\" slide correctly identify the chemical process?**\nIt should be identified as \"Hou's Process for Soda Production\".\n\n If **no**, specify if the name is incorrect or missing.\n", + "\n**Is the diagram for Hou's Process accurate and clearly labeled?**\nThe diagram should match the provided background material, showing elements like the reaction setup (A, B, ice bath) and formulas like NaClO3 and H2SO4.\n\n If **no**, specify if the diagram is incorrect, generic, or missing key labels.\n", + "\n**Are the chemical formulas in the text or labels formatted correctly?**\nFormulas such as H2O2, H2SO4, NaClO3, and NaOH should be accurate (subscripts are preferred but correct stoichiometry is essential).\n\n If **no**, specify which formulas are incorrect.\n", + "\n**Does the section on High-speed Railway accurately describe its significance?**\nIt should highlight the railway as a symbol of modern speed and connectivity and discuss its impact on transportation.\n\n If **no**, specify if the description is inaccurate or unrelated.\n", + "\n**Is the visual design consistency maintained throughout the deck?**\nThe slides should follow a unified visual style, potentially using design motifs like red ribbons or ink strokes to match the source style.\n\n If **no**, specify where the visual style breaks consistency.\n", + "\n**Does the presentation tone remain educational and suitable for a middle school audience?**\nExplanations of \"Hou's Process\" should be simplified to focus on its identity as a major innovation rather than overly complex reaction mechanisms.\n\n If **no**, specify if the language is too technical or the tone is inappropriate.\n", + "\n**Does the presentation clearly distinguish between the \"Ancient\" and \"Modern\" categories?**\nThe logical flow must move from ancient discoveries (gunpowder) to modern feats (Hou's process, High-speed rail).\n\n If **no**, specify if the narrative structure is confused or unordered.\n", + "\n**Does the \"Thank You\" slide correctly list the presenter \"Li\"?**\n\n If **no**, specify if the name is missing or incorrect.\n" + ] +} diff --git a/talk/middle_school_presentation/14/generation_task/statistics.yaml b/talk/middle_school_presentation/14/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..600ec663cea16b1fc2766f8ff8488b617661fc32 --- /dev/null +++ b/talk/middle_school_presentation/14/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/middle_school_presentation/14 +category: talk +input_metrics: + total_input_tokens: 4226 + generation_prompt_tokens: 1331 + materials_total_tokens: 2895 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 2895 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 10 + Content Correctness: 13 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 23 + total_count: 53 diff --git a/talk/middle_school_presentation/14/material.md b/talk/middle_school_presentation/14/material.md new file mode 100644 index 0000000000000000000000000000000000000000..db85fd4f27fe729bc74b094e1d9c9cf9ec576174 --- /dev/null +++ b/talk/middle_school_presentation/14/material.md @@ -0,0 +1,114 @@ +# The Symbolic Inventions: A Journey Through Time, Method, and Innovation + + +## I. Introduction: The River of Time and the Ribbon of Innovation + +Distinguished guests, teachers, and fellow students, + +History is often viewed as a series of isolated dates and static events, much like distant mountains obscured by the mist of time. However, if we look closer, we see a continuous flow—a vibrant, red ribbon of human ingenuity that winds its way through the centuries, connecting the ancient past to our dynamic present. Today, our team—Xue Sen, Yue Yaoting, Zhao Junhe, Chen Sulue, and Sun Hanyi—invites you to grab hold of this ribbon. We are here to guide you on a journey through the landscape of Chinese innovation. + +Our presentation today is titled "The Symbolic Inventions." But we must ask ourselves two fundamental questions as we embark on this narrative. First: Are we talking about mere physical **products**, or are we discussing **methods**—ways of thinking and solving problems? Second: What is the true **importance** of these milestones? Do they merely serve a function, or do they reshape the very fabric of civilization? + +To answer these questions, we have selected four specific landmarks along this river of time. We will begin in the ancient world with the explosive discovery of **Gunpowder**, a substance that changed the physics of power. We will then traverse into the era of industrial chemistry to examine **Hou’s Process for Soda Production**, a moment where scientific methodology triumphed over foreign monopolies. Moving into the modern era, we will look at the **Shared Bike**, a reinvention of a classic tool through the lens of the digital economy. Finally, we will accelerate into the future with the **High-Speed Railway**, the physical network that binds a nation together. + +These four inventions—two ancient and industrial, two modern and digital—represent the evolution of Chinese creativity. They serve as symbols of how we have moved from accidental alchemy to systematic industry, and finally, to interconnected, smart infrastructure. + +## II. Ancient Inventions: The Spark of Gunpowder + +Let us step back into the mists of history, to a time when the boundary between science and magic was blurred. Our first symbolic invention is perhaps the most famous of ancient Chinese discoveries: **Gunpowder**. + +In the collective imagination, gunpowder is often associated with warfare—the cannon's roar and the musket's fire. However, its origins were far more peaceful, rooted in the Daoist pursuit of immortality. In the alchemy furnaces of the Tang Dynasty, those seeking an elixir of life mixed sulfur, charcoal, and saltpeter (potassium nitrate). They did not find eternal life; instead, they found a way to release energy with terrifying speed. They called it "Huoyao," or "Fire Medicine," acknowledging its chemical volatility. + +Why do we choose gunpowder as our first symbol? It represents the era of **empirical discovery**. The ancient inventors did not have the periodic table or modern chemical equations. They understood the world through observation and trial. The mixture of charcoal (the fuel), sulfur (the accelerant), and saltpeter (the oxidizer) created a chemical reaction that could expand gas at supersonic speeds. + +This invention was a "product" in its physical form—a black powder. But its "importance" lies in how it fundamentally altered the trajectory of human history. When this technology traveled along the Silk Road to the Arab world and eventually to Europe, it shattered the feudal system. Castles that had stood for centuries could no longer withstand the force of cannons. The knight in armor was rendered obsolete by the soldier with a firearm. + +Yet, in China, gunpowder also symbolized celebration and aesthetic beauty. The firework—a controlled explosion painting the night sky—demonstrates the duality of technology. It can destroy, but it can also delight. As a symbolic invention, gunpowder serves as the foundation of our journey. It reminds us that innovation often comes from unexpected places, and that a handful of dust, when combined with the right knowledge, can shake the world. It was the spark that ignited the engine of global change. + +## III. The Industrial Transition: Hou’s Process for Soda Production + +As we follow the red ribbon forward, we leave the ancient alchemy labs and enter the rigorous world of modern industrial chemistry. Here, we encounter a milestone that is less about a physical "gadget" and more about a "method." This is **Hou’s Process for Soda Production**, developed by the brilliant scientist Hou Debang. + +To understand the magnitude of this invention, we must understand the context of the early 20th century. At that time, soda ash (sodium carbonate) was a vital raw material for glass manufacturing, textiles, and detergents. It was the lifeblood of modern industry. However, the technology to produce it—the Solvay process—was a closely guarded secret held by Western monopolies. China, and indeed much of the developing world, was forced to buy this essential chemical at exorbitant prices. + +Enter Hou Debang. A patriot and a scholar, Hou did not just want to replicate the Western method; he wanted to improve it. The traditional Solvay process had a major flaw: it produced a large amount of calcium chloride as a waste byproduct, which was useless and environmentally damaging. It also wasted a significant amount of the salt raw material. + +Hou Debang retreated to his laboratory, driven by a desire to break this blockade. In the 1940s, he successfully developed what we now call "Hou’s Process," or the Combined Soda Manufacturing Process. This was not a tangible product you could hold in your hand like a smartphone; it was an intellectual triumph, a **method**. + +Hou’s genius was to integrate the production of soda ash with the production of synthetic ammonia. In his system, the carbon dioxide and ammonia were recycled, and the byproduct was not useless waste, but ammonium chloride—a valuable fertilizer. + +Let us visualize the diagram of this process. Imagine a complex interplay of piping and reaction chambers. In one cycle, salt and ammonia react to form soda ash. In the connected cycle, the remaining solution is treated to produce fertilizer, regenerating the materials needed for the first step. It was a closed loop of efficiency. + +The "importance" of Hou’s Process cannot be overstated. +1. **Economic Sovereignty:** It broke the foreign monopoly, allowing China to build its own chemical infrastructure. +2. **Sustainability:** It was an early example of "green chemistry," utilizing atom economy to turn waste into wealth (fertilizer). +3. **Scientific Generosity:** Unlike the Solvay cartel, which hid its secrets, Hou Debang published his findings in his book *The Manufacture of Soda*, sharing his knowledge with the world. + +Hou’s Process represents the maturation of Chinese innovation. It moved beyond the "accidental" discovery of gunpowder to the deliberate, calculated, and systematic application of science to solve industrial problems. It proved that a "method" is just as powerful as a "product." + +## IV. Modern Inventions: The Shared Bike + +The river of time flows faster now, rushing into the 21st century. The red ribbon weaves into the bustling streets of modern metropolises. Here, we find an object that looks deceptively simple, something that has existed for two centuries: the bicycle. But look closer. This is not just a bicycle; it is the **Shared Bike**, a symbol of the digital economy and the "Internet of Things." + +Why include the bicycle as a "modern" invention? Is it not a step backward from the automobile? On the contrary. The Shared Bike represents a paradigm shift in how we view ownership and urban mobility. + +In the past, a product was something you bought, owned, maintained, and eventually discarded. The Shared Bike disrupts this model. It is not a product you buy; it is a service you access. The innovation here lies in the convergence of three technologies: +1. **Mobile Internet:** The ubiquitous smartphone allows users to locate a bike anywhere. +2. **Digital Payment:** Instant, cashless transactions remove the friction of commerce. +3. **GPS and IoT:** Each bike is a smart node in a massive network, broadcasting its location and status. + +Visually, we see the bicycle standing against a red urban backdrop, unlocked by a simple QR code. This QR code is the key. It is the digital bridge between the physical world (the steel frame, the rubber tires) and the digital world (the cloud server, the user profile). + +The "importance" of the Shared Bike extends far beyond convenience. It solved the "last mile" problem of public transportation, connecting subway stations to doorsteps. It reintroduced physical activity into sedentary lifestyles. Most importantly, it offered a green, low-carbon alternative to the private car, reducing congestion and smog in our cities. + +However, it also serves as a case study in the rapid scalability of Chinese innovation. Within a few short years, colorful fleets of bikes transformed the streetscapes of cities not just in China, but around the world. It demonstrated that modern Chinese innovation is agile, consumer-centric, and deeply integrated with digital infrastructure. It turns a "product" (the bike) into a "method" of living (the sharing economy). + +## V. Modern Inventions: The High-Speed Railway + +Finally, the red ribbon stretches out, straight and true, transforming into the steel tracks of the **High-Speed Railway (HSR)**. If the shared bike represents the "last mile," the High-Speed Railway represents the "thousand miles." + +The image of the sleek, aerodynamic train cutting through the landscape is perhaps the most potent symbol of modern China. It represents **speed**, **precision**, and **connectivity**. + +Historically, the vast geography of China was a challenge. Mountains and rivers separated provinces, making trade slow and cultural exchange difficult. The High-Speed Railway has effectively shrunk the country. A journey that once took days now takes hours. This is not just an upgrade in transport; it is a compression of space and time. + +Let us analyze the technical marvel of this invention. It is not merely about a fast engine. It involves: +* **Civil Engineering:** Building bridges over vast chasms and tunnels through granite mountains. +* **Materials Science:** Creating tracks that remain stable under extreme heat and freezing cold. +* **Control Systems:** Managing thousands of trains with second-by-second precision to ensure absolute safety. + +But again, we must ask: What is its "importance"? +The HSR is the artery of the nation's economy. It allows for the rapid flow of talent, resources, and ideas. It has created "city clusters," where people can live in one city and work in another hundreds of kilometers away. It has revitalized inland areas by connecting them to coastal economic hubs. + +Furthermore, the High-Speed Railway is a "product" that has become a global ambassador. It demonstrates China's capacity to execute mega-projects and its leadership in high-end manufacturing. It is a symbol of a nation that is moving forward—literally and metaphorically—at 350 kilometers per hour. + +## VI. Discussion: Products, Methods, and Importance + +We have now traversed the timeline from the alchemist's furnace to the high-speed track. Let us pause to reflect on the questions posed at the beginning of our presentation. + +**Are these products or methods?** +The answer is that they are inextricably linked. +* **Gunpowder** is a product, but its creation was a method of trial and error, and its application was a method of warfare. +* **Hou’s Process** is explicitly a method, a chemical recipe, yet it gave birth to essential products (soda ash and fertilizer) that fed and built the nation. +* **The Shared Bike** is a physical product, but its essence is the *method* of sharing—the algorithm that allocates resources. +* **The High-Speed Railway** is a massive product, but it operates as a method of logistical efficiency. + +**What is their importance?** +Their importance lies in their ability to solve the critical problems of their times. +* Gunpowder solved the problem of **force**. +* Hou’s Process solved the problem of **scarcity and independence**. +* The Shared Bike solved the problem of **urban connectivity and sustainability**. +* The High-Speed Railway solved the problem of **distance and integration**. + +Collectively, these inventions tell a story of a civilization that is constantly learning, adapting, and improving. We see a progression from discovering nature’s secrets (gunpowder) to mastering industrial processes (Hou’s process), to orchestrating complex digital and physical systems (bikes and trains). + +## VII. Conclusion + +As we look at the "river of time" one last time, we see that the red ribbon does not end with the high-speed train. It continues to unfurl into the future. + +The four inventions we discussed today—Gunpowder, Hou’s Process, the Shared Bike, and the High-Speed Railway—are milestones. They are the symbolic markers that show how far we have come. They remind us that innovation is not a lightning bolt from the blue, but a continuous process of accumulation. It requires the curiosity of the ancients, the rigor of the scientists, the agility of the digital age, and the ambition of the modern engineers. + +For us, the younger generation, these symbols are not just history lessons. They are challenges. What will be the next symbolic invention? Will it be in artificial intelligence? Quantum computing? Green energy? The methods may change, and the products will certainly look different, but the spirit of innovation—the drive to make life better, faster, and more sustainable—remains eternal. + +We thank you for listening to our presentation. We hope that you, too, will find your place along this red ribbon of innovation and contribute to the next chapter of this incredible story. + +**Thank You.** \ No newline at end of file diff --git a/talk/ted_chinese/02/generation_task/instructions.md b/talk/ted_chinese/02/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..f73a7519e2f7ef580bf52f6ec7bbec88171ff34e --- /dev/null +++ b/talk/ted_chinese/02/generation_task/instructions.md @@ -0,0 +1,100 @@ +请制作一套用于公开演讲的中文幻灯片,仅基于我提供的演讲稿,不允许引入讲稿之外的事实性内容。 + + +--- + +# **约束** + +你制作的幻灯片必须满足以下约束,否则将被认为是不正确的。 + +## **1. 内容结构** + +幻灯片必须含 **11-15** 页幻灯片。 + +幻灯片必须按以下顺序包含以下各部分(每个部分的页数可根据需要自行确定)。 + +1. **开场:认知的误区——“三十岁不是新的二十岁”** + * 破除流行语:批判“30岁是新的20岁”这一观点带来的“善意疏忽”。 + * 警示现状:20岁阶段不应是发展的停滞期,而是决定未来的关键期。 + * 核心观点:把握20岁,是为职业、爱情和幸福所能做的最有影响力的事。 + +2. **核心逻辑 1:关键的十年——成人发展的“黄金期”** + * 数据支撑:人生80%的重要时刻发生在35岁之前;职业前10年决定薪资走向;生育能力在28岁达到峰顶。 + * 心理机制:20岁是大脑为了适应成人期达到的第二次发展高峰。 + * 紧迫感建立:拒绝“人生还有十年才开始”的谎言,找回消失的雄心。 + +3. **核心逻辑 2:职业的投资——积累“身份资本”** + * 定义:增加自我价值,进行能达成“理想自我”的投资。 + * 行动指南:拒绝无意义的探索(如盲目打零工),进行有意义的工作探索。 + * 核心金句:身份资本将衍生身份资本。 + +4. **核心逻辑 3:资源的破圈——利用“弱连结”的力量** + * 批判“城市部落”:20岁年轻人容易陷于志同道合的小圈子,导致信息闭塞。 + * 引入弱连结:新机会、新资本往往来自“朋友的朋友的朋友”。 + * 实践建议:半数职位不曾公布,接触“圈外人”才是加入新族群的方法。 + +5. **核心逻辑 4:爱情的远见——有意识地选择家庭** + * 警惕“抢座位游戏”:不要因为30岁的压力而随便抓一个距离最近的“椅子”结婚。 + * 经营逻辑:经营婚姻的最佳时机是结婚前,要像看待工作一样用心看待爱情。 + * 目标:选择你想要的人和生活,而不是完成指标或打发时间。 + +6. **结尾升华:微调航向,重塑人生** + * 案例收束:以Emma从“紧急联系人空白”到“名单不够填”的转变作为希望的证明。 + * 飞机喻词:20岁就像刚起飞的飞机,此刻微小的航线偏移,将决定你降落在斐济还是阿拉斯加。 + * 结语:20岁光阴不再来,你此刻正在决定你的人生。 + +--- + +## 2. 内容约束 + +* 全部使用中文(讲稿中引用的其他语言的原句可作为引用保留)。 +* **忠实于源材料**:仅使用源材料中提供的信息,不得虚构额外事实内容,不得修改、歪曲或重新解释原有观点或结论。 +* **准确性**:所有内容必须事实准确,尤其是定量信息和事实性内容。 +* **简洁性**:使用简短、精炼的表述,避免冗长段落。重点概括关键信息和事件,不做过度展开。可使用要点列表以增强清晰度;如使用列表,每页不超过 6 个要点。 +* **足够深度**:避免过度简化。在保持对普通受众友好的同时,幻灯片需传达核心思想、关键里程碑和有意义的洞见。不得将内容降格为口号式或仅停留在高层概述;每页都应有明确且实质性的结论或要点。 +* **逻辑流畅**:幻灯片应呈现清晰的叙事结构,确保时间线和事件推进清楚连贯(如适用)。 +* **信息相关性**:不得添加无关内容。 +* **代码与标记格式**:除非必要,避免使用原始 LaTeX 或 Markdown 代码。 + +## 3. 视觉与设计 + +* **图片**:应包含相关图片。图片需为高质量、标注清晰,并与内容高度相关。 +* **图表与示意图**:在需要时使用合适的图表和示意图(如示意图、流程图、表格、统计图等),以可视化方式呈现和澄清信息——尤其是叙事时间线和数值型细节(如定量数据),而非仅依赖文字说明。 + * 若幻灯片包含图表或图形,须确保所有视觉元素均有清晰标注(如坐标轴标明、单位注明、必要时包含图例,并在需要时对数据点进行说明)。 + * 适当加入**图表或示意图说明文字**,例如:“该图显示专有模型的性能优于开源权重模型。” +* **可读性**:使用清晰易读的字体,避免画面拥挤;文字大小应便于阅读。 +* **视觉平衡**:合理平衡文字与视觉元素,确保投影展示时易于理解。 +* **版式布局**:保持简洁、专业的版式设计,合理使用字体、颜色和格式。 +* **风格一致性**:整套幻灯片应遵循统一、连贯的视觉风格。 +* **信息负载**:每页幻灯片避免信息过载,以保证可读性。 + +## 4. 文本质量 + +* 所有生成的文本必须清晰完整,不得出现缺字、错字或错误用词。 +* 全文在拼写、语法和排版方面须保持准确、规范。 + +## 5. 技术一致性与准确性要求 + +* 若幻灯片中使用散点图、折线图或雷达图,须确保**每一个数据点**都与所提供材料中的对应数据**完全一致**。注意,不仅图形走势要一致,数值本身也必须**精确相同**。 +* 必须在幻灯片中呈现材料中的关键定量信息。换言之,演示内容不仅要讨论材料的思想和结论,还需展示具体的定量细节(如统计数据、实验结果等)。 +* 确保所有定量信息的准确性。 +* 幻灯片中可以包含仅用于概念说明的数据;但如使用此类数据,必须在对应页面**明确标注**哪些数据为概念性示例,而非材料中实际报告的数据。 +以下为中文翻译(已统一为中文表述): + + +## 6. 演示语气与受众 + +* **语气:** + * 语气应当信息充分且保持尊重,避免过于学术化的表达、冗长段落和过度正式的风格,也应避免不必要的啰嗦。 + * 契合口头演示:内容应有助于现场讲解,强调停顿、对比以及清晰的要点或结论(如“关键点在于……”“因此……”“主要结论是……”等)。 + * 整套幻灯片应保持语气一致。 +* **受众:** + * 演示应面向对该主题具备基础至中等水平认知的受众。 + * 不宜使用过多专业术语;如确需使用,应以通俗语言对关键术语进行清晰解释。 + + +--- + +# 输出要求 + +* 一套满足以上所有约束条件的**完整的幻灯片**。 diff --git a/talk/ted_chinese/02/generation_task/judge_prompt.json b/talk/ted_chinese/02/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ba7122ec58cc9c6ec069d9b954af7846453af3d9 --- /dev/null +++ b/talk/ted_chinese/02/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Is there an opening that introduces the initial misconceptions about treating twenty-somethings?**\n\n* The text should describe the author’s first patient, Alex, and the therapist’s initial relief that the issue was \"just about men.\"\n* It should mention the dangerous mindset that \"thirty is the new twenty\" and the tendency to treat the twenties as a developmental downtime.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the opening context is missing.\n", + "\n**Does the text emphasize the significance of the \"Defining Decade\"?**\n\n* The text should mention that 80% of life’s most defining moments take place by age 35.\n* It should highlight that the first 10 years of a career have a disproportionate impact on future earnings.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what thematic statement is missing.\n", + "\n**Is the biological and neurological importance of the twenties included?**\n\n* The text should mention the brain’s second and final growth spurt during the twenties.\n* It should mention that female fertility peaks at age 28 and becomes more challenging after age 35.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify which biological/neurological fact is missing.\n", + "\n**Is the concept of \"Benign Neglect\" addressed?**\n\n* The text should discuss how culture, media, and even therapists ignore the critical nature of the twenties by calling them \"extended adolescence\" or \"kidults.\"\n* It should mention how this robs young people of their urgency and ambition.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what element of this concept is missing.\n", + "\n**Is the \"Musical Chairs\" metaphor for dating and marriage included?**\n\n* The text should describe how dating in the twenties feels like a game where everyone runs around, but when the music stops at thirty, people grab the nearest \"chair\" (partner) out of fear of standing alone.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what detail of the metaphor is missing.\n", + "\n**Does the text introduce the story of Emma as a case study?**\n\n* It should describe Emma’s \"identity crisis,\" her history of working as a waitress despite wanting an arts career, and her toxic relationship with a boyfriend.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of Emma's background is missing.\n", + "\n**Is the advice regarding \"Identity Capital\" clearly explained?**\n\n* The text should define identity capital as doing things that add value to oneself and investing in who you want to be.\n* It should emphasize that identity capital begets more identity capital and that exploration must be purposeful rather than a waste of time.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of identity capital is missing.\n", + "\n**Is the concept of \"Weak Ties\" covered?**\n\n* The text should explain that \"urban tribes\" (close friends) often limit information and that new opportunities (jobs, partners) come from outside the immediate circle.\n* It should mention that half of new jobs are never posted and are found through friends of friends.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of weak ties is missing.\n", + "\n**Is the importance of \"Picking Your Family\" discussed?**\n\n* The text should argue that while you can't choose your family of origin, you can and must consciously choose your future family (spouse/partner).\n* It should state that the best time to work on a marriage is before you have one.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of family choice is missing.\n", + "\n**Is the resolution of Emma’s story included?**\n\n* The text should describe how Emma used a weak tie to get a job at a museum, left her boyfriend, and eventually married a partner she chose intentionally.\n* It should mention her card to the author stating that her \"Emergency Contact\" list is now full.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the resolution is missing.\n", + "\n**Is the \"Airplane/Flight Path\" metaphor used to conclude the talk?**\n\n* The text should compare twenty-somethings to a plane leaving LAX; a small change in the flight path at the start leads to a massive difference in destination (e.g., Alaska vs. Fiji).\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the metaphor is missing.\n", + "\n**Does the text end with a call to action to \"Claim Your Adulthood\"?**\n\n* The text should conclude by urging twenty-somethings to stop limiting themselves and to realize that they are deciding their lives right now.\n* It should reiterate the core message: You cannot reclaim your twenties in your thirties.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the opening slide accurately reflect the speaker’s initial clinical experience and her first patient's background?**\nThe opening should state that the speaker was a doctoral student in clinical psychology at Berkeley when she met her first patient, Alex, a 26-year-old woman.\n\n If **no**, specify if the speaker's role or Alex's age/reason for visit is misrepresented.\n", + "\n**Is the initial misconception about the \"twenties\" correctly presented as it appears in the source?**\nThe slide should reflect the common saying mentioned by Alex: \"Thirty is the new twenty,\" and the speaker's initial agreement that work, marriage, and children were matters for the distant future.\n\n If **no**, specify if the \"new twenty\" concept is missing or incorrectly attributed.\n", + "\n**Does the slide deck accurately convey the turning point prompted by the supervisor?**\nIt should capture the supervisor's insight that the best time for Alex to work on her marriage is before she actually gets married, triggering the speaker's realization that thirty is not the new twenty.\n\n If **no**, identify if the logical shift in the speaker's perspective is omitted.\n", + "\n**Are the statistics regarding life milestones and biological development presented accurately?**\nThis includes:\n* 80% of life's most defining moments happen by age 35.\n* The first 10 years of a career have a major impact on future earnings.\n* Over half of Americans are married, living with a partner, or dating their life partner by age 30.\n* The brain undergoes its second and final growth spurt in the twenties.\n* Female fertility peaks at 28 and becomes challenging after 35.\n\n If **no**, specify which statistic is misstated or exaggerated.\n", + "\n**Is the concept of \"Developmental Continuity\" versus \"Emerging Adulthood\" handled correctly?**\nThe slides should reflect that while culture often treats the twenties as \"prolonged adolescence\" or a period of \"stagnation,\" it is actually the critical period of adult development.\n\n If **no**, specify if the speaker's critique of cultural labels like \"kidults\" or \"uncommitted exploration\" is misrepresented.\n", + "\n**Does the slide deck accurately reflect the \"musical chairs\" metaphor for dating?**\nThe metaphor should describe how dating in the twenties is like the game; everyone runs around for fun, but when the music stops at thirty, people start sitting down on the nearest \"chair\" (partner) just to avoid being left standing.\n\n If **no**, specify if the metaphor's meaning regarding panic-driven marriage is distorted.\n", + "\n**Are the specific struggles of people in their thirties and forties accurately described?**\nThe slides should mention that \"mid-life crises\" for this generation often involve realizing they cannot have the career or the family (or siblings for their children) they wanted because they started too late.\n\n If **no**, specify if the focus of the mid-life crisis is shifted to external luxuries like a \"red convertible\" which the source dismisses.\n", + "\n**Is the story of Emma's \"emergency contact\" crisis presented consistently with the source?**\nThe slide should detail Emma's realization at 25 that after spending years as a waitress and living with an unsuitable boyfriend, she had no one to list as an emergency contact in her new address book.\n\n If **no**, specify if the emotional weight or the specific \"emergency contact\" detail is altered.\n", + "\n**Is the first piece of advice—\"Identity Capital\"—defined correctly?**\nIt should be defined as adding value to oneself by making investments in who you want to be (e.g., cross-cultural jobs, internships), noting that \"identity capital begets identity capital\".\n\n If **no**, specify if the definition is expanded beyond the speaker's concept of \"meaningful exploration\".\n", + "\n**Is the second piece of advice—\"Weak Ties\"—explained accurately?**\nThe slide should explain that while \"urban tribes\" provide support, new opportunities like jobs and dates usually come from \"weak ties,\" such as friends of friends or neighbors' bosses.\n\n If **no**, specify if the distinction between close inner circles and outer networks is blurred.\n", + "\n**Is the third piece of advice—\"Choosing a Family\"—represented as an intentional act?**\nThe advice should state that the best time to work on a marriage is before having one, and that choosing a family should be a conscious choice of person and lifestyle rather than just \"killing time\" or \"settling\".\n\n If **no**, specify if the emphasis on intentionality versus completion of a checklist is missing.\n", + "\n**Does the conclusion slide accurately reflect the \"Airplane\" metaphor and the final message?**\nThe conclusion should state that a 20-something is like a plane leaving LAX; a small change in course early on determines whether you land in Alaska or Fiji, and that \"twenty-something life cannot be redone in your thirties\".\n\n If **no**, specify if the finality of the message or the specific metaphor is misrepresented.\n" + ] +} diff --git a/talk/ted_chinese/02/generation_task/statistics.yaml b/talk/ted_chinese/02/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d6fc6e49e669f3ef1041045a411f25539be1ec2e --- /dev/null +++ b/talk/ted_chinese/02/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/ted_chinese/02 +category: talk +input_metrics: + total_input_tokens: 6729 + generation_prompt_tokens: 2538 + materials_total_tokens: 4191 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 4191 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/ted_chinese/02/material.md b/talk/ted_chinese/02/material.md new file mode 100644 index 0000000000000000000000000000000000000000..1850d36d165ad10dfce13e77f907363ce5867fe7 --- /dev/null +++ b/talk/ted_chinese/02/material.md @@ -0,0 +1,83 @@ +# 20岁光阴不再来,最实用的人生规划 + +Meg Jay + +在我二十几岁时,我见到了我的第一位心理治疗病人。她是一名叫Alex的26岁女子。当时我在伯克利大学读临床心理学博士。 + +第一次会面时Alex穿着牛仔裤和一件不修边幅的上衣,进来后一屁股坐到我办公室的沙发上,踢掉平底鞋,说她是来谈谈她和男人的问题。听见这句话,我如释重负。我有个同学,第一个病人是个纵火犯。我这位不过是想聊聊男人的年轻女子。我还搞定不了么? + +我没能搞定。 + +Alex在每一次会面时都会带来好笑的故事,因此对我来说,点点头避而不谈真正的问题,是一件非常轻松的事情。Alex会说“三十几岁这年头就是新的二十几岁”,就我当时的想法,她说得没错啊。工作、婚姻、孩子都是以后的事情,连死亡都是以后的事情。像Alex和我这样二十几岁的人,有的是时间。 + +但没过多久,我的指导老师开始就催我督促Alex积极面对她的恋爱关系。我不以为然。我说:“没错,她的约会对象是配不上她,她是在睡一个笨蛋,但她又不和他结婚。” 然后我的指导老师说:“但她可能会和下一个结婚。再说,Alex在婚事上努力的最好时机,不正是在还没结婚的时候嘛。” + +这就是心理学家们所说的醍醐灌顶的瞬间。在那一瞬间,我明白了三十岁并不是新的二十岁。 + +没错,人们是比以前更晚安顿下来,但这并不意味着二十几岁是Alex的发展停滞期。恰恰相反,这意味着二十几岁是Alex最佳的发展时机,而我们就坐在那儿荒废它。这时我才明白这种“善意的疏忽”是一个非常现实的问题,而且它会产生严重的后果,不仅是对于Alex和她的爱情生活,也对于各地的二十几岁的人的家庭与未来。 + +现在美国有大约五千万二十几岁的人。这大概是总人口的15%,其实就是100%——因为没人能在不经历二十几岁这个阶段的情况下经过成人期。 + +在场的观众,如果有二十几岁的,请举一下手,如果你和二十几岁的人工作、如果你爱一个二十几岁的人、如果你因为二十几岁的人而失眠……都请举起手来——很好。二十几岁的人非常重要! + +我专门研究二十几岁的人,因为我相信这五千万个二十几岁的人中每一个都应该知道每个心理学家、社会学家、神经学家、生育专家都知道的一件事: + +把握二十岁,是你能为你的职业,爱情,幸福,甚至全世界,做的最简单又最有影响力的事。 + +这不是我的观点。这是事实。 + +一个人的一生中80%的最重要的时刻发生在35岁。(超过40岁的人,别慌。)我们知道一份职业中的前10年对于你将会挣多少钱有非常大的影响。我们知道超过一半的美国人30岁之前就和终生伴侣结婚,同居,或者在约会。我们知道大脑在你二十几岁时为了适应成人期,达到了第二次也是最后一次成长期的高峰。 + +这说明无论你想改变你自己的什么,现在就是改变它的时间! + +我们知道,相比人生其他阶段二十几岁时的个性变化最大,而且我们也知道女性的生育能力在28岁时达到峰顶,到35岁之后就有点难办了。二十几岁这个时间段就是了解自我、身体状况和未来选择的最佳时机。 + +当我们说到“儿童发展期”,我们都知道前五年是大脑发展语言和情感依赖的关键时期,每日生活都会对你的未来产生巨大影响。但是我们不太听说的一个东西叫“成人发展期”,而我们的二十岁这个年纪就是成人发展的关键时期。但很少有二十几岁年轻人听说这件事。报纸谈论的总是成人阶段的变化,研究人员称二十岁阶段为“青春期的延续”,媒体赋予二十几岁年轻人一些愚蠢的绰号,例如“啃老族”、“大孩子”。文化使然,我们忽略了成人阶段的决定性十年。 + +伦纳德·伯恩斯坦说过,“如果想办成大事,就需要一个计划和紧迫的时间”。当你拍拍一个二十几岁的人的脑袋说:“你的人生还有十年才开始”,你认为会发生什么?什么也不会发生。你剥夺了那个人的紧迫感和雄心。什么也不会发生。 + +然后每天就有像你们的儿子女儿一样聪明又有趣的二十几岁的人跑到我的办公室来说:“我知道我的男朋友对我一点好处都没有,但这段感情不算数。我只是在打发时间” 或者,“大家都说只要我在30岁之前展开事业就没问题”这一类的话。 + +但后来他们就开始讲:“我二字打头的年纪快结束了,但我一事无成。” “我大学毕业那时候的简历都比现在好看。” + +之后他们开始讲:“二十几岁时的约会就像玩抢座位游戏,大家跑来跑去,乐在其中。但到30岁左右音乐就停了,大家一个接一个开始坐下。我不想成为唯一一个站着的人,有时候我觉得我和我丈夫结婚的原因,只是因为在我30岁时他是距我最近的‘椅子’。” + +听众里有二十几岁的人吗?别做这种事。 + +当很多事情被推到三十几岁再做,你在三十岁这个阶段就要在极短的时间内开始一个职业,挑选一个城市,找到一个伴侣,并且生几个孩子。而这些事情中有很多是不兼容的。在三十几岁同时完成这么多事的压力和难度实在是太大了。 + +这代人的中年危机,不在于能否买一辆红色的敞篷车,而是在发现自己的职业不是自己想要的,发现你无法生你想要的孩子,无法给自己的孩子一个弟弟妹妹。 + +有太多太多的三十几岁、四十几岁的人来做心理咨询,他们看看自己,然后看看坐在房间另一边的我,开始反思起他们二十几岁的生活:“我当时在做什么?我当时在想什么?” + +我想改变二十几岁的人的做法和想法。下面这个故事关于从何入手: + +这个故事的女主角叫Emma。25岁时,Emma来到我的办公室。用她自己的话来讲,她正在经历一个身份危机。她说她想从事艺术或者娱乐,但还没下决心,所以前几年她花在做服务员上了。出于经济考虑,她就和她那个脾气比本事大的男朋友住在一起。而且无论她的二十几岁有多么困难,她以前的生活其实更困难。 + +我们见面时她经常哭,但会说:“你无法选择你的家庭,但是你能选择你的朋友。” 然后平静下来。有一天Emma走进来,头抵在膝盖上,哭了近一个小时。她刚买了一个新的地址薄,然后花了一个上午填她的联系人,但是她只能呆呆地看着 “在紧急情况下,请拨打" 后面的空白。她近乎歇斯底里地看着我说:“如果我出车祸了谁会照顾我?如果我得癌症了谁会照顾我?” + +当时,我花了很大力气才忍住了说“我会”的冲动。Emma需要的并不是一位对她关怀备至的治疗师。Emma需要一个更好的生活,而且我知道这是她的机会。自从治愈Alex之后我学到了很多,我不会坐视Emma的决定性的十年白白流走。 + +所以在接下来的几周和几个月中,我告诉了Emma三条每个二十几岁的人,不论男女,都应该聆听的忠告: + +首先,我要Emma忘了她的身份危机,累积一些身份资本。什么是累积身份资本?就是增加自我价值,进行某些投资,以达成理想中的自己。我不知道Emma的工作前景,没人知道任何工作的前景,但我确实知道一点:身份资本将衍生身份资本。因此,此时正是接受那份跨国工作/那份实习职位/你想尝试的创业的时机。 + +我不反对二十几岁年轻人进行探索,但我不赞同无意义的探索。那并非探索而是浪费时间。我要Emma进行有意义的工作探索。 + +其次,我告诉Emma,人们高估了城市部落(Urban Tribes)的优点。二十几岁年轻人结交的往往是志同道合的同龄人,大家互相认识,你知道的他也知道,相似的思考模式,相似的说话方式,相近的工作地点…… + +可是新资本、新约会对象几乎总是来自圈外,新事物来自我们所谓的“弱连结”,例如朋友的朋友的朋友。的确,二十多岁的人里有一半还没正经工作,但剩下那一半有啊。“弱连结”正是使你加入那个族群的方式。半数新职位不曾公布,因此接触邻居的老板正是得到那份未公布工作的方法。这并非投机,而是资讯传播原理。 + +最后,很重要的一点,Emma认为你“无法选择家庭,但可以选择朋友”,以她的成长经历来说确实如此,但作为一个二十多岁的年轻人,Emma很快就要选择自己的家庭,当她和某人结婚,会建立属于自己的家庭。我告诉 Emma,此刻正是她选择家庭的时机。你或许认为,和20岁、25岁相比,30岁是较适当的成家时机,我同意这一点。但是当Facebook上的朋友们开始纷纷步入婚姻礼堂,你抓一个人和你同居/上床,这不能称作“进展”。 + +经营婚姻的最佳时机,正是结婚前。这是指用心看待爱情,如同看待工作般。家庭的选择是有意识的选择,是选择你想要的人和生活,而不是完成指标,也不是和恰巧互相看对眼的人一起打发时间。 + +Emma后来怎么样了? + +我们翻阅那本通讯录,她发现一位前室友的亲戚任职于另一个州的美术馆。那个弱连结协助她在当地找到一份工作,那份工作给了她离开同居男友的理由。五年后的今天,她成了美术馆特别活动策划人,她和一位用心选择的人结婚,她爱她的新职业,她爱她的新家庭。她寄给我一张卡片,上面写着:“现在‘紧急连络人’一栏都不够填了。” + +Emma 的故事听上去很容易。但这正是我喜爱辅导二十几岁的人的原因——帮助他们十分容易。二十岁的人就像刚离开洛杉矶国际机场的飞机,准备前往西岸某处,起飞后,航线稍微偏移,就是降落在阿拉斯加还是降落在斐济那么大的差别。在21或25岁,甚至29岁,一场有益的谈话,一次充分的休息,一场卓越的TED演讲,都将对未来几年、甚至几代来说造成极大影响。 + +这是一个值得分享的想法。去分享给每位你所认识的二十几岁的年轻人。 + +二十岁的人生不能在三十岁重来。因此把握你的成年期,累积一些身份资本,利用你的弱连结,选择你的家庭,不要为自己设限制。此刻你正在决定你的人生。 \ No newline at end of file diff --git a/talk/ted_chinese/03/generation_task/instructions.md b/talk/ted_chinese/03/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..58059c2e4f317a5d6cae7b56f34171cc3d510eb1 --- /dev/null +++ b/talk/ted_chinese/03/generation_task/instructions.md @@ -0,0 +1,100 @@ +请制作一套用于公开演讲的中文幻灯片,仅基于我提供的演讲稿,不允许引入讲稿之外的事实性内容。 + + +--- + +# **约束** + +你制作的幻灯片必须满足以下约束,否则将被认为是不正确的。 + +## **1. 内容结构** + +幻灯片必须含 **11-15** 页幻灯片。 + +幻灯片必须按以下顺序包含以下各部分(每个部分的页数可根据需要自行确定)。 + +1. **开场:从“隐形人”到美食名片** + * 职场反差:从拍片几十年不配拥有姓名,到因《舌尖上的中国》被成都观众“质问”。 + * 认知碰撞:早期对“昂贵鱼翅”的虚荣认同 vs 职业生涯后期的价值观转变。 + * 抛出主旨:什么是真正的美食?它不应是小众的,而应藏在大多数人的一日三餐里。 + +2. **核心逻辑 1:平凡的力量——去神圣化的美食观** + * 评判逻辑:拒绝以权力或财富为标准的“官府菜/商帮菜”,转向普通人的食物。 + * 案例展示:枕头馍、瓦屋山冷笋、豆瓣酱、千层油糕等最平凡的食物。 + * 核心观点:美食的价值在于获得更多人的共识与情感共鸣。 + +3. **核心逻辑 2:背后的尊严——美食纪录片的人本主义** + * 时间成本:展示极端投入产出比——找寻一年,只为电视上不到 8 分钟的“张爷爷空心面”。 + * 生命厚度:讲述张老汉在节目播出当天离世的故事,纪录片是“替老人过了一辈子”。 + * 行业对比:引用周浩、小川绅介等导演,强调“陪伴别人一生”的纪录片精神。 + +4. **核心逻辑 3:专业主义的冰山——如何讲好中国故事** + * 冰山原则:展示给观众的是 5% 的海面图像,背后是 95% 关于历史脉络与地理风物的深层研究。 + * 技术赋能:用戏剧化情节、奇幻视觉和视听语言,把平静的食物讲出风生水起的故事。 + * 创作态度:要求导演“和食物谈恋爱”,给予观众专业的尊重。 + +5. **核心逻辑 4:味觉的连接——打破“信息茧房”的全球共性** + * 共通智慧:从成都的“耙豌豆”到伦敦的“鹰嘴豆酱”,揭示不同族群在食物处理上的相似性。 + * 国际语言:食物与纪录片皆为国际语言,能让世界更了解中国,证明人类是一个大家庭。 + * 荣誉认可:提及《风味》系列在 Netflix 榜首的表现及《时代周刊》的肯定。 + +6. **结尾升华:最后的印记——国家与家庭的相册** + * 原生力量:在商业化社会中,寻找即将消失的民俗与人类多样化生存的样本。 + * 经典引用:引用古兹曼名言——“一个国家没有纪录片,就像一个家庭没有相册”。 + * 愿景收束:致力于为中国美食制作一本精致、沉甸甸的视觉相册。 + +--- + +## 2. 内容约束 + +* 全部使用中文(讲稿中引用的其他语言的原句可作为引用保留)。 +* **忠实于源材料**:仅使用源材料中提供的信息,不得虚构额外事实内容,不得修改、歪曲或重新解释原有观点或结论。 +* **准确性**:所有内容必须事实准确,尤其是定量信息和事实性内容。 +* **简洁性**:使用简短、精炼的表述,避免冗长段落。重点概括关键信息和事件,不做过度展开。可使用要点列表以增强清晰度;如使用列表,每页不超过 6 个要点。 +* **足够深度**:避免过度简化。在保持对普通受众友好的同时,幻灯片需传达核心思想、关键里程碑和有意义的洞见。不得将内容降格为口号式或仅停留在高层概述;每页都应有明确且实质性的结论或要点。 +* **逻辑流畅**:幻灯片应呈现清晰的叙事结构,确保时间线和事件推进清楚连贯(如适用)。 +* **信息相关性**:不得添加无关内容。 +* **代码与标记格式**:除非必要,避免使用原始 LaTeX 或 Markdown 代码。 + +## 3. 视觉与设计 + +* **图片**:应包含相关图片。图片需为高质量、标注清晰,并与内容高度相关。 +* **图表与示意图**:在需要时使用合适的图表和示意图(如示意图、流程图、表格、统计图等),以可视化方式呈现和澄清信息——尤其是叙事时间线和数值型细节(如定量数据),而非仅依赖文字说明。 + * 若幻灯片包含图表或图形,须确保所有视觉元素均有清晰标注(如坐标轴标明、单位注明、必要时包含图例,并在需要时对数据点进行说明)。 + * 适当加入**图表或示意图说明文字**,例如:“该图显示专有模型的性能优于开源权重模型。” +* **可读性**:使用清晰易读的字体,避免画面拥挤;文字大小应便于阅读。 +* **视觉平衡**:合理平衡文字与视觉元素,确保投影展示时易于理解。 +* **版式布局**:保持简洁、专业的版式设计,合理使用字体、颜色和格式。 +* **风格一致性**:整套幻灯片应遵循统一、连贯的视觉风格。 +* **信息负载**:每页幻灯片避免信息过载,以保证可读性。 + +## 4. 文本质量 + +* 所有生成的文本必须清晰完整,不得出现缺字、错字或错误用词。 +* 全文在拼写、语法和排版方面须保持准确、规范。 + +## 5. 技术一致性与准确性要求 + +* 若幻灯片中使用散点图、折线图或雷达图,须确保**每一个数据点**都与所提供材料中的对应数据**完全一致**。注意,不仅图形走势要一致,数值本身也必须**精确相同**。 +* 必须在幻灯片中呈现材料中的关键定量信息。换言之,演示内容不仅要讨论材料的思想和结论,还需展示具体的定量细节(如统计数据、实验结果等)。 +* 确保所有定量信息的准确性。 +* 幻灯片中可以包含仅用于概念说明的数据;但如使用此类数据,必须在对应页面**明确标注**哪些数据为概念性示例,而非材料中实际报告的数据。 +以下为中文翻译(已统一为中文表述): + + +## 6. 演示语气与受众 + +* **语气:** + * 语气应当信息充分且保持尊重,避免过于学术化的表达、冗长段落和过度正式的风格,也应避免不必要的啰嗦。 + * 契合口头演示:内容应有助于现场讲解,强调停顿、对比以及清晰的要点或结论(如“关键点在于……”“因此……”“主要结论是……”等)。 + * 整套幻灯片应保持语气一致。 +* **受众:** + * 演示应面向对该主题具备基础至中等水平认知的受众。 + * 不宜使用过多专业术语;如确需使用,应以通俗语言对关键术语进行清晰解释。 + + +--- + +# 输出要求 + +* 一套满足以上所有约束条件的**完整的幻灯片**。 diff --git a/talk/ted_chinese/03/generation_task/judge_prompt.json b/talk/ted_chinese/03/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..4fdb7c6651360d79fafb8ae353e5623a50d119e8 --- /dev/null +++ b/talk/ted_chinese/03/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening introduce the author's long career as a documentary filmmaker?**\n\n* The text should mention his start in the 1980s and his work on natural, social, and historical documentaries before focusing on food.\n* It should include the anecdote of being recognized in Chengdu and jokingly accused of \"ignoring Sichuan.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the opening context is missing.\n", + "\n**Is the shift from \"exclusive/elite\" food to \"ordinary\" food values addressed?**\n\n* The text should describe the \"shark fin vs. vermicelli\" story to show a time when the author equated quality with high price or rarity.\n* It should reflect the realization that true gourmet food belongs in the daily three meals of the majority.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what thematic shift is missing.\n", + "\n**Does the text include the defense of the documentary's \"seriousness\" versus its \"mouth-watering\" nature?**\n\n* It should mention criticisms from experts (missing the essence) and colleagues (questioning if sensory appeal diminishes professional seriousness).\n* It should state the author's goal for documentaries to find broad resonance rather than being niche.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what element of this debate is missing.\n", + "\n**Is the emphasis on the \"people behind the food\" clearly established?**\n\n* The text should explain that filming food is a way to film people who feel like neighbors or relatives.\n* It should reference the idea that a journalist can \"live many lives\" by accompanying their subjects.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the human element is missing.\n", + "\n**Are examples of long-term commitment by documentary directors included?**\n\n* The text should mention peers who spent years or decades on single subjects (e.g., 2 years in a police station, 10 years on boatmen, or 25 years on farmer protests).\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify which example of professional dedication is missing.\n", + "\n**Is the story of \"Grandpa Zhang\" and his handmade hollow noodles included?**\n\n* The text should describe the effort involved: searching 6 locations over a year for less than 8 minutes of final footage.\n* It should mention his peaceful passing after seeing himself on television on the day of the broadcast.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what detail of this story is missing.\n", + "\n**Is the \"Iceberg Principle\" of research and production mentioned?**\n\n* The text should explain that what appears on screen is only 3-5% of the research, while 95% remains \"underwater\" (history, geography, and culture).\n* It should mention the requirement for directors to \"fall in love\" with their subjects and the food.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the production philosophy is missing.\n", + "\n**Does the text address the use of \"International Language\" in storytelling?**\n\n* It should describe the use of dramatic plots, magical visuals, and professional audio-visual language to respect the audience.\n* It should note the connection between \"communication\" and the act of \"sharing bread.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the storytelling method is missing.\n", + "\n**Is the concept of \"Taste Information Cocoons\" discussed?**\n\n* The text should mention how people find others' food strange and the goal of connecting these separate culinary worlds.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this concept is missing.\n", + "\n**Are the cross-cultural anecdotes regarding \"Hummus\" and \"Pea Noodles\" included?**\n\n* The text should tell the story of the Israeli man in Chengdu finding a substitute for hummus in local peas.\n* It should also mention the Sichuan couple in London using hummus to replicate their hometown pea noodles.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify which anecdote is missing.\n", + "\n**Is the global success and external recognition of the series mentioned?**\n\n* The text should mention the series topping global charts on platforms like Netflix.\n* It should reference the recognition from Time Magazine about understanding China through food.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of recognition is missing.\n", + "\n**Does the text conclude with the \"National Photo Album\" metaphor?**\n\n* The text should state that a country without documentaries is like a family without a photo album.\n* It should express the motivation to preserve vanishing traditions and the original power of the people.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the opening slide accurately reflect the speaker's background and his initial career status?**\nThe opening should state that the speaker is a documentary filmmaker who started in the 1980s and felt \"nameless\" (unrecognized) until he focused on Chinese cuisine.\n\n If **no**, specify if the speaker's profession or his early career sentiment is misrepresented.\n", + "\n**Is the anecdote about the encounter in Chengdu accurately presented?**\nThe slide should mention that a person approached the speaker in a restaurant, recognizing him as the one who filmed food across China but \"deliberately\" excluded Sichuan.\n\n If **no**, specify if the location (Chengdu) or the nature of the person's comment is distorted.\n", + "\n**Does the slide deck accurately convey the speaker's initial \"elite\" view of gourmet food?**\nIt should reflect the story of the speaker mistaking shark fin for vermicelli during an internship and his early belief that gourmet food is something expensive and niche that ordinary people cannot afford.\n\n If **no**, identify if the shark fin story or the speaker's original value judgment is missing.\n", + "\n**Is the speaker's revised definition of \"Gourmet Food\" correctly stated?**\nThe slides should accurately reflect the shift in view: that food shouldn't be niche, but should be found in the \"three meals a day\" of the majority of people (e.g., Zhengtou Mo, cold bamboo shoots, or bean paste).\n\n If **no**, specify if the speaker's emphasis on \"ordinary\" or \"warm\" food is misrepresented.\n", + "\n**Are the criticisms mentioned by the speaker accurately captured?**\nThe checklist should ensure the slides mention two types of criticisms:\n1. From food experts (not capturing the \"精髓\" or essence of Chinese cuisine).\n2. From peers (questioning the \"seriousness\" of making a documentary so tempting and delicious).\n\n If **no**, specify which group's criticism is misattributed or omitted.\n", + "\n**Does the slide deck accurately describe the research effort for the \"Old Man Zhang\" segment?**\nIt should state that the team searched six locations over a year to find the right person for the hollow noodle segment, which ultimately resulted in only 7 minutes and 56 seconds of footage.\n\n If **no**, specify if the search duration or the final segment length is inaccurate.\n", + "\n**Is the story of Old Man Zhang's passing presented faithfully?**\nThe slide should correctly reflect that Zhang was in the late stages of bone cancer and passed away peacefully on the day the program aired after seeing himself on TV.\n\n If **no**, specify if the medical condition or the timing of his passing is distorted.\n", + "\n**Does the slide deck correctly explain the \"Iceberg Theory\" of documentary research?**\nIt should state that what is shown (the 3-5% above water) is supported by a 95% foundation of research regarding history, inheritance, and geographical context.\n\n If **no**, specify if the percentages or the metaphor's meaning is misrepresented.\n", + "\n**Is the creative requirement for directors (\"falling in love\") presented accurately?**\nThe slide should mention the requirement that directors must \"fall in love\" with their subjects and the food, and the speaker's defense of this against jokes about being a \"mantis\" or \"black widow.\"\n\n If **no**, specify if the \"falling in love\" concept is missing.\n", + "\n**Are the \"global food connections\" (Israel/London anecdotes) described consistently?**\nThe slides should accurately reflect:\n1. The Israeli youth in Chengdu finding the taste of home (Hummus) in \"Pa Wan Dou.\"\n2. The Chinese students in London recreating \"Wanza Noodles\" using supermarket Hummus and Pixian bean paste.\n\n If **no**, specify which cross-cultural food example is swapped or misdescribed.\n", + "\n**Is the international success and recognition of the \"Flavor\" series presented accurately?**\nThe slide should mention that the series topped the Netflix food documentary charts for six months and was featured in Time Magazine for helping people understand China.\n\n If **no**, specify if the platform or the magazine's recognition is incorrect.\n", + "\n**Does the conclusion accurately reflect the quote by Patricio Guzmán?**\nThe conclusion should state: \"A country without documentaries is like a family without a photo album,\" reflecting the speaker's goal to create a \"photo album\" for Chinese food.\n\n If **no**, specify if the quote or its attribution is misrepresented.\n" + ] +} diff --git a/talk/ted_chinese/03/generation_task/statistics.yaml b/talk/ted_chinese/03/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..89ab91234432e7661c696f477878e0d7a3c2b38a --- /dev/null +++ b/talk/ted_chinese/03/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/ted_chinese/03 +category: talk +input_metrics: + total_input_tokens: 6202 + generation_prompt_tokens: 2673 + materials_total_tokens: 3529 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 3529 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/ted_chinese/03/material.md b/talk/ted_chinese/03/material.md new file mode 100644 index 0000000000000000000000000000000000000000..068cbf60f0e3997531d7d24310f593a54acde645 --- /dev/null +++ b/talk/ted_chinese/03/material.md @@ -0,0 +1,49 @@ +# 世上最美味的食物,背后有什么秘密? + +陈晓卿 + +我是一名纪录片工作者,从上个世纪八十年代开始拍纪录片。但是在我最初的纪录片的拍摄生涯里,除了我的家人会关注片尾的字幕,几乎我是不配拥有姓名的。尽管我拍过自然类的、社会类的、历史类的各种纪录片,直到有一天我把镜头对准了中国人引以为傲的美食。 + +《舌尖上的中国》节目播出的时候,我刚好来成都出差。在餐厅里有一个人突然到我的桌子面前,说他认得到我。他说你就是那个把全中国的美食都拍了个遍,但是故意不拍四川的人。难道成都不配拥有姓名吗?那一刻我想,哎呀我不会是红了吧? + +现在,更多人以为我是一个做美食的。其实美食和纪录片有特别多的重合的地方,我想在这儿跟大家分享一下。首先什么是美食?我读书的时候在电视台实习,跟着央视的老师去拍摄中国首届美食节,吃了很多的餐厅。 + +拍美食和拍别的最大的不同就是它有一个福利,就是可以吃道具。拍摄完了我们吃饭,上来了一碗东西,鱼翅。然后我们的灯光师说:“我从小就不吃粉丝,把这个给我撤下去。”大家就嘲笑他说这是鱼翅,可不是粉丝。我嘲笑的声音最响亮,因为我之前也不知道什么是鱼翅。我小心翼翼地掩盖着我的虚荣,但是我内心是认同这种价值判断的,就是好的东西,美食,是我们平时吃不起的,它是小众的。 + +后来我开始写美食专栏,时间长了,我会琢磨一个问题:如果真的按现在你们在手机APP里看的那种评星标准,最好吃的可能是皇帝的宫廷菜,其次是当官儿的官府菜,然后是有钱的商帮菜,最不济也是个文人菜。那可以说全国的所有的城市,没有任何一个城市可以赶上北京,能够聚合这么多的资源。 + +那么为什么貌似广州、苏杭、成都,都比北京好吃的多得多?这道理非常简单——美食它不应该是小众的,它应该藏在大多数人的一日三餐里。从那以后我也开始关注普通的食物,关注那些不再装疯迷窍,但是又能够温暖人心的食物。在我们后来的节目里面,这种东西可能就更加明显。我们选择的几乎都是最平凡的食物,所以才会有像枕头馍,像瓦屋山的冷笋、豆瓣酱,扬州的千层油糕。 + +我们为什么要选择这样的食物呢?等节目播出以后,其实我受到了很多的这个,说好听的叫善意的提醒,说不好听叫批评。它有来自美食专家的,会说我们没有表现出中国美食的精髓。也有我的同行,他说你把一个纪录片拍得这么诱人、这么馋,是不是有失纪录片的严肃性? + +当然我觉得这个非常好,大家提醒的都非常好。但是就像对食物一样,每个人都有自己独特的判断。我希望的,就是不管是食物还是纪录片,它都不应该是小众的,它应该是有更多人的共鸣。 + +我们也更关注美食背后的人。他们就像我们的家里的亲戚,就像我们的街坊邻居一样,我们在拍他们的时候也丰富着我们自己的人生。 + +我年轻的时候,一位作家一段话影响了我,他说做一个记者可以陪伴别人的一生。人生这么短暂,你可以过好多辈子。这个真的是打动了我。在我的同行里不缺这样的前辈,比方说广州的周浩导演,他拍摄一个派出所,他用了两年的时间。我们成都的王海兵导演,拍摄大宁河上的船夫,现在大宁河已经完全没有船夫了,他还在拍摄,那用了十年的时间。那么国外可能还有更极端的例子,像日本的导演小川深切,拍摄成田机场农民和当局的抗争,拍摄了整整二十五年。 + +我们的片子看上去非常轻松,但是其实背后也有非常多不为人知的付出。大家可能都还记得这位老人——张爷爷。都记得我们拍的他做的手工的空心面条。其实空心挂面到处都有,离我们不远的中江县就有。我们当时在全国找了六个地方,一点点地找人,前后花了一年多的时间,最后在节目里面只有七分五十六秒。 + +这是一个什么样的投入产出比呢?当时我们拍摄张老汉的时候,他已经骨癌的晚期了。最后节目播出的当天,他躺在床上看到了在电视里看到了自己,安然地闭上了眼睛。我们导演说他好像替老人过了整整一辈子。 + +除了人,我们要求对食物也是这样。大家都以为我们的工作特别开心,天天吃,其实不是这样的。我们面对食物的时候确实是如履薄冰。我们会请教非常多的专家,我们会努力的找到这种食物的前世今生,我们甚至要找到它的历史传承,非常清晰的脉络,还有当地的地理风物和他之间的关联。如果我们展示给观众的是海面上的冰山,其实我们拥有的,是不仅仅是海面上的百分之三到五的部分,我们甚至还拥有海面底下的百分之九十五,这只有我们自己心里清楚。 + +当然,最后我们要求导演有一句话叫要和你的主人公,要和你的食物谈一个恋爱。当然也有导演提出了反对的意见,说“和主人公谈恋爱,这个我能懂,和食物谈恋爱,最终我们还都把它吃了。那难道我们是章鱼,是螳螂,是黑寡妇蜘蛛吗?”这当然是一个笑话。 + +相比关注食物的意义,其实我们作为一个专业主义的崇拜者,我们更关注我们讲故事的方法。纪录片,它作为电影艺术的一个重要的分支,它是舶来品,但是它是国际语言。我们希望大家能够把我们的片子不仅仅当作品看,也可以当娱乐消遣的产品来看。我们能够把平静的食物讲出风生水起的故事,我们自己觉得是对观众的尊重:戏剧化的情节、奇幻的视觉效果和专业化的视听语言。我们希望观众在张弛有序的这种节奏里面,有一个看纪录片的愉快的这种感受。 + +当然食物也是国际语言,我们大家说的交流的英文“communication”,它的词根“communing”就是当年分面包的一种仪式。那你看吃和交流有那么深的关系。 + +不过由于大家相处的地域不同,经常是你之砒霜,我之蜜糖。很多人吃不到一锅里去。那我就想,我们有没有办法来找到他们为什么会吃这种东西?它背后的原因是什么?让大家能够把各自的“味觉信息茧房”做一个连接。 + +有一个故事是这样的,一个以色列的小伙子在成都的街头唱歌。他非常热爱成都,也热爱成都的美食,但是他非常想念自己的老家的胡姆斯酱,也就是鹰嘴豆做的酱。有一天有个人把他带到了菜市场,告诉他这个东西叫“耙豌豆儿”。他用来调了一点白芝麻,加了一点橄榄油,完全是在故乡的生活。 + +另一个故事是一对四川的夫妇在伦敦留学,他们天天想吃豌杂面。无奈从超市里买了鹰嘴豆酱,加了郫县豆瓣儿,浇了点红油,发现原来这种东西可以在万里之外能够整个的复制出来。我说这句话的意思是,其实食物都有一些共同的东西,有一些共通的东西,有一些你中有我、我中有你的东西。 + +这些年我们拍摄的风味系列,一直在寻找这个星球上不同族群之间的共同智慧。小到一张面饼,多到这个火腿的工艺,你发现这个世界上从来没有一个东西说只在这个地方有,而在别的地方没有,其实都有相似的东西。当然我们的努力也没有白费。从我们做的风味系列,在全球最大的流媒体平台Netflix上,曾经霸占了美食类纪录片的六个月的榜单的榜首。《时代周刊》采访我们的标题是《他们用食物帮助人们更加了解中国》,我觉得这是对我们工作的肯定。其实我们一直想说的是,从这些这么多共同的东西里边,我们能看到人类其实是一个大家庭。 + +最后我想说,如今的社会高速变化,商业化已经深入到了我们生活的每一个方面。那么我们为什么要做美食纪录片呢?社会发展肯定是向前的,从漫长的人类历史上看,有些东西注定要消失,但是有些习俗,有些生活方式,它是我们的祖先,它是我们人类多样化生存的样本。我们从食物里找到这些即将消失的印记,以及其中能够呈现出的民间的原生的力量。我觉得这是我们探寻真相、讲述故事的原动力。 + +作为纪录片人,我们也非常的幸运。智利作家古兹曼说过一句话,“一个国家没有纪录片,就像一个家庭没有相册一样”。我们的工作就是为中国美好的食物做一个非常精致、沉甸甸的相册,我们一直在努力。 + +谢谢! \ No newline at end of file diff --git a/talk/ted_chinese/05/generation_task/instructions.md b/talk/ted_chinese/05/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..5636cdba1730731dc61db50803bf9208b000b6f7 --- /dev/null +++ b/talk/ted_chinese/05/generation_task/instructions.md @@ -0,0 +1,102 @@ +请制作一套用于公开演讲的中文幻灯片,仅基于我提供的演讲稿,不允许引入讲稿之外的事实性内容。 + + +--- + +# **约束** + +你制作的幻灯片必须满足以下约束,否则将被认为是不正确的。 + +## **1. 内容结构** + +幻灯片必须含 **11-15** 页幻灯片。 + +幻灯片必须按以下顺序包含以下各部分(每个部分的页数可根据需要自行确定)。 + +1. **开场:教育还是教训?——被绑住的“翅膀”** + * 生活片段:两个孩子争夺玩具小汽车,母亲用“人肉包子”恐吓来解决当下的混乱。 + * 核心隐喻:我们在培养孩子的翅膀,却因为嫌麻烦,在他们起飞时将其“绑住”。 + * 建立反思:这种“绑住”会让孩子停止成长,就像旧时代的裹小脚。 + +2. **核心逻辑 1:翅膀能有多大?——五岁女孩 Katherine 的故事** + * 情感触发:Katherine 看到非洲疟疾纪录片后的颤抖与计算。 + * 成人支持:当孩子想买蚊帐时,父母没有泼冷水,而是帮她查资料、买蚊帐、画奖状募捐。 + * 奇迹结果:一封写给比尔·盖茨的信,最终拯救了超过一百万个非洲孩子。 + * 结论:孩子不是因为天真才伟大,而是因为有大人的支持,翅膀才变得巨大。 + +3. **核心逻辑 2:改变世界的少年力量——全球案例** + * 环保先锋:在德国三年种下一百万棵树的九岁男孩菲利斯。 + * 机警英雄:在南亚海啸中救下整个沙滩游客的十岁女孩提莉。 + * 权利斗士:从童工到拯救四千五百名同类的依克巴,以及改变世界的马拉拉。 + * 核心观点:一支笔、一本书、一个学生、一个老师,真的可以改变世界。 + +4. **核心逻辑 3:打破僵化的“标准答案”——从记忆到思考** + * 批判现状:考题中“只有小草会生长”的荒谬逻辑(种子会发芽、桃树会开花)。 + * 语文的本质:语文教育不是文学教育,而是“思考的教育”。 + * 警示:若用僵化的语言思考,未来即便技术再强,也只能处于产业链底端做代工。 + +5. **核心逻辑 4:创意的引导——如何让“乡愁”与“刨冰”相连** + * 写作实验:不准押韵、不准写月亮,重新诠释李白的《静夜思》。 + * 成果展示:二年级孩子写出“会飞的棉花糖”与“阿嬷的刨冰”。 + * 教练视角:天才不是天生的,而是被引导出来的(通过观察云朵、联想棉花糖、连接阿嬷的记忆)。 + +6. **结尾升华:给孩子最珍贵的礼物——爱与阅读** + * 科技与情感:电子书阅读器不只是工具,更是录下父母声音、传递“爱”的载体。 + * 乡愁的根源:我们的乡愁往往停留在“口腔期”,是因为爱与食物的紧密连接。 + * 最终嘱托:别为了省事绑住孩子的翅膀,阅读的背后是爱,是支持孩子飞得更高更远的力量。 + +--- + +## 2. 内容约束 + +* 全部使用中文(讲稿中引用的其他语言的原句可作为引用保留)。 +* **忠实于源材料**:仅使用源材料中提供的信息,不得虚构额外事实内容,不得修改、歪曲或重新解释原有观点或结论。 +* **准确性**:所有内容必须事实准确,尤其是定量信息和事实性内容。 +* **简洁性**:使用简短、精炼的表述,避免冗长段落。重点概括关键信息和事件,不做过度展开。可使用要点列表以增强清晰度;如使用列表,每页不超过 6 个要点。 +* **足够深度**:避免过度简化。在保持对普通受众友好的同时,幻灯片需传达核心思想、关键里程碑和有意义的洞见。不得将内容降格为口号式或仅停留在高层概述;每页都应有明确且实质性的结论或要点。 +* **逻辑流畅**:幻灯片应呈现清晰的叙事结构,确保时间线和事件推进清楚连贯(如适用)。 +* **信息相关性**:不得添加无关内容。 +* **代码与标记格式**:除非必要,避免使用原始 LaTeX 或 Markdown 代码。 + +## 3. 视觉与设计 + +* **图片**:应包含相关图片。图片需为高质量、标注清晰,并与内容高度相关。 +* **图表与示意图**:在需要时使用合适的图表和示意图(如示意图、流程图、表格、统计图等),以可视化方式呈现和澄清信息——尤其是叙事时间线和数值型细节(如定量数据),而非仅依赖文字说明。 + * 若幻灯片包含图表或图形,须确保所有视觉元素均有清晰标注(如坐标轴标明、单位注明、必要时包含图例,并在需要时对数据点进行说明)。 + * 适当加入**图表或示意图说明文字**,例如:“该图显示专有模型的性能优于开源权重模型。” +* **可读性**:使用清晰易读的字体,避免画面拥挤;文字大小应便于阅读。 +* **视觉平衡**:合理平衡文字与视觉元素,确保投影展示时易于理解。 +* **版式布局**:保持简洁、专业的版式设计,合理使用字体、颜色和格式。 +* **风格一致性**:整套幻灯片应遵循统一、连贯的视觉风格。 +* **信息负载**:每页幻灯片避免信息过载,以保证可读性。 + +## 4. 文本质量 + +* 所有生成的文本必须清晰完整,不得出现缺字、错字或错误用词。 +* 全文在拼写、语法和排版方面须保持准确、规范。 + +## 5. 技术一致性与准确性要求 + +* 若幻灯片中使用散点图、折线图或雷达图,须确保**每一个数据点**都与所提供材料中的对应数据**完全一致**。注意,不仅图形走势要一致,数值本身也必须**精确相同**。 +* 必须在幻灯片中呈现材料中的关键定量信息。换言之,演示内容不仅要讨论材料的思想和结论,还需展示具体的定量细节(如统计数据、实验结果等)。 +* 确保所有定量信息的准确性。 +* 幻灯片中可以包含仅用于概念说明的数据;但如使用此类数据,必须在对应页面**明确标注**哪些数据为概念性示例,而非材料中实际报告的数据。 +以下为中文翻译(已统一为中文表述): + + +## 6. 演示语气与受众 + +* **语气:** + * 语气应当信息充分且保持尊重,避免过于学术化的表达、冗长段落和过度正式的风格,也应避免不必要的啰嗦。 + * 契合口头演示:内容应有助于现场讲解,强调停顿、对比以及清晰的要点或结论(如“关键点在于……”“因此……”“主要结论是……”等)。 + * 整套幻灯片应保持语气一致。 +* **受众:** + * 演示应面向对该主题具备基础至中等水平认知的受众。 + * 不宜使用过多专业术语;如确需使用,应以通俗语言对关键术语进行清晰解释。 + + +--- + +# 输出要求 + +* 一套满足以上所有约束条件的**完整的幻灯片**。 diff --git a/talk/ted_chinese/05/generation_task/judge_prompt.json b/talk/ted_chinese/05/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..fbb45ae8ddee47844b88e99a0528ffb5ec86a03f --- /dev/null +++ b/talk/ted_chinese/05/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening describe the conflict between the two brothers over a toy car?**\n\n* The text should mention a mother dealing with a 6-year-old and a 4-year-old fighting over a toy car in a restaurant.\n* It should include the child's philosophical question: \"Why do I have to give it to him?\" and his worry about \"being finished for life\" because he is the older brother.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the opening anecdote is missing.\n", + "\n**Is the mother's \"human flesh bun\" threat mentioned as a negative educational example?**\n\n* The text should describe the mother threatening to have the shop owner turn the child into a \"human flesh bun\" to stop the crying.\n* It should distinguish between \"education\" (long-term growth) and \"lesson\" (immediate suppression).\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what element of this educational critique is missing.\n", + "\n**Is the story of Katherine and her fight against malaria included?**\n\n* The text should mention the 5-year-old girl who saw a documentary about malaria in Africa and decided to take action.\n* It should detail her efforts to save money, buy bed nets, and send them to \"Nothing But Nets.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify which part of Katherine's story is missing.\n", + "\n**Does the text mention Katherine’s \"certificate\" project and its impact on high-profile figures?**\n\n* It should describe Katherine making hand-painted certificates for donors.\n* It should mention her sending a certificate to Bill Gates, which led to his massive donation to the cause.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the certificate project is missing.\n", + "\n**Is the concept of children having \"big wings\" (high potential) emphasized?**\n\n* The text should argue that adults often clip children's wings for their own convenience, preventing children from changing the world.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what thematic statement is missing.\n", + "\n**Does the text analyze the \"reading structure\" for children?**\n\n* The text should explain the progression of reading: from no words (visual) to adult-led reading (auditory) to independent reading.\n* It should critique adults who are \"too lazy\" to read to their children during the golden period of 3 to 6 years old.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the reading structure analysis is missing.\n", + "\n**Is the role of technology in children's reading discussed?**\n\n* The text should mention using digital tools to turn picture books into animations with music and professional storytelling.\n* It should highlight a feature that allows parents to record their own voices for the stories.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what technology-related detail is missing.\n", + "\n**Is the link between \"reading\" and \"love\" established?**\n\n* The text should state that what children need most is not just the content of the book, but the feeling of being loved by their parents through the reading process.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what element of the love/reading connection is missing.\n", + "\n**Is the \"nostalgia and taste\" metaphor included?**\n\n* The text should compare reading to food (Taiwanese snacks), noting that nostalgia is often linked to the \"oral stage\" and physical care provided by elders.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this metaphor is missing.\n", + "\n**Is the emotional story of the \"Teddy Bear Machine\" and the deceased father included?**\n\n* The text should describe a customer wanting to back up a recording from a \"Teddy Bear Machine\" (story player).\n* It should reveal that the recording was the voice of a father who had passed away, which the child used to listen to every night.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of this emotional anecdote is missing.\n", + "\n**Does the text discuss the concept of \"Digital Immortality\" or \"Voice Legacy\"?**\n\n* It should explain how a parent's recorded voice can continue to accompany and \"read\" to a child even after the parent is gone.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this concept is missing.\n", + "\n**Does the text conclude with the importance of protecting a child's \"wings\"?**\n\n* The text should urge parents not to sacrifice a child's potential for temporary convenience.\n* It should reiterate that reading with love is the greatest power a parent can give.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the opening slide accurately reflect the speaker's profession and his observation of parent-child dynamics?**\nThe opening should state that the speaker is a children's literature creator (做儿童文学的) who observed a mother and her two sons (aged 6 and 4) fighting over a toy car in a restaurant.\n\n If **no**, specify if the speaker's role or the specific details of the restaurant observation are misrepresented.\n", + "\n**Is the interaction between the elder brother and the mother accurately presented?**\nThe slide should capture the brother asking \"Why do I have to give it to him?\" and the mother's standard answer—\"Because you are older\"—along with the boy's witty retort about his future being \"ruined\" because he will always be older.\n\n If **no**, specify if the boy's clever response or the mother's reasoning is distorted.\n", + "\n**Does the slide deck accurately convey the speaker's concept of \"tying the wings\"?**\nIt should reflect the speaker's argument that for the sake of convenience, parents often use \"threats\" (like being made into \"human meat buns\") instead of education, which effectively stops the child's development—like binding feet.\n\n If **no**, identify if the metaphor of \"human meat buns\" or the comparison to bound feet is missing.\n", + "\n**Is the story of Katherine and the mosquito nets presented accurately?**\nThe slides should detail:\n* Five-year-old Katherine calculated deaths from malaria in Africa after watching a documentary.\n* She skipped her snack money to buy a mosquito net.\n* She created hand-drawn certificates (奖状) to encourage others to donate.\n\n If **no**, specify which part of Katherine's initiative (the calculation, the snack money, or the certificates) is misrepresented.\n", + "\n**Are the details of the interaction with Bill Gates correctly stated?**\nThe checklist should ensure the slides mention that Katherine wrote a letter to Bill Gates saying \"the money is with you\" and sent him a certificate, which led to him donating $3 million.\n\n If **no**, specify if the amount or the nature of her message to Gates is inaccurate.\n", + "\n**Does the slide deck accurately reflect the other \"children with wings\" mentioned?**\nIt should include:\n* Felix (Germany): Planted 1 million trees in three years.\n* Tilly: Saved tourists during the South Asian tsunami through her alertness.\n* Iqbal (Pakistan): Sold as a child laborer at 4, escaped at 6, and helped rescue 4,500 other children before being killed at 12.\n\n If **no**, specify which child's story or specific achievement is distorted.\n", + "\n**Is the inspiration drawn from Iqbal's death correctly attributed?**\nThe slide should state that Iqbal's death inspired a 12-year-old Canadian boy named Craig to start a \"Free the Children\" foundation, which now has 450 schools.\n\n If **no**, specify if the connection between Iqbal and Craig is omitted or misrepresented.\n", + "\n**Does the slide deck accurately reflect Malala’s core message?**\nIt should mention that the youngest Nobel Peace Prize winner, Malala, stated: \"One pen, one book, one student, and one teacher can change the world.\"\n\n If **no**, specify if the quote or its attribution is distorted.\n", + "\n**Is the critique of the current education system (the \"growth\" question) presented faithfully?**\nThe slide should describe the multiple-choice question where the \"standard answer\" for what grows was \"grass,\" excluding \"seeds\" (which sprout) and \"peach trees\" (which bloom), illustrating a rigid education model.\n\n If **no**, specify if the specific examples used to critique the rigid testing system are missing.\n", + "\n**Are the creative writing examples from the speaker’s students accurately described?**\nThe slides should show how children adapted Li Bai's poem (Quiet Night Thought) into modern versions:\n* One child linked \"white clouds/cotton candy\" to the \"shaved ice\" his grandma bought.\n* Another linked \"sparrows on wires/musical notes\" to his uncle playing guitar.\n\n If **no**, specify if the modern metaphors (cotton candy/shaved ice or musical notes/guitar) are misrepresented.\n", + "\n**Does the slide deck correctly explain the \"Reading Structure\" for young children?**\nIt should state that at age 3, children have rich language but can't read yet; they need adults to read to them. The speaker argues parents are often \"too lazy\" (not too busy) to do this.\n\n If **no**, specify if the speaker's critique of parental laziness is omitted.\n", + "\n**Is the conclusion regarding the link between Love and Reading presented accurately?**\nThe final slide should reflect that children need love, not just reading; the speaker’s e-reader allows parents to record their voices because children always prefer stories read by their parents.\n\n If **no**, specify if the emphasis on \"love\" or the \"voice recording\" feature is missing.\n" + ] +} diff --git a/talk/ted_chinese/05/generation_task/statistics.yaml b/talk/ted_chinese/05/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..13daaf146fd559b41967d6106cd4eaf959c8ef1e --- /dev/null +++ b/talk/ted_chinese/05/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/ted_chinese/05 +category: talk +input_metrics: + total_input_tokens: 8992 + generation_prompt_tokens: 2776 + materials_total_tokens: 6216 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 6216 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/ted_chinese/05/material.md b/talk/ted_chinese/05/material.md new file mode 100644 index 0000000000000000000000000000000000000000..11b325eced476980bfd149809a58b2c3a18272ea --- /dev/null +++ b/talk/ted_chinese/05/material.md @@ -0,0 +1,109 @@ +# 当孩子不听话,别为一时方便把他的“翅膀”绑起来 + +郝广才 + +我是一个做儿童文学的,所以我平常在外面也会习惯观察小朋友, + +有一次我就看见了一个妈妈带两个小孩,一个六岁、一个四岁,两个小男生争一个小汽车,就吵起来了。然后那个妈妈就跟哥哥说,跟你讲过多少次了,出来吃饭不要吵,好不好? + +那个哥哥说,可是他抢我的汽车!他妈说,那你给他啊!这时候,这个孩子问他妈妈一个重要的问题,为什么我要给他? + +对,为什么要给他? + +标准答案就是,因为你比较大,你是哥哥,你要让弟弟,他妈就是这样回答的。这小孩反应非常快,他马上问她妈说,哎呦,那我这辈子不是完了吗?他不可能不比他弟弟大,将来分财产,还要多跟他一份。 + +你看这小孩看得有多远呢?可见他翅膀要多高。 + +好了,可是他的妈妈这时候很火大,她为了解决眼前的问题,就跟这个男生说,你再不把汽车给你弟弟,我就叫老板娘来把你做成人肉包子! + +好,事情结束了,问题在哪里呢?这时候孩子学会的是教育还是教训?问题就在这里,就是说,我们在培养孩子的翅膀,可是当他有机会飞起来的时候,我们就嫌麻烦,就把他绑住,他就得到了教训。问题是,绑住以后,他是不会再长大的,跟以前裹小脚一样,如果你把那个小脚骨裹断掉,它就不会再大。我现在告诉大家,孩子的翅膀能有多大。 + +你们现在看到这个小朋友叫Katherine,2006年的时候,她只有五岁,4月6号她在家里看电视,看电视上在演非洲的纪录片。那讲到什么呢?讲到非洲每三十秒钟会死掉一个小朋友,所以Katherine就在沙发上算一、二、三、四,算到三十的时候,她开始发抖。 + +她妈妈就问她说,你在干嘛?她说,非洲死了一个小朋友。这个时候如果是人肉包子妈妈就会说,非洲死小孩跟你有什么关系?你这个神经病! + +没有,她妈妈就帮她上网去查,非洲为什么会死小孩?原来最重要的是疟疾。那疟疾最大的麻烦来源-蚊子,那怎么防蚊子?就是要有蚊帐,那非洲为什么没有蚊帐?没有钱。好了,过了两个礼拜,Katherine幼稚园的老师打电话给她妈妈说,Katherine的点心费都没有交。她妈妈就问小朋友说,钱不是给你了吗?你拿去哪里? + +小朋友说什么?她就说,我不吃点心了,我要干嘛?买蚊帐。 + +这个时候如果人肉包子妈妈出来就会说,这个钱就是你吃点心的,你买什么蚊帐,你就给我好好吃点心!没有,她妈妈就带她去买了蚊帐。然后要送啊,结果上网去查,真的有一个机构叫“只要蚊帐基金会”,专门送蚊帐去非洲,就把蚊帐送过去。 + +然后,小朋友就得到一个谢卡,说她是最年轻的捐赠者,因为她只有五岁,然后还告诉她,如果捐十顶蚊帐可以有一张奖状。所以Katherine想要一张奖状,她就把她的娃娃、旧的书、旧的玩具拿出来卖。结果有没有人买?没有,旧的东西卖不掉。 + +她就想,她有一张奖状的话,别人也应该有一张,所以她就自己动手画了十张奖状。结果第二天东西就全部卖光,大家因为那个奖状可爱,所以想鼓励这个孩子。然后她就开始,牧师也鼓励她,老师鼓励她,她就到处去募款,可是募到的钱远远不够非洲要用,这时候怎么办? + +她居然写信给比尔·盖兹,然后信里这样写的:亲爱的比尔盖兹先生,非洲的孩子如果没有蚊帐就会死掉,但是他们没有钱买蚊帐,听说钱都在你那里。 + +她还画了一张奖状给比尔·盖兹。比尔·盖兹怎么办?他拿出三百万美金出来支持这个活动,所以五岁的Katherine等于救了超过一百万的非洲孩子。现在非洲有一个村叫凯萨琳蚊帐村,因为里面的蚊帐全部是她的名字。 + +我现在要讲的是说Katherine这样的小朋友,是因为她很天真、不知道世界有多困难吗?才会去做这样大的事情吗?不是,是旁边的大人要帮她,大人要让孩子的翅膀变大。 + +所以我当时就受这个故事感动,想说4月6号有这样的故事,那每天都会有一个孩子可能有一个梦想想要实现,应该把它写下来,用这样真实的故事来教育孩子,让他们知道自己的翅膀有多大。果然就有,像这个小朋友,九岁的菲利斯,他是在德国,三年在德国种了一百万棵树。这个十岁小朋友提莉,小女生,她在南亚大海啸,因为她的机警,救了整个沙滩的观光客。 + +还有这个依克巴,他四岁的时候,在巴基斯坦被卖做童工,六岁的时候被救出来,可是他花了六年的时间,救出了其他四千五百个跟他一样的童工,他在十二岁的时候,被人口贩子开枪打死了。但是他的死,引起了加拿大另外一个小朋友奎格(的注意),他想说他十二岁,我也十二岁,所以他去做拯救儿童基金会,他现在在南亚有四百五十个学校,每天有四万五千个童工在上课。 + +当然就还有这个,世界最年轻的诺贝尔和平奖的得主——马拉拉,她讲了一句话很重要:一支笔、一本书、一个学生、一个老师就可以改变世界。 + +好,让我们来看看,我们的老师是怎么改变我们的世界。 + +我一个朋友的小孩,小学一年级进去学校,开始考选择题,跟刚才张老师讲的一样。问说下面哪一个东西会生长,答案是小草、种子、桃树。只能选一个,标准答案是什么?小草。 + +那你说种子不会生长吗?对不起,种子会发芽。那桃树呢?桃树会开花。所以只有桃树能开花,种子能发芽,小草要生长。 + +所以麻烦在哪里呢?所以语文的教育,不是文学教育,它是一个思考的教育。因为人是用语言在思考的,如果你用这样僵化的语言在思考,那你将来长大,学电机理工再厉害,你能怎么样?你也只能做代工。 + +很多同学、很多人说,你这样讲很厉害,那你做给我们看看。所以我就来实验,我每个礼拜就跟十个左右的小朋友,小学二年级的,教他们写作。实验怎么做?就跟刚才张老师讲的一样,我们的教育就是只有记忆,然后理解,再来就没有了。 + +好像唐诗,大家都会背,现在小学一年级的居然也会背到一百首的,真的疯了。可是你这个时代,我们这一生背那么多唐诗有没有用过?没有,通通没有用。因为你背来都不晓得怎么用,好,那应该怎么学?我就跟小朋友说,这样子,这首诗大家都会背,也懂,现在照著李白的这个意思去写一首诗出来,但是不用押韵,还有呢?不可以写月亮。 + +其中一个二年级的小朋友怎么写?“天上的白云,好像会飞的棉花糖,我抬头看著天上的白云,低头想起去年暑假,阿嬷带我去吃的那碗刨冰。” + +是不是“床前明月光,疑是地上霜,举头望明月,低头思故乡”?这小孩很厉害,把刨冰跟乡愁结合在一起。可是这种天才是他自己天生会吗?不是,是教练引导出来的。 + +重点要抬头,抬头看有什么东西,有云、有鸟。那云跟什么东西像?棉花。那棉花怎么到天上去?要会飞。好了,那你怀念谁?阿嬷。那阿嬷做什么事情你很开心,然后跟白色有关?刨冰。刨冰是吃的,所以棉花应该怎样?棉花糖。全部结起来了。 + +另外一个小朋友写什么?“电线上的麻雀好像五线谱上会飞的音符,我抬头看著天上的小鸟,想起第一次弹吉他给我听的舅舅。” + +这就是“床前明月光,疑是地上霜,举头望明月,低头思故乡”。 + +好,所以关键在哪里?我就跟小朋友规定说叫我教练,不要叫我老师,为什么?因为教练是来发掘你的专长的。如果你是左手,教练不会叫你去守三垒,因为这样你就一定会漏接。如果你是右手,教练不会叫你守一垒。 + +老师不是,我们现在老师的概念是,把你全部弄成一模一样的人。如果老师能把自己想成是教练,世界就不一样,结构就会改变。 + +那我现在再讲一个真实改变结构的事情。这是美国的一个老人院,刚才我们看到弘道老人基金会做了很多事,这个叫Grace Living Centers,是一个很贵的老人院,可是这个老人院有个问题,就是老人进来以后,都躲在房间里不出来。为什么?就是老人也不想跟老人交朋友,我以后老了也不想跟老人交朋友。好,所以老人都不出来。 + +刚好这个老人院旁边有一个幼稚园,老人院的院长就跟幼稚园的园长商量说,可不可以让小朋友过来这边上上课,所以小朋友就过来了。小朋友一来,这个老人院的结构就改变了,因为它有小朋友,所以老人就跟小朋友变朋友,开始熟起来,以后就每天做互动。那老人跟小朋友做什么互动?讲故事。讲什么故事?小红帽大野狼?不是,讲他自己的故事。讲他自己年轻的时候有多帅、有多厉害、年轻的时候有多美、有多少人追。 + +可是这些事情,他自己家里的人,都怎样?不想再听了,因为听了太多遍。可是幼稚园的小朋友有什么好处?他不怕重复,而且他需要重复。所以他就会再问说,林爷爷,你再讲一次,那个美金应该藏在哪里?黄爷爷,你再讲一次,那个窃听器要怎么装?结果很惊人的一个发现是,这个幼稚园的小朋友,五岁的孩子,语文的能力超过外面十岁的小朋友。为什么?因为他们每天接触的是有结构、有意义的话,都是故事。 + +我们的父母大部分跟小朋友讲话的时候,都是讲一些没有意义、没有结构的话。什么叫没有意义、没有结构的话?去洗澡、赶快刷牙、不要看电视、赶快吃饭,就是这个。这个就是没有意义、没有结构的话。所以你一定要进入故事跟孩子,你要强迫自己的语言进入一个结构。 + +最厉害的是,这些孩子怎样,他们EQ的能力,就是控制情绪的能力,超过外面的青少年、超过高中生。为什么?因为这些孩子四、五岁就看到生老病死。释迦牟尼二十九岁才看到,所以这些孩子可以比释迦牟尼早开悟二十五年。所以全部是一个结构。 + +我们现在回来看小朋友阅读的结构是什么? + +其实孩子三岁的时候就要开始养成阅读习惯,可是这时候他有什么问题?他的语言开始丰富了,要养成阅读。还有什么问题?他不认识字,一定要大人讲给他听。 + +可是我们现在的大人怎样?Too busy?不是。是Too lazy,太懒。所以就没人讲给他听,他就会错过这个打底的黄金期,就会过了。好,我们现在面对电子书的来临,电子比纸本有什么好处? + +它有声音、它可以动,所以我们就做了一台阅读器,把我们所有的绘本都做成动画,然后这时候再配上最好的音乐、美术,然后有好的人讲故事,孩子就可以自己听故事。最重要的是我们把一个机构放进去,就是父母可以把自己的声音录进去,让孩子怎样?可以播出来以后,就像父母在讲故事。 + +那所有的小朋友都是怎样?只要父母有录过这个故事,他就一定要先听父母录过的。这就是孩子需要的不是阅读而已,是什么?爱。 + +我们为什么怀念台湾?出国的时候,怀念台湾什么?小吃,因为我们的阿嬷、我的妈妈对我们好就是给我们一个什么?煮一个东西给我们吃。我们不会在法国巴黎拿起一本书来说,这就是我妈每天念给我听的《小王子》,然后眼泪流下来。我们的乡愁停留在口腔期,所以你如果爱跟阅读可以紧密结合,这个时候这个力量就会很大。 + +我们自己碰到一个真实的案例,有一天客人拿著这个大熊机来,要我们把里面的声音抽出来做备份,为什么?因为他的弟弟,就是这个爸爸给他的女儿买了很多大熊机,然后录了很多故事,可是这个爸爸不幸地车祸过世了,可是他现在还是每天可以给女儿讲故事。这个才叫音容宛在。他怕机器万一坏掉,声音就跑掉了,所以我们抽出来给他做备份。同样,我自己碰到也是这样一个故事,真实的。 + +有一个圣诞节,我接到一个旧金山马琳太太写给我的信,她的小女儿叫娜欧米,当时四岁,有什么问题?要开心脏的手术。结果娜欧米在进手术房之前跟她妈妈说,妈妈不要害怕,看这本书就不会怕。结果那本书是什么?是我写的书,叫《皇帝与夜莺》,就是一个皇帝想要长生不死结果都失败,后来发现死亡也没这么可怕。所以马琳太太才知道为什么她的女儿会有勇气,那本书当时有英文版,医院有买,护士有讲给娜欧米听。 + +后来娜欧米运气很好,手术很成功,所以她妈妈就写了一个卡片来感谢我,我就跟她要了这张照片来,我就把这张照片放在我的手机、放在我的皮夹,只要有挫折的时候拿出来看一看,为什么?只要你相信一个孩子在世界遥远的地方,因为你的努力而得到力量,那你花掉再多钱,浪费太多力气,碰到再多笨蛋都值得。 + +可是一样,我们在教育孩子,孩子也在教育我们。其实孩子是什么?他是透过挑战比自己大的事情来了解自己,然后来衡量自己、得到快乐、然后成长。我们人也是一样,我们学佛、信耶稣,都是想要达到更高的境界。 + +所以你现在可以说,没有,我的孩子不要变成释迦牟尼、不要变贾伯斯、不要变Katherine,那就没有办法。那我只能说,老鹰的翅膀是用来飞的,鸡的翅膀是用来烤的。 + +可是问题是,鸡的翅膀怎么烤呢?最近我有一个朋友的孩子进大学,考选择题,历史课:一八九五年,谁在台湾组织抗日义勇军,答案是丘逢甲、丘逢乙、丘逢丙。 + +我相信今天坐在这里的朋友都是有翅膀的人,我们才能看见别人的翅膀。我们都相信孩子翅膀要更大,才能飞得更高,像纪伯伦讲的一样,孩子是上帝手中生命的箭,因为放在你的手里,你是一个弓,你要把他射得更远。 + +今天我们就是要让孩子射得更远,就像那个音容宛在的爸爸,他现在每天还在给女儿说故事,每天把他女儿推得更远。这就是我们活著的人该做、而且想做的事才对。谢谢! \ No newline at end of file diff --git a/talk/ted_chinese/06/generation_task/instructions.md b/talk/ted_chinese/06/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..cce18a6945784df913c522c3faf3a7c18c0c36f9 --- /dev/null +++ b/talk/ted_chinese/06/generation_task/instructions.md @@ -0,0 +1,100 @@ +请制作一套用于公开演讲的中文幻灯片,仅基于我提供的演讲稿,不允许引入讲稿之外的事实性内容。 + + +--- + +# **约束** + +你制作的幻灯片必须满足以下约束,否则将被认为是不正确的。 + +## **1. 内容结构** + +幻灯片必须含 **11-15** 页幻灯片。 + +幻灯片必须按以下顺序包含以下各部分(每个部分的页数可根据需要自行确定)。 + +1. **开场:夏令营的“喧闹”困境** + * 视觉反差:一箱塞满书的行李箱 vs 疯狂呐喊的夏令营口号(大喊!大叫!狂欢!)。 + * 心理冲突:为了融入集体而被迫隐藏书本、表现外向的挫败感。 + * 核心提问:为什么社会总是偏爱“喧闹”?安静真的是一种错误吗? + +2. **核心逻辑 1:被误解的性格——内向 vs 外向** + * 定义澄清:内向不是害羞,而是对社会刺激的反应阈值不同(内向者在安静环境里最感舒适)。 + * 现状批判:当前的学校和职场设计(开放式办公室、协作式教学)主要服务于外向者。 + * 核心观点:当环境过于嘈杂,内向者无法发挥其深度思考的潜能。 + +3. **核心逻辑 2:孤独的创造力——历史背后的安静力量** + * 领袖案例:如罗斯福、甘地等,他们是在孤独的思考中获得力量,而非追求社交。 + * 科学视角:强调“孤独是创新的催化剂”,许多伟大的创意(如苹果电脑的诞生)源于独自思考。 + * 协作误区:批判“过度协作”对创意的扼杀,指出群体思维往往容易滑向从众。 + +4. **核心逻辑 3:内向领导者的独特优势** + * 互补效应:内向型领导更愿意倾听并支持有才华的下属,而外向型领导有时会因为表现欲而淹没他人的创意。 + * 圣人意象:回顾宗教史,摩西、耶稣、佛陀等圣人都在孤独的荒野中获得了深刻的启示,再带回社会。 + +5. **核心逻辑 4:爷爷的行李箱——阅读与传承** + * 情感符号:展示祖父的旧行李箱,里面装满了书。 + * 人物刻画:作为犹太教教士的祖父,虽然内向羞怯,却能通过博览群书编织出充满智慧的讲稿。 + * 核心寓意:书籍是内向者连接世界的冒险乐园,也是智慧的源头。 + +6. **结尾升华:三个行动建议与愿景** + * 建议 A:停止对“协作”的盲目崇拜,给人们独立工作的空间。 + * 建议 B:偶尔走进“荒野”,在孤独中找寻自我。 + * 建议 C:审视自己的行李箱,勇敢展示出你内在的宝藏。 + * 结语:世界需要喧闹,也需要安静;请给予内向者发光的个人空间。 + +--- + +## 2. 内容约束 + +* 全部使用中文(讲稿中引用的其他语言的原句可作为引用保留)。 +* **忠实于源材料**:仅使用源材料中提供的信息,不得虚构额外事实内容,不得修改、歪曲或重新解释原有观点或结论。 +* **准确性**:所有内容必须事实准确,尤其是定量信息和事实性内容。 +* **简洁性**:使用简短、精炼的表述,避免冗长段落。重点概括关键信息和事件,不做过度展开。可使用要点列表以增强清晰度;如使用列表,每页不超过 6 个要点。 +* **足够深度**:避免过度简化。在保持对普通受众友好的同时,幻灯片需传达核心思想、关键里程碑和有意义的洞见。不得将内容降格为口号式或仅停留在高层概述;每页都应有明确且实质性的结论或要点。 +* **逻辑流畅**:幻灯片应呈现清晰的叙事结构,确保时间线和事件推进清楚连贯(如适用)。 +* **信息相关性**:不得添加无关内容。 +* **代码与标记格式**:除非必要,避免使用原始 LaTeX 或 Markdown 代码。 + +## 3. 视觉与设计 + +* **图片**:应包含相关图片。图片需为高质量、标注清晰,并与内容高度相关。 +* **图表与示意图**:在需要时使用合适的图表和示意图(如示意图、流程图、表格、统计图等),以可视化方式呈现和澄清信息——尤其是叙事时间线和数值型细节(如定量数据),而非仅依赖文字说明。 + * 若幻灯片包含图表或图形,须确保所有视觉元素均有清晰标注(如坐标轴标明、单位注明、必要时包含图例,并在需要时对数据点进行说明)。 + * 适当加入**图表或示意图说明文字**,例如:“该图显示专有模型的性能优于开源权重模型。” +* **可读性**:使用清晰易读的字体,避免画面拥挤;文字大小应便于阅读。 +* **视觉平衡**:合理平衡文字与视觉元素,确保投影展示时易于理解。 +* **版式布局**:保持简洁、专业的版式设计,合理使用字体、颜色和格式。 +* **风格一致性**:整套幻灯片应遵循统一、连贯的视觉风格。 +* **信息负载**:每页幻灯片避免信息过载,以保证可读性。 + +## 4. 文本质量 + +* 所有生成的文本必须清晰完整,不得出现缺字、错字或错误用词。 +* 全文在拼写、语法和排版方面须保持准确、规范。 + +## 5. 技术一致性与准确性要求 + +* 若幻灯片中使用散点图、折线图或雷达图,须确保**每一个数据点**都与所提供材料中的对应数据**完全一致**。注意,不仅图形走势要一致,数值本身也必须**精确相同**。 +* 必须在幻灯片中呈现材料中的关键定量信息。换言之,演示内容不仅要讨论材料的思想和结论,还需展示具体的定量细节(如统计数据、实验结果等)。 +* 确保所有定量信息的准确性。 +* 幻灯片中可以包含仅用于概念说明的数据;但如使用此类数据,必须在对应页面**明确标注**哪些数据为概念性示例,而非材料中实际报告的数据。 +以下为中文翻译(已统一为中文表述): + + +## 6. 演示语气与受众 + +* **语气:** + * 语气应当信息充分且保持尊重,避免过于学术化的表达、冗长段落和过度正式的风格,也应避免不必要的啰嗦。 + * 契合口头演示:内容应有助于现场讲解,强调停顿、对比以及清晰的要点或结论(如“关键点在于……”“因此……”“主要结论是……”等)。 + * 整套幻灯片应保持语气一致。 +* **受众:** + * 演示应面向对该主题具备基础至中等水平认知的受众。 + * 不宜使用过多专业术语;如确需使用,应以通俗语言对关键术语进行清晰解释。 + + +--- + +# 输出要求 + +* 一套满足以上所有约束条件的**完整的幻灯片**。 diff --git a/talk/ted_chinese/06/generation_task/judge_prompt.json b/talk/ted_chinese/06/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..4d065259644daa18dd1857704db37358932a388f --- /dev/null +++ b/talk/ted_chinese/06/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening describe the author's first summer camp experience?**\n\n* The text should mention the author bringing a suitcase full of books to camp, thinking it was a place for quiet reading.\n* It should describe the \"camp spirit\" characterized by loud chanting and the pressure to be rowdy and extroverted.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the opening anecdote is missing.\n", + "\n**Is the \"Extrovert Ideal\" concept introduced?**\n\n* The text should define the societal bias where the ideal self is seen as gregarious, alpha, and comfortable in the spotlight.\n* It should mention that introversion is often viewed as a second-class personality trait between \"disappointment and pathology.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what thematic statement is missing.\n", + "\n**Does the text distinguish between \"Introversion\" and \"Shyness\"?**\n\n* It should clarify that shyness is about the fear of social judgment, whereas introversion is about how one responds to stimulation (preferring quiet, minimally stimulating environments).\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this distinction is missing.\n", + "\n**Is the bias in modern workplaces and schools addressed?**\n\n* The text should mention the shift toward open-plan offices and \"cooperative learning\" in schools, which often favor extroverts and high-stimulation environments.\n* It should note the lack of privacy and \"autonomous work\" spaces for deep thinkers.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what detail of the institutional bias is missing.\n", + "\n**Is the relationship between \"Solitude\" and \"Creativity\" explained?**\n\n* The text should mention that many creative people and \"transcendent\" thinkers are introverts who do their best work alone.\n* It should reference the idea that solitude is a crucial ingredient for innovation.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the solitude/creativity link is missing.\n", + "\n**Is the historical shift from the \"Culture of Character\" to the \"Culture of Personality\" mentioned?**\n\n* The text should describe the change at the turn of the 20th century from valuing inner virtue to valuing outward charm and performance.\n* It should mention the role of urbanization and the rise of the \"salesman\" in this shift.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what historical detail is missing.\n", + "\n**Does the text include the example of Steve Wozniak and Steve Jobs?**\n\n* It should highlight that Wozniak (the introvert) created the first Apple computer alone in his cubicle, while Jobs was the salesman.\n* It should suggest that the collaboration between an introvert and an extrovert is often the key to success.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of this example is missing.\n", + "\n**Are the unique leadership qualities of introverts discussed?**\n\n* The text should mention research showing that introverted leaders often deliver better results, especially when leading proactive employees, because they are more likely to let others run with their ideas.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of leadership is missing.\n", + "\n**Is the religious or evolutionary aspect of solitude included?**\n\n* The text should mention how major religions have \"seekers\" (like Moses, Jesus, or Buddha) who go to the wilderness or mountains alone to find epiphanies.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the religious context is missing.\n", + "\n**Is the story of the author's grandfather included?**\n\n* It should describe him as a modest, introverted rabbi who spent his life reading and writing sermons but struggled with eye contact during speeches.\n* It should highlight how his funeral was attended by thousands, showing the impact of a quiet life.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what detail of the grandfather's story is missing.\n", + "\n**Does the author share the contents of her \"suitcase\" on stage?**\n\n* The text should mention her revealing a suitcase full of books (like those by Atwood, Kundera, or Maimonides) as a symbol of her true self and her grandfather's legacy.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the suitcase metaphor is missing.\n", + "\n**Are there three calls to action at the end of the talk?**\n\n* 1. Stop the madness of constant group work.\n* 2. Go to the \"wilderness\" (seek solitude) for your own epiphanies.\n* 3. Look at what's in your own \"suitcase\" and have the courage to share it.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify which call to action is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the opening slide accurately reflect the speaker’s childhood summer camp experience?**\nThe opening should describe the speaker’s first summer camp at age nine, where she brought a suitcase full of books expecting a quiet reading environment, only to be met with the rowdy \"R-O-W-D-I-E\" cheer.\n\n If **no**, specify if the contrast between the speaker’s expectations and the actual camp atmosphere is misrepresented.\n", + "\n**Is the concept of \"The Extravert Ideal\" correctly defined according to the source?**\nThe slide should accurately reflect the speaker's definition: the omnipresent belief that the ideal self is gregarious, alpha, and comfortable in the spotlight, and that the best way to be creative is to be part of a team.\n\n If **no**, specify if the definition omits the cultural pressure to be \"alpha\" or \"gregarious.\"\n", + "\n**Does the slide deck accurately distinguish between introversion and shyness?**\nThe slides should clarify that shyness is about the fear of social judgment, whereas introversion is about how one responds to stimulation (introverts feel most capable in quiet, low-stimulation environments).\n\n If **no**, identify if the concepts of \"shyness\" and \"introversion\" are incorrectly conflated.\n", + "\n**Is the historical shift from the \"Culture of Character\" to the \"Culture of Personality\" presented accurately?**\nThe slides should mention that in the 20th century, Western culture moved from valuing inner virtue and integrity (Character) to valuing charisma and magnetism (Personality), often due to the rise of big business and urban migration.\n\n If **no**, specify if the historical drivers or the two types of \"Cultures\" are misstated.\n", + "\n**Does the slide deck correctly represent the bias against introverts in schools and workplaces?**\nIt should mention:\n1. Schools: Desks are increasingly arranged in pods to facilitate \"group work,\" and \"participation\" is often valued over individual thought.\n2. Workplaces: The rise of open-plan offices and the assumption that brainstorming in groups is superior to individual work.\n\n If **no**, specify if these institutional examples are missing or distorted.\n", + "\n**Are the creative examples (e.g., Steve Wozniak, Rosa Parks, Dr. Seuss) presented faithfully?**\nThe slides should reflect that:\n1. Steve Wozniak invented the first Apple computer alone in his cubicle.\n2. Rosa Parks was described as \"soft-spoken\" and \"timid,\" but her quiet fortitude changed history.\n3. Dr. Seuss (Theodore Geisel) was a quiet man who was afraid of meeting the children who read his books.\n\n If **no**, specify which figure's traits or achievements are misrepresented.\n", + "\n**Is the relationship between solitude and creativity accurately described?**\nThe slides should mention that solitude is often a \"crucial ingredient\" for creativity and that many \"transcendent\" leaders throughout history (Moses, Buddha, Jesus, Mohammed) sought the wilderness to achieve their insights.\n\n If **no**, specify if the necessity of solitude for \"deliberate practice\" or spiritual insight is omitted.\n", + "\n**Is the scientific research on group dynamics and brainstorming presented accurately?**\nThe slide should note that research shows group brainstorming can actually reduce creativity due to \"social loafing\" or \"evaluation apprehension,\" and that performance often improves when individuals work alone first.\n\n If **no**, specify if the scientific critique of groupthink is misrepresented.\n", + "\n**Does the slide deck accurately portray the speaker’s grandfather and his role?**\nThe slide should describe him as a modest, introverted Jewish rabbi in Brooklyn who loved books and was so nervous he could barely make eye contact during sermons, yet was deeply loved for his wisdom.\n\n If **no**, specify if the grandfather's personality or his \"gentle\" influence is distorted.\n", + "\n**Are the speaker’s \"Three Calls to Action\" presented correctly?**\n1. Stop the madness for constant group work (especially in schools and offices).\n2. Go to the wilderness (be like Buddha, seek your own \"revelations\" in solitude).\n3. Take a good look at what is inside your own suitcase (share your unique gifts with the world).\n\n If **no**, specify if any of the three calls to action are missing or altered in meaning.\n", + "\n**Is the \"Suitcase\" metaphor used consistently with the speaker’s final message?**\nThe metaphor should represent the \"inner gifts\" (books, ideas, or quiet strengths) that people carry, and the importance of having the courage to open that suitcase and share its contents.\n\n If **no**, specify if the metaphor's connection to self-expression is lost.\n", + "\n**Does the conclusion slide accurately restate the speaker's vision for a balanced society?**\nThe conclusion should emphasize that the world needs a \"yin and yang\" balance between extroverts and introverts to solve complex global problems like science and economics.\n\n If **no**, specify if the speaker's plea for \"集思广益\" (collective wisdom) alongside \"个人空间\" (personal space) is misrepresented.\n" + ] +} diff --git a/talk/ted_chinese/06/generation_task/statistics.yaml b/talk/ted_chinese/06/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c687fa565fb0f42e1f28a4bcf9dd79852f337dbf --- /dev/null +++ b/talk/ted_chinese/06/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/ted_chinese/06 +category: talk +input_metrics: + total_input_tokens: 8510 + generation_prompt_tokens: 2653 + materials_total_tokens: 5857 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 5857 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/ted_chinese/06/material.md b/talk/ted_chinese/06/material.md new file mode 100644 index 0000000000000000000000000000000000000000..0cfa442a76ecd88196c049a097997caf0cadaa71 --- /dev/null +++ b/talk/ted_chinese/06/material.md @@ -0,0 +1,71 @@ +# 内向性格的独特优势 + +Susan Cain + +九岁的时候,我第一次去参加夏令营。妈妈帮我整理好了行李箱,里面塞满了书。这对于我来说很自然,因为在我家,阅读是主要的家庭活动。听上去你们可能觉得我们不爱交际。但是对于我的家庭来说,这真的只是接触社会的另一种途径。读书的时候,有家人围坐在一起的温暖,同时你也可以自由地在你思维深处的冒险乐园里畅游。我以为野营也是这样子。在我的想象里,十个女孩坐在一个小屋里,都穿着合身的睡衣,惬意地享受着阅读。 + +结果,野营更像是一场派对,只不过没有酒水。第一天,辅导员就把我们集合在一起,教我们一套口号,接下来每天要念,好让“露营精神”感染我们。口号是这样的:大喊!大叫!狂欢!喧闹!我们 就 是 这 么 躁! + +我不明白,我的生活为什么变成这样。为什么我们变得这么吵闹粗暴?但是我还是欢呼了,我与每个人都互相大声欢呼。我尽了我最大的努力,只盼着可以离开吵闹的派对,去捧起我挚爱的书的那一刻。 + +但是当我第一次把书从行李箱中拿出来的时候,宿舍里最酷的那个女孩向我走了过来,问我:“为什么你要这么安静?” 安静,这可是“喧闹”的反义词。当我第二次拿书的时候,辅导员满脸忧虑地向我走来。接着她重复了一遍“露营精神”,并且说我们都应当努力去变得外向些。 + +于是我把书放回了行李箱中,然后把箱子放到了床底下,在那里它们度过了暑假余下的每一天。我感到很愧疚,不知为什么,我感觉这些书是需要我的,它们在呼唤我,但是我却放弃了它们。我的确再也没有打开那个箱子,直到暑期结束,我和家人一起回到家中。 + +这样的故事,我可以给你们再讲50个。在每一个故事里,我都反复接收到同一个信息:那就是,我的文静内向的性格是不对劲的,我应该努力变成一个外向的人。而在我内心深处知道这是错误的,内向的人是非常优秀的。但是许多年来我都否认了这种直觉,于是我选择去华尔街当一名律师,而不是我长久以来想要成为的一名作家。部分原因就是我想要证明,我也可以变得勇敢而坚定。当我只是想和朋友一起好好吃顿饭,我却总是去那些拥挤的酒吧。我像条件反射一般,做出了这些自我否认的决定,甚至我都没有意识到自己在这样做。 + +这就是很多内向的人正在做的事情。这是我们的损失,但这同样也是身边同事们的损失,我们所在团队的损失。不夸张地说,这更是世界的损失。 + +因为在创造力和领导力方面,我们需要内向的人发挥出他们的天赋。全世界有三分之一到一半的人都是内向的。你知道吗,这意味着每两到三个人中就有一个内向的。所以即使你自己是一个外向的人,你的同事、你的配偶、你的孩子,还有现场坐在你身边的那个家伙,他们都要屈从于这样的偏见,一种在我们的社会中已经牢牢扎根的偏见。我们从很小的时候就把它内化了,甚至都不知道是怎么一回事。 + +现在,为了看清这种偏见,我们需要真正了解“内向”到底是什么。它和害羞是不同的。害羞是无法承受外界的目光,而内向更多是关于你对外在世界的反应。外向的人需要很多的刺激, 但内敛的人相反,他们对自身感受敏锐,反而在不被注目时最能发挥他们的能耐。当然,这也不是绝对的,但大部分时候是这样的。 + +所以,最大限度发挥我们才能的关键在于——把我们放到刺激强度刚好适合我们的环境里。 + +但就因为社会的偏见,我们的学校和职场,这些最重要的机构,却是为外向者设计的,给每个人都提供大量刺激。这样不成文的社会惯例,我称之为“新团体思考”,把所有的想像力跟创造力捆绑在一个群居的团体中。 + +想像一间典型的老式教室:在我上学的时候,我们都排排坐在行列整齐的书桌前,各自做功课。但现在,教室都把桌椅围起来,四、五、六、七个小朋友面对面,每个人都要参与团体作业,甚至连数学和创意写作这种可以独自完成的作业,都要小朋友像委员会成员一样参与讨论。而那些想要独自或独立完成作业的孩子,被视为不和群的异类,甚至是问题儿童。几乎所有老师都认为好的学生应该是外向活泼的,哪怕根据研究显示,内向的孩子成绩更好,甚至更博学多闻。 + +在职场上也是这样。我们大多在开放的空间工作,没有隔阂,我们持续暴露于嘈杂的声音跟同事的目光下。而关于领导能力,内向的人大多不被认为具有领导能力,就算他们行事更谨慎,少有为了出锋头冒不必要的险。这些品质不正符合我们对领导的期待吗? + +Adam Grant在沃顿商学院的研究发现,内向的领导者往往更能胜任领导职责,因为他们善于管理不同的人才,让有远见的员工自由发挥。反之外向的领导者,不经意地会对事情反应过度,他们的见解较为主观,这使很多员工的创新想法没有机会被採用。 + +事实上,许多推动了改革的伟大领袖都是内向的人。埃莉诺·罗斯福,罗沙·帕克斯,甘地, 这些人对自我的描述都是内向、文静、说话温柔,甚至是害羞的人。他们矗立在镁光灯下,不是因为他们天生爱指挥,也不是想要万众瞩目。他们成为领袖是因为一种使命感,因为他们深知这是必须要做的。而人们可以明白感受到,他们当领袖不是因为好大喜功,而是责任感,驱使他们做认为对的事情。 + +现在我必须申明,我其实非常喜欢外向的人。我很多知心好友都是外向者,我亲爱的丈夫也是。内向外向就像个光谱,而我们坐落在不同程度的两端。心理学大师荣格说,世上没有纯粹的内向或是纯粹的外向的人。如果真有这样的人存在,他会被关进精神病院。在这道内向外向的光谱上,有的人刚好坐落在中间,我们称之为中间性格,我认为他们是最幸运的。但大多数的我们都自认不是外向就是内向。 + +我想表达的是,我们的社会文化需要平衡,需要内向外向,阴与阳的调和。这点在创造力与生产力的表现上尤其重要。因为根据心理学家的观察,最有创意的人群,不只擅长于交换意见、沟通与创新,更存有内向的特质。偶发的孤独感,是创造力的关键。所以,达尔文会独自在树林间漫步,且断然地拒绝晚餐宴会的邀约。西奥多·盖索,也就是著名的“苏斯博士”,是在他加州拉荷亚的老家一间寂寞钟塔里的书房,创造出许多举世闻名的童话书。而他其实非常害怕跟他的小读者们见面,因为他怕小朋友们看到他会期待落空,因为他不像圣诞老人那样亲和有趣。Steve Wozniak在惠普公司的一间小办公室里发明了世上第一台苹果电脑。他说如果他年轻时,不是因为太过内向,都宅在家里,他不可能成为了不起的工程师。 + +当然, 这绝非告诉大家我们从此不要再合作了。就像沃兹尼亚克和乔布斯两人同心协力才能创办苹果公司。但,独立自主是非常重要的。对一些人来说,这就是他们生活的方式。事实上,几世纪以来,我们都知道独处所带来的推动力,但直到近期我们不知怎么遗忘了。世界上那些伟大的宗教领袖——摩西、耶稣、佛祖、穆罕默德,你会发现这些人都远离尘嚣,独自走进旷野,然后寻得启示与顿悟,再把所得贡献回他们的社会。所以,没有独处的荒野,就不会有启示录。 + +这倒是不令人惊讶。如果你看过现代心理学的理论,你就会发现,我们甚至无法和一组人待在一起,而不去本能地模仿他们的意见与想法,甚至是在那些看上去最私人的、发自内心的事情上面,比如你被什么样的人吸引。你会开始模仿你周围的人的信仰,甚至都觉察不到你自己在做什么。 + +我们尤其容易在小圈子里追随能言善道的角色。但是最会说话的人并不见得是最有想法的人,你真的想要盲目追随吗?何不用自己的双脚走入孤独,领会属于自己的思想,不被群体思想控制,然后再互相合作,在一个健全的环境讨论交流,共同创造成果。 + +如果真相是这样的,我们为何错得一蹋糊涂? 我们为何把学校跟职场架设成那样? 我们为何要让这些内向者,因为想有独立自处的时间,而感到无所适从? 有个答案深植在我们的社会文化里。我们西方社会,特别是在美国,总是赞扬有行动力的人,而非有沉思能力的人。但在美国早期,历史学家称之“文化品格时期”,那时人们仍尊重公正清廉有内在涵养的人。综观那时的励志书籍,许多都有 “品格,世上最珍贵的东西” 这样的标题。书中会赞扬像林肯这样谦逊与不装腔作势的榜样,美国思想家爱默生称其 "锋芒不外露的人"。 + +然而随著二十世纪到来,我们进入了一个新纪元,历史上称之为“文化个性时期”。我们从农村经济演变为大型贸易体制,突然间人们从小乡镇涌入大城市,所以人们不再只是跟一起长大的人共事,而必须走进一群陌生人中,证明自己的能力。因此不难理解,领袖气质和个人魅力变得格外重要。自然地,励志书籍也改变路线了,开始出现像是 "如何赢得朋友和影响他人" 这样的书名,成功的推销员成了人们的榜样。这就是我们所生活的今天,我们的文化这样传承下来。 + +我不是说社交技能不重要,我也不是在说团队精神没有存在价值。宗教虽然把他们的圣人送到了孤独的山顶上,同时也仍然在教导我们爱与信任。而我们现今所面临的问题,变得如此广阔複杂,比如科学突破与经济发展。我们当然需要集思广益,共同解决眼前的难关。但如果我们能给内向者提供多一些个人空间,他们便有机会创造出独具慧眼的答案。 + +我今天带了这个行李箱到台上,想把里面的东西跟各位分享。猜猜裡面是什么? 书。满满一箱的书。这本是马格莉特·安特伍德的《猫之眼》,这本是米兰·昆德拉的小说,这本是麦蒙尼德的《迷途中的指南》。但其实这些书不属于我,我会带这些书来,是因为这些是我祖父最喜欢的作家的作品。 + +我祖父是犹太教教士,祖母过世后他独自住在布鲁克林的一间小公寓裡。那是我小时候最喜欢的地方,部分原因是那里充满祖父温柔的氛围,部分原因是那里全是书。每张桌子,甚至椅子,都被成堆成塔的书给占满了。和我家里的其他人一样,我祖父的嗜好就是阅读。 + +但他也很享受宗教集会。62年来,他每周都会在犹太教佈道会上讲道。他从书中吸收智慧,然后把古代的人文主义编织成思想的挂毯。他的听众从各个地方赶来,认真聆听他的传讲。 + +我祖父有个特点,在宗教领袖的角色背后,他是个非常谦逊与内向的人。他甚至紧张到不敢在布道时跟听众眼神交会,即使他都已经在同一个布道会传讲了62年了。甚至,当他走下讲台,人们向著他打招呼时,他会草草地结束话题,因为担心会占用别人太多的时间。但是当他在94岁那年过世时,交警不得不关闭许多邻近街道,来容纳蜂拥前来哀悼他的群众。 + +这些日子我试图用我自己的方式来效仿我的祖父。 + +我刚完成了一本关于内向性的书,这本书花了我七年的时间。这七年,对我而言是极大的恩典,因为我得以阅读、写作、思考、研究。相较于祖父的阅读与佈道,这是我的版本,我的表达方式。但现在我的工作变得非常棘手了,我必须要在公开场合,在演讲台上,跟你们谈论何谓内向。这不是我拿手的事情,但能站在这裡向你们说话,能对在坐的各位传达我的想法,是何等荣耀的事情。 + +所以我尽我所能,为了这一天做好准备。我花了一整年的时间,积极练习公开演讲。我称这段时间为"惊险的演讲之年"。这其实对我帮助很大。但让我获益最多的,是我的意识、我的信念、我的希望。我们对内向、沉默和独立者的态度,是可以被彻彻底底改变的。所以,我要呼吁在座各位,如果你跟我有共鸣,请帮我传达三个宗旨: + +第一,不要再疯狂地过群体生活。赶紧停止吧,谢谢。我想要再次重申,因为我深深相信,我们的工作环境应该鼓励轻松休闲的聊天方式,就像喝下午茶那么自在,然后有感而发地交换意见。无论是对内向还是外向者,都该有多美好啊。而且我们在工作上,需要有更多的隐私、自由与自主权。在学校也是一样。我们要教孩子们携手合作,但我们也要教他们如何自主作业。这对外向的儿童尤其重要,他们需要学习自主独立,因为深度的见解就是那样产生的。 + +第二,去旷野探索吧。像佛祖一样,有自己的启示。我不是在说我们马上要去盖个山中小屋隐居起来,也不是要你们互不往来,而是呼吁大家可以除去障碍,更深切专心地进入自己的脑海里。 + +第三,好好地检查一下你的行李箱,裡面有什么,为何你要把它们放进去。外向的人们,也许你行李箱也装满了书,又或许塞满了香槟杯或高空跳伞设备。不管是什么,我希望你不时将它拿出来,与我们共同分享你的快乐与能量。而内向的人们,当你自己就好,你或许会害怕去跟别人分享你行李箱里的东西,那也没关係的。但偶尔,只是偶尔,我希望你会打开你的行李箱给他人瞧,因为世界需要你,需要你独有的特质。 + +我祝福你们的人生,能有最精彩的旅程,和轻声细语说话的勇气。 \ No newline at end of file diff --git a/talk/ted_chinese/07/generation_task/instructions.md b/talk/ted_chinese/07/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..3a69d161beafed4f6be8668bf9131c7447d06e87 --- /dev/null +++ b/talk/ted_chinese/07/generation_task/instructions.md @@ -0,0 +1,100 @@ +请制作一套用于公开演讲的中文幻灯片,仅基于我提供的演讲稿,不允许引入讲稿之外的事实性内容。 + + +--- + +# **约束** + +你制作的幻灯片必须满足以下约束,否则将被认为是不正确的。 + +## **1. 内容结构** + +幻灯片必须含 **11-15** 页幻灯片。 + +幻灯片必须按以下顺序包含以下各部分(每个部分的页数可根据需要自行确定)。 + +1. **开场:万物皆可数学——直面“内向演化”** + * 现状描述:每个人都觉得自己在被“卷”,但内卷的本质是什么? + * 数学视角:提出数学最大的魅力在于提供独立、可验证的思考方式,拒绝人云亦云。 + * 核心任务:用数学定义内卷,寻找对抗内卷的公式。 + +2. **核心逻辑 1:定义内卷——不健康的“收益曲线”** + * 函数对比: + - 健康函数:一份付出一份收获,或边际效用递减(曲线向上)。 + - 内卷函数:付出极大增加,收益几乎停滞;一旦少付出,损失巨大。 + * 视觉类比:电影院里前排站起来,导致所有人不得不站着看电影,且没人看得更清楚。 + +3. **核心逻辑 2:从一维到二维——寻找“不可替代性”** + * 一维视角:在单一的考试分数维度(0-100分),只有顶尖的满分者具备抗内卷能力。 + * 引入“抗内卷率”公式:$r = 1/总人数$。 + * 升维思考:引入文科与理科两个维度。抗内卷者不仅是单科状元,还包括处于坐标轴弧线上的“文理双全”者(如:用理科技能研究数学,用文科技能组织演讲)。 + +4. **核心逻辑 3:高维红利——数学证明的“反卷”路径** + * 维度爆炸:当维度增加到 $n$ 时,抗内卷率 $r$ 会随着维度的增加而显著提升。 + * 结论推导:如果你只在一个维度竞争,你就在“卷”;如果你在多个维度交叉生存,你的不可替代性会呈指数级增长。 + * 案例:一个数学家如果同时懂音乐、懂心理学,他在交叉领域的抗内卷能力远超单一领域。 + +5. **核心逻辑 4:资源利用——为什么不要做“独行侠”** + * 合作的数学意义:如果每个人只顾自己(私有资源),所有人都会陷入死胡同。 + * 共享的力量:将私人资源转化为社会公共资源,可以极大降低社会总体的“卷”度,提高系统效率。 + +6. **结尾升华:人生不是单选题** + * 总结:内卷是低维度的重复竞争,反卷是高维度的跨界探索。 + * 行动指南:去尝试不同的领域,去增加人生的维度。 + * 结语:数学告诉我们,世界足够大,只要你不断升维,总能找到属于自己的不被替代的位置。 + +--- + +## 2. 内容约束 + +* 全部使用中文(讲稿中引用的其他语言的原句可作为引用保留)。 +* **忠实于源材料**:仅使用源材料中提供的信息,不得虚构额外事实内容,不得修改、歪曲或重新解释原有观点或结论。 +* **准确性**:所有内容必须事实准确,尤其是定量信息和事实性内容。 +* **简洁性**:使用简短、精炼的表述,避免冗长段落。重点概括关键信息和事件,不做过度展开。可使用要点列表以增强清晰度;如使用列表,每页不超过 6 个要点。 +* **足够深度**:避免过度简化。在保持对普通受众友好的同时,幻灯片需传达核心思想、关键里程碑和有意义的洞见。不得将内容降格为口号式或仅停留在高层概述;每页都应有明确且实质性的结论或要点。 +* **逻辑流畅**:幻灯片应呈现清晰的叙事结构,确保时间线和事件推进清楚连贯(如适用)。 +* **信息相关性**:不得添加无关内容。 +* **代码与标记格式**:除非必要,避免使用原始 LaTeX 或 Markdown 代码。 + +## 3. 视觉与设计 + +* **图片**:应包含相关图片。图片需为高质量、标注清晰,并与内容高度相关。 +* **图表与示意图**:在需要时使用合适的图表和示意图(如示意图、流程图、表格、统计图等),以可视化方式呈现和澄清信息——尤其是叙事时间线和数值型细节(如定量数据),而非仅依赖文字说明。 + * 若幻灯片包含图表或图形,须确保所有视觉元素均有清晰标注(如坐标轴标明、单位注明、必要时包含图例,并在需要时对数据点进行说明)。 + * 适当加入**图表或示意图说明文字**,例如:“该图显示专有模型的性能优于开源权重模型。” +* **可读性**:使用清晰易读的字体,避免画面拥挤;文字大小应便于阅读。 +* **视觉平衡**:合理平衡文字与视觉元素,确保投影展示时易于理解。 +* **版式布局**:保持简洁、专业的版式设计,合理使用字体、颜色和格式。 +* **风格一致性**:整套幻灯片应遵循统一、连贯的视觉风格。 +* **信息负载**:每页幻灯片避免信息过载,以保证可读性。 + +## 4. 文本质量 + +* 所有生成的文本必须清晰完整,不得出现缺字、错字或错误用词。 +* 全文在拼写、语法和排版方面须保持准确、规范。 + +## 5. 技术一致性与准确性要求 + +* 若幻灯片中使用散点图、折线图或雷达图,须确保**每一个数据点**都与所提供材料中的对应数据**完全一致**。注意,不仅图形走势要一致,数值本身也必须**精确相同**。 +* 必须在幻灯片中呈现材料中的关键定量信息。换言之,演示内容不仅要讨论材料的思想和结论,还需展示具体的定量细节(如统计数据、实验结果等)。 +* 确保所有定量信息的准确性。 +* 幻灯片中可以包含仅用于概念说明的数据;但如使用此类数据,必须在对应页面**明确标注**哪些数据为概念性示例,而非材料中实际报告的数据。 +以下为中文翻译(已统一为中文表述): + + +## 6. 演示语气与受众 + +* **语气:** + * 语气应当信息充分且保持尊重,避免过于学术化的表达、冗长段落和过度正式的风格,也应避免不必要的啰嗦。 + * 契合口头演示:内容应有助于现场讲解,强调停顿、对比以及清晰的要点或结论(如“关键点在于……”“因此……”“主要结论是……”等)。 + * 整套幻灯片应保持语气一致。 +* **受众:** + * 演示应面向对该主题具备基础至中等水平认知的受众。 + * 不宜使用过多专业术语;如确需使用,应以通俗语言对关键术语进行清晰解释。 + + +--- + +# 输出要求 + +* 一套满足以上所有约束条件的**完整的幻灯片**。 diff --git a/talk/ted_chinese/07/generation_task/judge_prompt.json b/talk/ted_chinese/07/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..ed9d0433c37ce6aac8fdf34bd398dc7e7b995f4a --- /dev/null +++ b/talk/ted_chinese/07/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Is there an opening slide (or opening section) that introduces professional prejudice or social hostility toward lawyers?**\n\n* The opening should reference:\n * Historical or cultural hostility toward lawyers in China, e.g., Deng Xi (邓析), and/or\n * Cultural hostility in the Western tradition (e.g., Shakespeare’s quote).\n* The purpose should be to establish tension or bias against the legal profession.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of the opening context is missing.\n", + "\n**Does the opening clearly introduce the central theme or guiding question of the talk?**\n\n* The theme should explicitly raise the question of:\n * Why lawyers matter, or\n * Why society should treat lawyers fairly / kindly.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what thematic statement is missing.\n", + "\n**Is there a dedicated section addressing Core Question 1: “Why do ‘bad people’ have the right to legal defense?”**\n\n* This section should exist as one or more slides clearly focused on this question.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify whether the entire question or part of it is missing.\n", + "\n**Within Core Question 1, is the moral ambiguity argument included?**\n\n* The slides should reference:\n * The difficulty of clearly distinguishing good and evil, and\n * The trolley problem as an illustrative example.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what element is missing.\n", + "\n**Within Core Question 1, is the interrogation and false confession argument included?**\n\n* The slides should reference:\n * The Nie Shubin (聂树斌) case, and\n * The idea that “good people” may be more vulnerable under interrogation pressure.\n* The concept of “the psychology of confession” should be present (explicitly or implicitly).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what content is missing.\n", + "\n**Is there a dedicated section addressing Core Question 2: “What makes a lawyer competent, and what makes a defense effective?”**\n\n* This section should exist as one or more slides clearly focused on lawyer competence and effective defense.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what is missing.\n", + "\n**Within Core Question 2, is Louis Brandeis introduced as a key example?**\n\n* The slides should mention:\n * Brandeis’s dual identity (lawyer and judge), and\n * His reputation as “the people’s lawyer” / “the people’s judge”.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what information about Brandeis is missing.\n", + "\n**Within Core Question 2, are Brandeis’s two core ideas included?**\n\n* The slides should reflect:\n * The “people’s enemy” warning (law beyond pure legal formalism), and\n * The importance of extra-legal argumentation (economics, society, human reality).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify which idea is missing.\n", + "\n**Is the idea of law as practical reason (rather than purely theoretical knowledge) included?**\n\n* The slides should convey that:\n * Legal competence depends on real practice and case performance, not only academic credentials.\n* Reference to case records or practical evaluation (e.g., court judgments) should be present.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what aspect of practical reasoning is missing.\n", + "\n**Is there a dedicated section addressing Core Question 3: “Who benefits from effective legal defense?”**\n\n* This section should exist as one or more slides clearly focused on beneficiaries beyond the defendant.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what is missing.\n", + "\n**Within Core Question 3, are the three beneficiary groups all covered?**\n\nThe slides should include all of the following:\n\n* **Defendants and victims** (e.g., revisiting the Nie Shubin (聂树斌) case and its consequences),\n* **Judicial authorities** (police, prosecutors, judges, with the “mirror” metaphor),\n* **The general public** (protection from wrongful conviction).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify which beneficiary group(s) are missing.\n", + "\n**Does the slide deck include a clear closing or ending slide?**\n\n* The ending should:\n * Offer a closing reflection, wish, or expression of thanks, and\n * Clearly signal the end of the presentation.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what is missing from the ending.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the opening slide accurately reflect the speaker’s definition of \"Involution\" (内卷) using mathematical functions?**\nThe opening should distinguish between \"Healthy Functions\" (where increased effort leads to increased gain or diminishing marginal utility) and the \"Unhealthy Function\" of involution (where increased effort brings almost no extra gain, but reducing effort leads to significant loss).\n\n If **no**, specify if the mathematical distinction between healthy growth and involution is misrepresented.\n", + "\n**Is the \"Movie Theater\" metaphor for involution presented accurately?**\nThe slide should describe the scenario where one person stands up to see better, forcing everyone else to stand up; eventually, everyone is standing and exhausted, but their view is no better than when they were sitting.\n\n If **no**, specify if the causal relationship between individual competition and collective exhaustion is distorted.\n", + "\n**Does the slide deck correctly explain the \"Bread Shop\" competition example?**\nIt should reflect the transition from a \"Blue Ocean\" (one shop making 10,000 RMB) to an \"Involution\" state (two shops each making 5,000 RMB while working twice as hard to compete), showing that the total market value hasn't increased.\n\n If **no**, identify if the economic outcome of the competition is misstated.\n", + "\n**Is the concept of \"Anti-Involution Rate\" (抗内卷率) defined correctly?**\nThe slide should state the formula: Anti-Involution Rate = Number of Irreplaceable People / Total Number of People (represented as 1/r in the mathematical model).\n\n If **no**, specify if the formula or the logic of \"irreplaceability\" is misrepresented.\n", + "\n**Does the slide deck accurately convey the advantage of \"Two-Dimensional\" competition?**\nIt should explain that in a 1D world (e.g., just test scores), only the top person (rank 1) is safe from involution. However, in a 2D world (e.g., Liberal Arts + Science), people who combine skills can become \"top tier\" in their unique intersection.\n\n If **no**, specify if the shift from 1D ranking to 2D skill combination is missing.\n", + "\n**Is the speaker's own job used as an example of \"Multi-Dimensional\" anti-involution?**\nThe slide should reflect that the speaker combines \"Science skills\" (math) with \"Liberal Arts skills\" (organizing language/public speaking) to create a unique position that a pure math genius or a pure orator might not fill.\n\n If **no**, specify if the personal example of \"Science + Arts\" is distorted.\n", + "\n**Are the mathematical calculations for the anti-involution rate (r) across dimensions accurate?**\nThe slide should reflect that:\n* In 1D, the rate is 1/r.\n* In 2D, the rate is 2/r - 1/r².\n* In n-dimensions, the rate increases significantly, making it much easier to be \"top tier\" as dimensions increase.\n\n If **no**, specify if the mathematical trend (higher dimensions = higher anti-involution rate) is misrepresented.\n", + "\n**Does the slide deck accurately reflect the \"90th Percentile\" (Top 10%) strategy?**\nIt should explain that one doesn't need to be the absolute #1 in any field; being in the top 10% of three different dimensions makes one \"1 in 1,000\" (0.1 * 0.1 * 0.1), which is a powerful anti-involution strategy.\n\n If **no**, specify if the \"0.1 to the power of n\" logic is missing.\n", + "\n**Is the warning about \"Fake Dimensions\" (伪维度) presented correctly?**\nThe slide should warn that adding dimensions like \"working longer hours\" or \"more certificates in the same field\" are just \"Deepening\" the same dimension (involution) rather than adding a \"New\" dimension.\n\n If **no**, identify if the distinction between \"New Dimensions\" and \"More Effort\" is blurred.\n", + "\n**Does the slide deck accurately describe the \"Dimension Reduction Strike\" (降维打击) concept?**\nIt should explain that using skills from one field to solve problems in another (e.g., using math to explain social issues) creates a competitive advantage that those in the original \"involutionary\" field cannot match.\n\n If **no**, specify if the strategic advantage of cross-disciplinary application is misrepresented.\n", + "\n**Is the advice regarding \"Finding Your Own Dimension\" accurately captured?**\nThe slide should emphasize that everyone should seek their unique \"n-th dimension\" based on personal interest and talent, rather than competing on the single path set by others.\n\n If **no**, specify if the emphasis on \"individuality\" as a mathematical solution to involution is missing.\n", + "\n**Does the conclusion slide accurately restate the final mathematical message?**\nThe conclusion should state that while resources are limited, \"dimensions are infinite,\" and the best way to fight involution is to \"live in a higher dimension\" (活在高维世界).\n\n If **no**, specify if the closing quote or the core takeaway is altered.\n" + ] +} diff --git a/talk/ted_chinese/07/generation_task/statistics.yaml b/talk/ted_chinese/07/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f797ad75f291e5d9bcfe08b1fbaef349d02495ee --- /dev/null +++ b/talk/ted_chinese/07/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/ted_chinese/07 +category: talk +input_metrics: + total_input_tokens: 7194 + generation_prompt_tokens: 2595 + materials_total_tokens: 4599 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 4599 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/ted_chinese/07/material.md b/talk/ted_chinese/07/material.md new file mode 100644 index 0000000000000000000000000000000000000000..1faceb532f80c716109ec750051bb6123755aa05 --- /dev/null +++ b/talk/ted_chinese/07/material.md @@ -0,0 +1,106 @@ +# 用数学来反抗内卷 + +John Li + +数学可以解释天下所有的问题,包括一些非常抽象的问题,比如内卷。这个新词最近一年在网上爆火,一夜之间仿佛所有人都觉得我就是被内卷的那个人。 + +大家一定很关心到底是什么造成了内卷?如何去对抗内卷?那么今天我们将以一节数学课的形式来跟大家讨论讨论这个问题。 + +有人说,内卷就是因为我们地球的资源是有限,所以说它迟早都会发生; +也有人说,内卷不是天灾,它就是人祸,它就是资本主义压榨我们打工人的阴谋; +还有人会趁机贩卖焦虑大赚一笔…… + +所以最后你信谁的呢?数学最大的特点就是不会骗你,它会给你一种独立可验证的思考方式,让你再也不用人云亦云,这就是数学最大的魅力。 + +接下来我要用数学方式研究内卷,按照我们数学家的工作惯例,首先我要定义什么是内卷。 + +小时候老师告诉我们一份付出一份收获,付出和收获的关系如图所示。通常来讲,只要不断增加付出,收益就可以越来越高。 + +后来我上了大学,经济学的教授告诉我,这个线不是直的,它要往下弯一点点。这个叫做边际效用的递减。 + +但是你只要不断的增加努力,你还是可以提高收益。以上这两种都是健康函数,但是有这么一种不健康函数。 + +付出虽然增加,但是几乎没有带来任何额外的收益,再怎么蹦跶也没用还是上不去,但是如果偷懒一点、少付出一点就会带来巨大的损失,就像是一个打工人拼命地加班也不一定能够拿到加班费,但是如果偷懒一点,不加班了,第二天可能连工作都没了,所以这个就是非常形象的一个内卷函数。 + +被内卷的你就像是被种在室内的一棵树,当你生长碰到天花板之后你就再也长不高了,只能够向内去发展——这就是内卷。 + +所以我们再来回顾一下内卷的两个性质: + +1、增加付出几乎不会给你增加收益; +2、减少付出便会带来巨大的惨重的损失 + +基于内卷的这两个性质我们就定义其为内卷函数,那大家一定很关心这个天花板从何而来呢?当我第一次把这个内选函数画出来的时候我震惊了,因为以我的数学经验来看这个形状的函数,我心里马上冒出一个猜想:这个内卷函数不是自然造成的,因为要自然形成这个函数的条件是非常罕见和苛刻的。 + +这个就是著名的超导现象,温度降低到一定程度,电阻就变成零了。超导现象非常的罕见,罕见到可以价值一个诺贝尔奖。 + +这个函数的形状非常像刚刚定义的内卷函数,如果要人为去创造这个内卷函数就容易多了,四行代码就可以写出来,只要人为设置一个门槛,大于这个门槛,右边就是1;小于这个门槛,左边就是0。 + +这就是内卷函数据完成的四行代码,所以现在有两种可能: + +第一种可能是,内卷是一个自然发生的现象,如果真是这种情况,我就可以凭借这个新发现去排队领诺贝尔奖了,就算不一定能拿到,排个队的资格也是有的。但遗憾的是,内卷或许就属于第二种可能,它大概率就是人为造成的,我与诺贝尔奖失之交臂了。 + +那么既然这个天花板是人为造成的,我们为什么要忍受这个天花板呢?究其原因就是我们不够独特和稀缺,随时面临着被替换掉的处境。 + +假如我们要求过高了,那甲方爸爸可以随时把我换掉,换一个要求不高的;假如我们要求加班费,那就换一个不要加班费的。用经济学的话来说,垄断才有定价的权利。所以这里出现一个定理:一个人越不可被替代,他就越能对抗内卷;一个人越容易被替代,就越容易被卷,可替代性直接决定了你卷不卷。 + +那什么又决定你的可替代性呢?这里有一个新定理:强制跨维度的比较A和B,会削弱A和B双方的不可替代性,导致双方都更加内卷。也就是说A不能够替代B,B同样也不能替代A,因为A和B本来就是两个维度的东西。如果这个时候有一种奇怪的价值观,它说我非要你把这两个维度的东西拿来一决高下,分个高低出来,那这就是强制跨维度的比较,这种情况下会造成内卷。 + +举例而言,我今天站在TEDxShenzhen这个讲台上,同时还有很多其他优秀讲者,但是在座的各位观众有一个奇怪的要求,他们要评选出今天的最佳讲者,就比如说拿我和之前某一位老师PK,一决高下。如果我输了,那我会很尴尬,因为这代表各位观众在心中给我降分了,我的不可替代性被削弱了。 + +但是我赢了就一定好吗?万一赢了其他讲者是不是就会认为在这个讲台上讲数学就会受欢迎?那其他讲者是否也在演讲里面加一点数学公式让演讲更受观众喜爱?结果就是这个舞台变成了一个数学分享大会,那这样就加重了数学这个维度的拥挤性,彼此间竞争更激烈了。我以后要是还想回到这个讲台上来讲数学,可能就没什么新意和竞争力了。 + +不管输赢,我都被卷,这就是跨维度比较的危害。 + +假如说,现在有两个人,一个是文学霸,一个是理学霸。他们每个人都有两个选择,要么从文,要么从理。数学上可以用纳什均衡的矩阵来举证。 + +大家可以非常直观地看到,这个矩阵上其他点都是不稳定的,只有左下角这个点是稳定的,它代表的情况就是文学霸从文,理学霸从理,这是在没有比较的情况下,皆大欢喜。 + +那么再看有比较的情况,假如说文和理比较,然后文输了,那文最高可能就只有50分而理有100分,这个时候出现一个新的纳什均衡点,只有这一个点是稳定的,其他点都不稳定。这种情况说明什么呢?说明大家都去跟风学理了。 + +那么内卷还会造成什么后果呢?我们继续用数学来举例。我们都知道,收益减去成本等于利润,那相比收益,其实普通人更关心的是利润,刚才我们所讲的内卷函数呈现的就是收益。而成本对于普通人来说就是很简单的一条线时间成本。 + +现在有了收益和成本,将其相减,我们就得到了一个新的函数:利润函数,左边是负,右边是正。 + +假如这是你的利润函数,你想处在哪个位置?我们都希望在最高点,大家都希望最大化自己的利润。 + +那你不想到哪去呢?左下角是负的,大家肯定不想到负的地方去。 + +还有哪里不想去呢?那肯定是最高点右边这个部分,因为大家肯定也不会人为故意降低自己的利润。 + +所以这张图只有一个点是人希望待的地方,那就是至高点。但是事实上我们的社会中还存在着一批人,他们可能因为天赋有限或者自身资源和周围资源都不够,无论他们再怎么努力,他们的极限都到不了绿色区域,他们的极限就在左下角红色区域,那他们应该怎么办呢? + +不进则退,只能不断退后直到退到原点,零付出零回报至少听起来还是比较合理的,所以这是很多人忽视的、尚未明显发生的一个内卷后果:长期以来的内卷会直接劝退一半的人,一半资源不够天赋有限的人。这部分人会容易放弃努力,干脆回家躺平。 + +所以根据这张图,只有两个点是人可以待的,要么在下面躺平,要么在上面内卷。这就是内卷更长期的危害。 + +那说到这里大家一定迫不及待想要知道怎么对抗内卷了。我们先建立一个最简单的一维情况,假设这个维度代表着0-100的考试分数,从0-100分布着各式各样的人,有考0分的,考50的,也有考100的,请问大家谁是抗内卷的那个人? + +越不可被替代的那个人就越能抗内卷的,所以考满分的那个人是不可替代的,他就是抗内卷。实际生活中可能是越靠右边就越抗内卷,越靠左边越容易被卷,这个时候我们定义一个新的概念:抗内卷率。 + +抗内卷率=抗内卷的人数/总人数 + +如果一共有100个人,其中有一个人抗内卷,那就是1/100,数学上我们习惯用r来代表具体数字,所以就是1/r。 + +再来看一下二维的情况,我们给他取个名字,分别是理科和文科。那么谁抗内卷呢?还是同样的逻辑,只有文科状元和理科状元他们俩是抗内卷的。 + +但是再想一想只有他们两个人吗?如果有一个人他一半学文一半学理,他可以抗内卷吗?他同样也可以抗内卷,因为有一些工作就是对文理同时有要求,文理双全的人才可以胜任。 + +比如我今天站在这里跟大家讲数学,我必须要有理科的技能,但是我同时也需要有一定文科技能去组织语言,写稿子来表达演讲,所以这个工作就必须要文理双全才能够胜任,那么文科状元和理科状元都没法替代我,我就是抗内卷的那个人。 + +那按照这个逻辑,人们还可以被分为偏文多一点或是偏理多一点,这条线上的所有人都是抗内卷的。 + +反而是里面这些人,他可能不用功或者天赋不好,或者我们没有看见他的价值,他们是被内卷的,所以这里出现一个定理:位于表面的人具有不可替代性,所以他是抗内卷的,只有内部的人才有内卷的焦虑。这么看起来内卷这个词还挺形象的。 + +继续来算一下抗内卷率,如果表面那条线上的人我们可以用圆的周长来近似,里面这个可以用圆的面积来近似,周长是2πr,面积是πr^2,那么算出来就等于2/r。 + +这是二维的情况,那三维的情况呢?用表面积4πr^2除以体积4/3 πr^3,得到3/r。大家可能发现了一个规律,一维是1/r,二维是2/r,三维是3/r,四维是4/r,依此类推,N纬就是N/r。 + +只要不断的去提高N,抗内卷率是可以无上限提高的。当抗内卷率上升到百分之百,这就是一个没有内卷的社会。所以这个N到底代表什么?N就是我们这个社会人才技能的多样性,不断提高人才的跨界综合度,就是我们对抗内卷的重要战略。就像刚才我说的一样,一个人不一定非要学文或是非要学理,完全可以综合一下,提升一下自己的跨界能力。 + +我今天跟大家讲了这么多,现在用一张图把所有内容串起来,我首先定义了内卷概念,通过内卷函数算它的利润时发现了一个劝退的现象,它会把一半的人劝退回家,这种情况下会导致很多人根本没有机会去接触一些多元化的技能,那这样会削弱社会的多元化。 + +用数学的语言来说,多元化就是N,减少就是降维,把不同维度上的人降到同一个维度上来比较会同时削弱双方的不可替代性继而加重内卷,整个轮子就卷起来了,这就是内卷的卷轮。 + +与此同时还还有外部的因素在火上浇油:政策决策者一刀切的政策形成了内卷函数;千人一面的教育削弱了我们的多元化;技能评估的单一化,用简单的几个考试来定义技能也是一种社会降维;过时的错误的社会价值观迫使我们比较一些不同维度上的东西…… + +种种所有都在加重我们的内卷,作为一个社会我们要解决的是外面四个问题,作为个人我们要停止里面的卷轮。不要轻易被劝退,努力增加自己的多样性,不要用一些过时错误的价值关系进行比较。最重要的是,我希望大家通过我今天的演讲学会数学的思考方式,再也不人云亦云,有自己的独立判断。谢谢! \ No newline at end of file diff --git a/talk/ted_chinese/08/generation_task/instructions.md b/talk/ted_chinese/08/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..bed5fee6a787042bd7fbf64bbd13812f9bb86ec3 --- /dev/null +++ b/talk/ted_chinese/08/generation_task/instructions.md @@ -0,0 +1,100 @@ +请制作一套用于公开演讲的中文幻灯片,仅基于我提供的演讲稿,不允许引入讲稿之外的事实性内容。 + + +--- + +# **约束** + +你制作的幻灯片必须满足以下约束,否则将被认为是不正确的。 + +## **1. 内容结构** + +幻灯片必须含 **11-15** 页幻灯片。 + +幻灯片必须按以下顺序包含以下各部分(每个部分的页数可根据需要自行确定)。 + +1. **开场:被刷新的认知——青花瓷的“A货”起源** + * 引用共鸣:以周杰伦《青花瓷》歌词引入(天青色等烟雨)。 + * 认知碰撞:揭秘青花瓷并非完全“中国制造”,而是源自伊朗对中国瓷器的模仿。 + * 核心观点:旅行不仅是看风景,更是为了刷新被固化的观念。 + +2. **核心逻辑 1:文明的交融——贸易如何重塑审美** + * 传播路径:明代瓷器经中东销往欧洲,伊朗人利用本土金属“钴”发明了深蓝色花纹。 + * 技术倒灌:景德镇捕捉市场需求,进口伊朗原料,成就了中国工艺的高峰。 + * 思考延伸:审美从来不是孤立的,而是全球贸易与技术交流的结晶。 + +3. **核心逻辑 2:好奇心的力量——从一棵树看穿历史** + * 细节挖掘:在巴勒斯坦圣经时代的树下追问其来源。 + * 历史钩沉:这种树由罗马人从叙利亚带到巴勒斯坦,而由于其多刺,又与《圣经》中的苦难叙事相连。 + * 结论:对微小事物的好奇心,是打开宏大历史之门的钥匙。 + +4. **核心逻辑 3:旅行的深度——看见“另一种生活”** + * 现场回忆:在巴勒斯坦空袭后的废墟中,遇见两名日本年轻旅人。 + * 动机探寻:他们不是记者,也不是为了发朋友圈,而是想知道地球另一端不同的生活状态与苦难。 + * 价值转变:看过了欧美发达世界的繁华,去体验并思考如何帮助处于困境的人,才是更高级的旅行。 + +5. **核心逻辑 4:人道主义的假期——打破舒适圈** + * 跨国案例:在加沙地带突破封锁进行援助的外国青年。 + * 精神内核:将假期花在有意义的地方,即便带着某种冲动,也比单纯的消遣更有厚度。 + * 核心启发:理解人类命运共同体的最好方式,就是亲自走到那个现场。 + +6. **结尾升华:最好的旅行是“发现自己”** + * 总结:旅行的玩法在变,但内核永远是“好奇心”与“同情心”。 + * 愿景:希望大家在下一次出发时,不仅带着相机,也带着一颗愿意被世界重塑的心。 + * 结语:看世界,是为了更懂世界,也更懂自己。 + +--- + +## 2. 内容约束 + +* 全部使用中文(讲稿中引用的其他语言的原句可作为引用保留)。 +* **忠实于源材料**:仅使用源材料中提供的信息,不得虚构额外事实内容,不得修改、歪曲或重新解释原有观点或结论。 +* **准确性**:所有内容必须事实准确,尤其是定量信息和事实性内容。 +* **简洁性**:使用简短、精炼的表述,避免冗长段落。重点概括关键信息和事件,不做过度展开。可使用要点列表以增强清晰度;如使用列表,每页不超过 6 个要点。 +* **足够深度**:避免过度简化。在保持对普通受众友好的同时,幻灯片需传达核心思想、关键里程碑和有意义的洞见。不得将内容降格为口号式或仅停留在高层概述;每页都应有明确且实质性的结论或要点。 +* **逻辑流畅**:幻灯片应呈现清晰的叙事结构,确保时间线和事件推进清楚连贯(如适用)。 +* **信息相关性**:不得添加无关内容。 +* **代码与标记格式**:除非必要,避免使用原始 LaTeX 或 Markdown 代码。 + +## 3. 视觉与设计 + +* **图片**:应包含相关图片。图片需为高质量、标注清晰,并与内容高度相关。 +* **图表与示意图**:在需要时使用合适的图表和示意图(如示意图、流程图、表格、统计图等),以可视化方式呈现和澄清信息——尤其是叙事时间线和数值型细节(如定量数据),而非仅依赖文字说明。 + * 若幻灯片包含图表或图形,须确保所有视觉元素均有清晰标注(如坐标轴标明、单位注明、必要时包含图例,并在需要时对数据点进行说明)。 + * 适当加入**图表或示意图说明文字**,例如:“该图显示专有模型的性能优于开源权重模型。” +* **可读性**:使用清晰易读的字体,避免画面拥挤;文字大小应便于阅读。 +* **视觉平衡**:合理平衡文字与视觉元素,确保投影展示时易于理解。 +* **版式布局**:保持简洁、专业的版式设计,合理使用字体、颜色和格式。 +* **风格一致性**:整套幻灯片应遵循统一、连贯的视觉风格。 +* **信息负载**:每页幻灯片避免信息过载,以保证可读性。 + +## 4. 文本质量 + +* 所有生成的文本必须清晰完整,不得出现缺字、错字或错误用词。 +* 全文在拼写、语法和排版方面须保持准确、规范。 + +## 5. 技术一致性与准确性要求 + +* 若幻灯片中使用散点图、折线图或雷达图,须确保**每一个数据点**都与所提供材料中的对应数据**完全一致**。注意,不仅图形走势要一致,数值本身也必须**精确相同**。 +* 必须在幻灯片中呈现材料中的关键定量信息。换言之,演示内容不仅要讨论材料的思想和结论,还需展示具体的定量细节(如统计数据、实验结果等)。 +* 确保所有定量信息的准确性。 +* 幻灯片中可以包含仅用于概念说明的数据;但如使用此类数据,必须在对应页面**明确标注**哪些数据为概念性示例,而非材料中实际报告的数据。 +以下为中文翻译(已统一为中文表述): + + +## 6. 演示语气与受众 + +* **语气:** + * 语气应当信息充分且保持尊重,避免过于学术化的表达、冗长段落和过度正式的风格,也应避免不必要的啰嗦。 + * 契合口头演示:内容应有助于现场讲解,强调停顿、对比以及清晰的要点或结论(如“关键点在于……”“因此……”“主要结论是……”等)。 + * 整套幻灯片应保持语气一致。 +* **受众:** + * 演示应面向对该主题具备基础至中等水平认知的受众。 + * 不宜使用过多专业术语;如确需使用,应以通俗语言对关键术语进行清晰解释。 + + +--- + +# 输出要求 + +* 一套满足以上所有约束条件的**完整的幻灯片**。 diff --git a/talk/ted_chinese/08/generation_task/judge_prompt.json b/talk/ted_chinese/08/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..fee5045889afdc4e73fec99e4cecafc7d44a269e --- /dev/null +++ b/talk/ted_chinese/08/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening use the song \"Blue and White Porcelain\" (Qinghua Ci) to introduce the topic?**\n\n* The text should quote lyrics from Jay Chou's song to establish a \"Chinese style\" atmosphere.\n* It should then present the surprising fact that Blue and White Porcelain's origins are not purely \"Made in China.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the musical opening is missing.\n", + "\n**Is the historical connection between Iran and Blue and White Porcelain explained?**\n\n* The text should mention that the author discovered early versions of these ceramics in the Louvre, originally made in a small town in southern Iran.\n* It should explain that Iranians used \"cobalt\" (a metal they produced) to create the vibrant blue color that Chinese potters later imported.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the Iranian connection is missing.\n", + "\n**Does the text describe the globalization of porcelain as an \"A-list\" product?**\n\n* It should mention how Jingdezhen in China eventually dominated the market by combining superior craftsmanship with imported raw materials to meet European and Middle Eastern demand.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the global trade history is missing.\n", + "\n**Is the story of the \"Blue and White Porcelain\" in Portuguese architecture included?**\n\n* The text should describe the author’s visit to Portugal and the discovery of blue and white tiles (Azulejos) on churches and houses.\n* It should mention the cultural blend: Chinese technology, Islamic patterns, and European religious themes.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what detail of the Portuguese tiles is missing.\n", + "\n**Is the concept of \"Curiosity\" as the core of traveling introduced?**\n\n* The text should argue that traveling is not just about taking photos or following crowds, but about \"refreshing one's worldview\" and following a thread of curiosity.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what thematic statement is missing.\n", + "\n**Does the text include the anecdote about the \"Red Bean Tree\" in Mauritius?**\n\n* It should describe the author finding a red bean tree and connecting it to a famous Chinese poem by Wang Wei.\n* It should explain the historical discovery that these trees were likely brought to Africa by 19th-century Chinese laborers.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the Mauritius story is missing.\n", + "\n**Is the history of Chinese laborers in Mauritius mentioned?**\n\n* The text should mention that Chinese laborers moved there after the abolition of slavery in 1835 to work on sugar cane plantations.\n* It should highlight how a single tree can reveal a whole chapter of migration history.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what historical detail is missing.\n", + "\n**Is the encounter with the Japanese travelers in Gaza included?**\n\n* The text should describe meeting two young Japanese men in the war-torn Gaza Strip in 2002.\n* It should mention that they were ordinary office workers, not journalists or famous explorers.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this encounter is missing.\n", + "\n**Does the text explain the motivation of the Japanese travelers in high-risk areas?**\n\n* It should explain that they traveled to see how people with completely different lives survive and to think about how to help them through humanitarian aid.\n* It should contrast this with \"standard\" tourism in Europe or America.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of their motivation is missing.\n", + "\n**Is the definition of \"The Best Travel Way\" provided?**\n\n* The text should suggest that the best way to travel is to \"bring a question\" or a specific curiosity with you.\n* It should state that travel should change a person's internal perspective, not just their physical location.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this travel philosophy is missing.\n", + "\n**Does the text discuss the \"World as a Book\" metaphor?**\n\n* It should convey the idea that traveling allows one to read the \"hidden lines\" of history and culture that are not found in textbooks.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if this metaphor is missing.\n", + "\n**Does the text conclude with a call to find \"New Playstyles\" in travel?**\n\n* The text should urge the audience to explore the world with an open mind and to find their own unique connections to the places they visit.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the opening slide accurately reflect the speaker’s surprising revelation about Blue and White Porcelain (青花瓷)?**\nThe opening should state that while \"Blue and White Porcelain\" is considered a classic Chinese style, its origins and the cobalt ore (cobalt blue) used actually came from the Middle East (specifically an Iranian town).\n\n If **no**, specify if the origin of the materials or the cross-cultural exchange is misrepresented.\n", + "\n**Is the description of Iranian \"A-goods\" (counterfeits) presented accurately?**\nThe slide should reflect that Iranians initially tried to copy Chinese white monochrome glaze but, failing to achieve transparency, added local cobalt blue, which later influenced Jingdezhen to import the material and adapt the style.\n\n If **no**, specify if the sequence of technological exchange between Iran and China is distorted.\n", + "\n**Does the slide deck accurately convey the \"New Way to Play\" (新玩法) regarding curiosity?**\nIt should explain the speaker's advice: when traveling, instead of just taking photos, one should cultivate \"curiosity\" by asking \"why\" about ordinary objects to discover the hidden history of global connections.\n\n If **no**, identify if the core message about curiosity as a travel tool is missing.\n", + "\n**Are the historical connections of \"Curry\" and \"Tempura\" correctly stated?**\nThe checklist should ensure the slides mention:\n1. Curry: Originated in India, was brought to the UK by the East India Company, and then introduced to Japan by the British Navy.\n2. Tempura: Was introduced to Japan by Portuguese missionaries (derived from \"Tempora\").\n\n If **no**, specify if the geographical origins or the specific groups that spread these foods are misstated.\n", + "\n**Is the global journey of \"Ketchup\" (番茄酱) presented faithfully to the source?**\nThe slide should detail that Ketchup originated from a Fujian/Guangdong fish sauce called \"Ke-tsiap,\" traveled to Southeast Asia, was discovered by British sailors, and eventually became a tomato-based sauce in America.\n\n If **no**, specify if the linguistic origin (Ke-tsiap) or the involvement of British sailors is misrepresented.\n", + "\n**Does the slide deck accurately reflect the story of the \"Cedar tree\" in Lebanon?**\nIt should describe how the speaker followed the history of a single cedar tree to discover its links to the Epic of Gilgamesh, the construction of Solomon's Temple, and the eventual deforestation that changed regional history.\n\n If **no**, specify if the connection between the tree and specific historical events (Gilgamesh/Solomon) is missing.\n", + "\n**Is the encounter with the Japanese youth (Shinji) in Gaza described consistently?**\nThe slide should reflect that Shinji was a regular office worker who spent his vacation in a dangerous, blockaded area not for fame, but to see how different people live and how he could help.\n\n If **no**, specify if the person's identity (Shinji) or his stated motivation is distorted.\n", + "\n**Does the slide deck correctly explain the \"Humanitarian Tourism\" concept mentioned?**\nIt should capture the speaker's observation of foreign youths breaking blockades to provide aid, and how they find more value in \"witnessing\" and \"helping\" than in traditional sightseeing.\n\n If **no**, identify if the shift from consumerist travel to meaningful intervention is ignored.\n", + "\n**Is the speaker's view on the \"Comfort Zone\" accurately portrayed?**\nThe slide should mention that traveling should not just be about moving from one \"comfortable hotel\" to another, but about breaking internal barriers and expanding one's psychological boundaries.\n\n If **no**, specify if the critique of \"boxed-in\" tourism is misrepresented.\n", + "\n**Are the three levels of travel (\"See,\" \"Feel,\" \"Think\") correctly identified?**\nThe checklist should check if the slides distinguish between:\n1. Seeing (Physical presence)\n2. Feeling (Emotional connection)\n3. Thinking (Cognitive/Historical reflection)\n\n If **no**, specify if these layers of the travel experience are conflated or missing.\n", + "\n**Does the slide deck accurately reflect the speaker's final \"Museum\" metaphor?**\nIt should state that the world is a \"Museum without walls\" and that every traveler should be their own \"curator\" by using curiosity to connect disparate pieces of information.\n\n If **no**, specify if the \"Museum\" or \"Curator\" concept is missing.\n", + "\n**Does the conclusion slide accurately restate the speaker's call to action?**\nThe conclusion should emphasize that travel is a way to \"re-examine ourselves\" through the lens of others, rather than just collecting passport stamps.\n\n If **no**, specify if the final message about self-reflection through global connection is distorted.\n" + ] +} diff --git a/talk/ted_chinese/08/generation_task/statistics.yaml b/talk/ted_chinese/08/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..37d9b0db5b8217b0e4263c29efde8f6ba79545af --- /dev/null +++ b/talk/ted_chinese/08/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/ted_chinese/08 +category: talk +input_metrics: + total_input_tokens: 8665 + generation_prompt_tokens: 2625 + materials_total_tokens: 6040 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 6040 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/ted_chinese/08/material.md b/talk/ted_chinese/08/material.md new file mode 100644 index 0000000000000000000000000000000000000000..473c7b5af66267bd5042aca4f140f871944dd92a --- /dev/null +++ b/talk/ted_chinese/08/material.md @@ -0,0 +1,51 @@ +# 出国旅游的一些新玩法 + +周轶君 + +其实我今天的演讲是要从一首大家可能非常熟悉的歌来开始的,是周杰伦的《青花瓷》。它歌词有这么两句:“素胚勾勒出青花笔锋浓转淡,瓶身描绘的牡丹一如你初妆, 天青色等烟雨,而我在等你。”。 + +听了以后,恐怕没有人怀疑这是浓浓的中国风,但是如果我要告诉你,其实青花根本就不是中国的东西,至少它的原产地并不是Made in China,不知道你们会作何感想? + +我是在去法国卢浮宫看到这些展品的时候,被刷新了这个观念。这些青花瓷是不是就是我们非常熟悉的中国的瓷器,但实际上它的产地是哪里? + +是在伊朗南部的一个小镇上面。那么从中国的明代开始,中国的瓷器销往欧洲,中东就是当中非常重要的中转站,这个中转站的人他们就开始偷学了技艺,然后开始制造A货,这也是很自然的事情。那么伊朗人最早开始学做中国的单色釉就是白的那种,但是他们发现他们做的白,没有中国人做那么透明,所以他们想加一点花在上面。而在伊朗他们生产一种金属叫做钴,就是这种青花的青是非常浓的蓝颜色,于是他们就在上面画了一些花。画了以后他们就发现青花瓷它一出来这个产品非常惊艳,在当地非常受欢迎,在欧洲也是很畅销。 + +这个时候中国江西的景德镇才敏感捕捉到了市场需求,然后从伊朗进口钴原料开始做青花。中国当时其实也产钴,但是中国的钴原料它颜色比较淡,出不来青花的青。当然中国人的手艺比较好,还是在中国慢慢又完善了青花的技艺才变成了我们今天所看到的青花瓷。那么从青花开始去了解背后的这一段历史,你才发现原来你可以转换视角来看这样一个历史,也是我在那一次整个巴黎的旅行当中最重要的一个收获。我自己做国际新闻报道十多年了,走过几十个国家,那么回头去看的话,在今天你可以看到中国人出国旅游是越来越方便,中国的护照可以突破许多的地理边界,再加上互联网的助推,你可以发现其实远方不再有那么多我们觉得新奇、非常陌生的这些地方了。 + +那么这个时候我们出发去看世界究竟要看什么?这个就是今天我最想跟大家分享的。对于我个人来说,我觉得在旅途当中最重要的不是突破地理的边界,不是告诉别人晒出来说我去了哪里,更重要的是突破你认知的边界,也就是说不断的要去学习新的事物,接受新的观念。 + +那么今天中国的游客在全世界上来说,数量是第一名的,在中国在海外的消费水平也是全世界第一名的。但是许多数据告诉我们,中国游客在外面花费的时间,大部分,80%以上是在购物,而在看风景、去景点和享受当地的餐饮美味是比较少的。 + +那么在德国有一个墨卡托基金会,他们专门研究中国的。他们曾经发布过有个报告,他们就想知道在百度上面中国人搜欧洲不一样的国家的时候,他们都在搜什么。那么他们发现中国人对欧洲不同的国家会有不一样的兴趣点,比如说搜英国,后面跟着是足球,跟着王室;搜法国,是时尚和美食等等。但有一个关键词,当中国人在搜欧洲不同的国家的时候,它是高度重合,非常频密地会出现的,那个词就是“买什么便宜”。 + +中国人对奢侈品的消费水平是全世界是第一名的,我最近听到有一个大家很熟悉的欧洲品牌的中国的公关说,他就抱怨说,他说去法国巴黎买他们包包的中国游客已经占到了总消费人数的10%,但是同样去到巴黎去看他们品牌下面的艺术中心的中国游客只有1%。他现在总部给他的一个压力,就说你能不能把去看艺术品的中国游客也变成10%,他觉得这个压力非常大,几乎是不能完成的任务! + +大家别误会,我不是说大家出国不要去买东西。我也很喜欢购物,因为进口的税那么高嘛,这么多人出去买,一定是有道理的。但是我想说可能当我们出发去旅行的时候,外面的世界不仅仅是一个非常大的免税商店 ,其实有很多更多的东西值得我们花时间去看。 + +《金融时报》的中国网的一个主编叫张力奋,他曾经写过一篇文章,他长期住在英国伦敦,他就说接待了很多中国的朋友来玩。他把中国游客分为两类人,第一类,他管他们叫做“景点原教旨主义者”,他说这样的人他们总是要去那些热门推荐的景点,然后去了就在他们精致的指南书上打一个勾,拍张照片,露出满意的笑容。他很可怜他们,他说他更欣赏的是一种叫做“散淡型游客”,这些人并没有购物和景点的压力,反而可以听取当地人的建议,去看当地人的生活方式,去当地人的地方。那么张力奋他就说,他当时会建议说所有夏天去伦敦的人不要错过一个东西,叫做Proms,就是伦敦的音乐逍遥季。 + +我自己去了一次,就非常震撼,震撼的并不仅仅是它节目的内容和水准,而是你们可以看到,这个演出的现场,跟这个舞台最近的最前排的中心区域,视野最好的这个区域,它卖的其实是站票,是最便宜的五英镑的票。你如果去到站票区,根本不用打扮得很隆重,你可以穿得很随意,甚至可以坐在那儿听或者躺在地上听。为什么会有这样的票?它最好的位置不是应该卖得最贵吗?实际上这是英国当年最初设立的时候,是希望鼓励蓝领工人阶层也能够来欣赏艺术,从而提升整个民族的艺术修养。那么实际上在今天在伦敦很多当地的中产阶级他们也爱去淘这样的票,他们想表达我并不是要花钱买一个非常好的座位,我是真的冲着音乐来的。 + +但是你不要以为他们很抠门,这样花五英镑的钱买站票的中产阶级,他到最后演出结束的时候一般会有志愿者他们敲着一个铅桶,“当当当”,说大家要捐款,因为艺术并不是政府完全去资助的嘛,你们要去捐款。他们虽然买了很便宜的票进来,但是他们认为要回馈给艺术机构,所以他们捐款反而会非常的慷慨。我去看过两次,都是在现场捐款筹款的总额是超过了他们的预期。所以到英国看当地人的生活方式,给了我一个机会去了解原来艺术在英国是怎么样循环生长的这样一个系统。 + +其实很难告诉大家在外面要去怎么看,去看什么东西才能够突破认知的边界,其实你去哪里都可以。你去博物馆、去艺术场所、去街道、去跟别人交谈、看当地的生活,都会有收获。但是最重要的是一种心态的转换,就说你可能要先把一个过于庞大的自我放到一边,把我们中国中心的那种观念可能先要放到一边,这样的话才有空间去接受一些新的观念。这几年在国外旅游的时候,经常会听到中国游客会说,这不就是我们中国的什么什么吗?或者说这还不如我们中国的什么什么。有时候我会暗暗地觉得可惜,或许你错失了向别人学习的一个机会。 + +我在英国去留学的时候,也会接触到很多在海外的中国留学生,他们当中很多人非常的有才华,也能够融入主流社会,非常的有自信。不过有的时候我会看到在一些学术研讨会上面,不止一次的我看到有中国的年轻人会忽然站起来去反驳讲者的观点,当然很多是关于中国部分的这种描述。当然你知道有些讲者确实带有强烈的他的偏见,也是值得去辩论的,但是有时候我会想,年轻人可不可以让这位讲者把他的话讲完,至少你应该知道别人为什么要这样说,如果你提问题也是让对方能够解释他为什么要这样说,我们基于事实来辩论,而不仅仅是立场上的一种争夺。 + +毕竟不管怎么说,“为什么”比“是什么”要更重要,而且大学也是一个学术讨论之地,它并不是联合国大会。很多时候你会发现,你必须要把旧的那种观念先放在一边,因为在海外的时候,其实这种所谓观念之争的摩擦是非常频繁非常多的。我有一个英国的朋友,我们都认识十多年了,忽然有一次他跟我讲说,你发现没有,我们英国人的博物馆里面什么国家的东西都有,所以我从小的时候就被我妈妈带去看埃及的文物、亚述的文物,所以我从那个时候就特别向往去看全世界。 + +这话没有问题,然后他说了一句话让我瞪大了眼睛。然后他说,可是你们中国的博物馆里面只有中国的东西,然后我看了他半天,我说可是你们的那不是抢来的吗?他说没有,也不都是抢来的,很多是买来的。我说买来的也是因为那时候当地人不了解他们的文物有多少价值,被你们骗去的吧?但不管怎么说,这场争论后我并没有跟这个朋友绝交,我反而是试图去理解他为什么这么来看英国人的世界观是怎么养成的。当然你可以引申到殖民主义、帝国主义,但是对每一个具体的英国人个体来说,那就是他的成长记忆。 + +他认知世界确实是从那个部分开始的,他们的世界观,整个生长的途径确实就是这个样子,随着帝国的扩张,就是这个样子。后来我自己去选择到国外去就读国际关系专业的时候,我也没有选择更热门的美国而是选了去英国,因为我发现欧洲人的视野确实有一点点不一样。当我们把自己旧有的观念慢慢清除的时候,你的好奇心 才会长出来,而好奇心实际上是驱动你去寻找答案的一个最好的一个力量。 + +我记得我那时候第一次出国去埃及,从机场下来去开罗市中心的时候,沿途我就发现一个非常奇怪的景象,就是两边的黄杨树为什么都是方的? 因为我记得在中国,我们看见杨树都是修成一个球形那样圆的,但是在埃及它都是一个一个立方体。当时我们同行的几个中国人都觉得这个太丑了,好难看,这是怎么回事情,太落后了。但是我一直试图想去理解它这个背后到底是什么原因。直到我有一天在法国的凡尔赛宫看到了法国皇上的御花园是这样子的,我才忽然就明白了他们的杨树是方的。因为1798年拿破仑第一次侵入埃及的时候,他带去的不仅仅是士兵和军队,还有一大批法兰西学院的科学家、工程师、地质专家、植物学家、园艺学家,他是带去了一整套欧洲社会的规范去埃及。 所以很多学者就认为1798年拿破仑入侵埃及的时候,其实是中东现代史元年的开始。所以如果你对一棵树有好奇心的话,一直追问下去,你也可以发掘一大段历史。 + +接下来我还想说两个我碰到的日本人,对我非常有触动。那个时候我是第一次出国做驻站记者,在巴勒斯坦,在加沙地带。加沙那个地方是四面全部被封锁,当地是没有什么生活资料,就是你买什么也没有,经常停水停电,也很危险,经常会有空袭还有爆炸等等。 + +当地有一些古罗马和圣经时代的古迹,但都不是出名到值得你大老远冒着生命危险过来看的。有一次我在巴勒斯坦人空袭之后的废墟上面,看见有两个日本的年轻人在那儿看。他们也是背着包就二十多岁,当中有一个人叫真司,我跟他聊天,因为我们都是带着亚洲口音的英文,就觉得很亲切在那里。我问他,我说你们为什么来看这些东西?他说他们既不是记者也不是作家,也不是说,那时候还没有朋友圈,是02年的事情,所以他也不是回去要发表任何东西,他只是普通的公司职员。 + +但是对于他们来说,他们觉得看世界,他们看看欧洲、看美国,东西都看过了,他已经觉得没什么大意思了。他很想知道在地球的另一端,有一些人跟他们的生活方式不一样,生活状态不一样,他想来看这个东西,并且来思考怎么样能帮助到他们。后来我发现在加沙确实有很多外国的年轻人,他们经常突破封锁来进行一些人道主义救援,他们觉得把他们的假期花在那个地方是最值得的。当然你不排除有时候我发现他们身上也会有一些冲动或者是那种荣誉感而已,但是不管他的初衷是什么,他的这种旅行,他出来看的时候,已经不仅仅是在满足自我的物质需求,他想看见别人,看见他者。当你开始看见别人的时候,这就是你看世界的一个大的进步。 + +我一直做国际报道,所以大家也知道中国的国际报道由于语言还有各种方面的限制,我们的规模和影响力跟英语媒体的报道是不能比的。但是在11年和12年的时候,我曾经有一段时间对中国的国际报道产生了非常乐观的想法。那是两个事情,一个是当时北约空袭利比亚的时候,我在当地我就发现原来不仅仅是有新华社,有中央电视台,有凤凰卫视会派记者去,当时有很多别的报纸,甚至是财经媒体也派了记者去第一线。第二件事情是在12年伦敦奥运会的时候,那个时候中国记者团的规模超过了美国,仅次于英国,是最多人去的,甚至有很多县城的电台都派了记者去英国,还请了翻译等等。我碰到江西卫视的一个女记者,她说她是第一次出国,一句英文也不会讲,但她的办法就是到了当地去唐人街,看到一个长得像中国人,她就问你是江西人吗,她就这么问,居然被她问到一个人,而且这个人是在开幕式上做志愿者,她就做了一个非常好的报道! + +我想原来真的随着我们国家地位的提升,我们整个的国际报道可能会进入一种新的繁荣更宽广的一个局面。但是坦白说这几年我迅速就失望了,我当时的想法全部都落空了。这几年实际上我们的国际报道是变得越来越萎缩,甚至于严肃的报道是在消失当中。当然有很多的原因,当中一个原因就是由于互联网,那么编辑坐在办公室里面很简单的就可以找一些东西来编译,然后迅速地把它变现成流量,那你何必又花钱请人去第一线去采访的效率,生产的效率太慢了。另外一个原因就是我有的同行跟我说,现在中国人其实整体上对外面的事情并不那么感兴趣。所以,我又想可能我也不至于太悲观,因为中国的国际报道并不是我们中国人看世界的唯一的途径,更多的希望我觉得是在在座的每一位。当你们踏上旅途的时候,那种人与人之间的交流,是你们个体跟这个世界的交流当中,我希望你们每一个人都会获得新知和启迪。而要做到这一点,就是回到我最初讲的,我们总是要把那个过于庞大的自我先放在一边,把那些旧的观念先放在一边,容许一些新的观念进来,容许他们生长。谢谢大家。 \ No newline at end of file diff --git a/talk/ted_chinese/09/generation_task/instructions.md b/talk/ted_chinese/09/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..701bd17422a5ce00845c4692e290af14d6f6d973 --- /dev/null +++ b/talk/ted_chinese/09/generation_task/instructions.md @@ -0,0 +1,101 @@ +请制作一套用于公开演讲的中文幻灯片,仅基于我提供的演讲稿,不允许引入讲稿之外的事实性内容。 + + +--- + +# **约束** + +你制作的幻灯片必须满足以下约束,否则将被认为是不正确的。 + +## **1. 内容结构** + +幻灯片必须含 **11-15** 页幻灯片。 + +幻灯片必须按以下顺序包含以下各部分(每个部分的页数可根据需要自行确定)。 + +1. **开场:热搜背后的“呼声”——朴素的正义观** + * 视觉引入:展示微博热搜的“#”号键。 + * 现象观察:每当重大案件发生,评论区最高频的词汇往往是“死刑”。 + * 案例列举:董明珠建议“偷手机判十年”、张宝燕建议“拐卖妇女儿童起刑调至十年甚至死刑”。 + * 提出核心论点:刑罚越重,真的就越没有人敢犯罪吗? + +2. **核心逻辑 1:历史的验证——“严打”与犯罪率的博弈** + * 历史回顾:简述建国以来的三次“严打”实践。 + * 数据思考:严打期间判刑极重(如偷窃、流氓罪判死刑),但犯罪率在严打结束后往往出现反弹。 + * 心理学发现:犯罪分子在作案时,考虑更多的是“会不会被抓”,而非“会被判多重”。 + +3. **核心逻辑 2:刑罚的悖论——当重刑失去调节作用** + * 案例分析:如果抢劫和杀人同样判死刑,犯罪分子为灭口而杀人的概率会大幅增加。 + * 法律原则:解释“罪刑相适应”原则——轻罪轻判,重罪重判。 + * 核心比喻:刑罚像是一把尺子,如果所有刻度都指向最高刑,法律就失去了震慑犯罪升级的调节功能。 + +4. **核心逻辑 3:预防犯罪的三个“真正杀手锏”** + * 要素一:抓获率(破案率)。通过提高“被抓的确定性”来抑制犯罪欲望。 + * 要素二:犯罪成本(社会性死亡)。在信用体系完善的当下,犯罪意味着失去生存资源。 + * 要素三:技术围猎(天网与AI)。展示从城市到农村的监控覆盖,让“逃无可逃”成为现实。 + +5. **核心逻辑 4:思辨的边界——从“神判”到科学司法** + * 趣味故事:中世纪欧洲的“神判池”制度(沉下去无辜,浮起来有罪)。 + * 现代省思:虽然我们觉得神判荒谬,但如果盲目迷信“重刑解决一切”,本质上也是一种对复杂社会问题的一刀切。 + * 深度提问:人类社会可能完全消除犯罪吗? + +6. **结尾升华:正义的理性回归** + * 总结:重刑主义是情绪的出口,但精准的法律执行才是安全的保障。 + * 核心呼吁:预防犯罪靠的不是“断头台”的重量,而是“天网”的细密与社会治理的进步。 + * 结语:让法律回归理性,让正义有迹可循。 + +--- + +## 2. 内容约束 + +* 全部使用中文(讲稿中引用的其他语言的原句可作为引用保留)。 +* **忠实于源材料**:仅使用源材料中提供的信息,不得虚构额外事实内容,不得修改、歪曲或重新解释原有观点或结论。 +* **准确性**:所有内容必须事实准确,尤其是定量信息和事实性内容。 +* **简洁性**:使用简短、精炼的表述,避免冗长段落。重点概括关键信息和事件,不做过度展开。可使用要点列表以增强清晰度;如使用列表,每页不超过 6 个要点。 +* **足够深度**:避免过度简化。在保持对普通受众友好的同时,幻灯片需传达核心思想、关键里程碑和有意义的洞见。不得将内容降格为口号式或仅停留在高层概述;每页都应有明确且实质性的结论或要点。 +* **逻辑流畅**:幻灯片应呈现清晰的叙事结构,确保时间线和事件推进清楚连贯(如适用)。 +* **信息相关性**:不得添加无关内容。 +* **代码与标记格式**:除非必要,避免使用原始 LaTeX 或 Markdown 代码。 + +## 3. 视觉与设计 + +* **图片**:应包含相关图片。图片需为高质量、标注清晰,并与内容高度相关。 +* **图表与示意图**:在需要时使用合适的图表和示意图(如示意图、流程图、表格、统计图等),以可视化方式呈现和澄清信息——尤其是叙事时间线和数值型细节(如定量数据),而非仅依赖文字说明。 + * 若幻灯片包含图表或图形,须确保所有视觉元素均有清晰标注(如坐标轴标明、单位注明、必要时包含图例,并在需要时对数据点进行说明)。 + * 适当加入**图表或示意图说明文字**,例如:“该图显示专有模型的性能优于开源权重模型。” +* **可读性**:使用清晰易读的字体,避免画面拥挤;文字大小应便于阅读。 +* **视觉平衡**:合理平衡文字与视觉元素,确保投影展示时易于理解。 +* **版式布局**:保持简洁、专业的版式设计,合理使用字体、颜色和格式。 +* **风格一致性**:整套幻灯片应遵循统一、连贯的视觉风格。 +* **信息负载**:每页幻灯片避免信息过载,以保证可读性。 + +## 4. 文本质量 + +* 所有生成的文本必须清晰完整,不得出现缺字、错字或错误用词。 +* 全文在拼写、语法和排版方面须保持准确、规范。 + +## 5. 技术一致性与准确性要求 + +* 若幻灯片中使用散点图、折线图或雷达图,须确保**每一个数据点**都与所提供材料中的对应数据**完全一致**。注意,不仅图形走势要一致,数值本身也必须**精确相同**。 +* 必须在幻灯片中呈现材料中的关键定量信息。换言之,演示内容不仅要讨论材料的思想和结论,还需展示具体的定量细节(如统计数据、实验结果等)。 +* 确保所有定量信息的准确性。 +* 幻灯片中可以包含仅用于概念说明的数据;但如使用此类数据,必须在对应页面**明确标注**哪些数据为概念性示例,而非材料中实际报告的数据。 +以下为中文翻译(已统一为中文表述): + + +## 6. 演示语气与受众 + +* **语气:** + * 语气应当信息充分且保持尊重,避免过于学术化的表达、冗长段落和过度正式的风格,也应避免不必要的啰嗦。 + * 契合口头演示:内容应有助于现场讲解,强调停顿、对比以及清晰的要点或结论(如“关键点在于……”“因此……”“主要结论是……”等)。 + * 整套幻灯片应保持语气一致。 +* **受众:** + * 演示应面向对该主题具备基础至中等水平认知的受众。 + * 不宜使用过多专业术语;如确需使用,应以通俗语言对关键术语进行清晰解释。 + + +--- + +# 输出要求 + +* 一套满足以上所有约束条件的**完整的幻灯片**。 diff --git a/talk/ted_chinese/09/generation_task/judge_prompt.json b/talk/ted_chinese/09/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..15084730608b171d5347587abf0a27176f3ac426 --- /dev/null +++ b/talk/ted_chinese/09/generation_task/judge_prompt.json @@ -0,0 +1,30 @@ +{ + "material_dependent_checklist_1": [ + "\n**Does the opening introduce the \"Hashtag\" (#) theme and its connection to trending topics?**\n\n* The text should mention that many legal cases on social media lead to a common public demand: \"Death Penalty.\"\n* It should define this phenomenon as \"Severe Punishment Strategy\" (重刑主义).\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the opening context is missing.\n", + "\n**Are the two legislative proposals from the \"Two Sessions\" included as examples?**\n\n* The text should mention Dong Mingzhu’s suggestion: 10 years for stealing a phone and 5 years for not returning a found one.\n* It should mention Zhang Baoyan’s suggestion: Increasing the minimum sentence for trafficking women and children to 10 years or the death penalty.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify which legislative proposal is missing.\n", + "\n**Does the text mention the history of \"Strike Hard\" (严打) campaigns in China?**\n\n* It should mention that there have been three major \"Strike Hard\" campaigns since the founding of the PRC.\n* It should use the example of a person being sentenced to death for stealing a small amount of money or a few items during those periods to illustrate the extreme application of heavy punishment.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the historical context is missing.\n", + "\n**Is the \"Probability of Punishment\" (Crime Cost) concept explained?**\n\n* The text should argue that potential criminals calculate the cost of a crime based on \"Severity of Punishment\" multiplied by the \"Probability of being caught.\"\n* It should state that if the probability of being caught is zero, even the death penalty has no deterrent effect.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the crime cost theory is missing.\n", + "\n**Is the \"Marginal Deterrence\" (罪刑法定/罪刑相适应) principle discussed?**\n\n* The text should explain that if stealing a phone and murder carry the same heavy sentence (e.g., death), a thief might choose to kill witnesses to reduce the chance of being caught, as there is no additional \"marginal\" cost for the more serious crime.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of marginal deterrence is missing.\n", + "\n**Does the text address the \"Substitution of Crimes\" problem?**\n\n* It should mention that extreme punishment for one type of crime might inadvertently encourage criminals to commit even more violent acts to cover their tracks.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this problem is missing.\n", + "\n**Is the role of \"Administrative Supervision\" in preventing crime included?**\n\n* The text should suggest that preventing crime is often more effective through strict management and supervision (e.g., real-name registration) than through heavy sentencing alone.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of supervision is missing.\n", + "\n**Is the \"Real-Name System\" example for the hotel industry mentioned?**\n\n* It should explain how the inability to check into a hotel without valid ID significantly deters criminals who are on the run.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify if the real-name system example is missing.\n", + "\n**Is the \"Skynet Project\" (天网工程) and AI recognition mentioned?**\n\n* The text should discuss how surveillance cameras and AI help police locate abducted children even in remote areas, increasing the \"probability of being caught.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of the Skynet Project is missing.\n", + "\n**Is the medieval \"Ordeal by Water\" (神判池) story included?**\n\n* It should describe the church's system where the \"guilty\" floated and the \"innocent\" sank in a pool.\n* It should use this to show how legal \"fairness\" is perceived differently across different eras (physics vs. law).\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what detail of the medieval story is missing.\n", + "\n**Does the text discuss the \"Future of a Crime-Free Society\"?**\n\n* The author should pose the question of whether a society without crime is possible and give the answer: \"Hard to say.\"\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what aspect of this future speculation is missing.\n", + "\n**Does the text conclude with the true purpose of preventing crime?**\n\n* It should emphasize that the ultimate goal of the legal system is to reduce the occurrence of crimes and protect society, rather than just satisfying a desire for retribution.\n\n Note: You only need to check whether the content exists; you do not need to verify its correctness.\n If **no**, specify what part of the conclusion is missing.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the opening slide accurately reflect the examples of legislative proposals mentioned by the speaker?**\nThe opening should mention Dong Mingzhu's proposal (10 years for stealing a phone, 5 years for not returning a found one) and Zhang Baoyan's proposal (increasing the penalty for trafficking women and children to 10 years or death).\n\n If **no**, specify if the specific proponents or their proposed sentences are misrepresented.\n", + "\n**Is the core logic of \"Severe Punishment\" (重刑主义) correctly stated as per the source?**\nThe slide should reflect the common belief: \"The heavier the punishment, the fewer people dare to commit crimes.\"\n\n If **no**, identify if the definition or the underlying logic is distorted.\n", + "\n**Does the slide deck accurately convey the results of the \"Strike Hard\" (严打) campaigns in China?**\nIt should reflect that while the 1983 campaign led to a short-term drop in crime, the crime rate rebounded significantly by 1985, suggesting that severe punishment only suppresses crime temporarily rather than eliminating it.\n\n If **no**, specify if the historical trend or the conclusion about the campaign's effectiveness is inaccurate.\n", + "\n**Is the \"Probability of Punishment\" vs. \"Severity of Punishment\" logic presented accurately?**\nThe slide should explain that potential criminals are more deterred by the \"high probability of being caught\" (probability) than the \"severity of the sentence\" (severity), using the logic of a \"risk-benefit\" calculation.\n\n If **no**, identify if the distinction between being caught and being punished heavily is blurred.\n", + "\n**Are the three main reasons why people commit crimes accurately listed?**\nThe checklist should ensure the slides mention:\n1. Impulsive crimes (lack of rational calculation).\n2. Cognitive bias (criminals always believe they won't be caught).\n3. Desperation (nothing left to lose, so the weight of the sentence is irrelevant).\n\n If **no**, specify which psychological or social factor is misstated or missing.\n", + "\n**Does the slide deck correctly explain the negative side effects of extreme penalties?**\nIt should capture the \"marginal deterrence\" (边际威慑) logic: if stealing a phone and murder both carry the death penalty, a phone thief has no incentive not to kill witnesses to cover their tracks.\n\n If **no**, specify if the concept of \"breaking a pot that's already cracked\" (破罐子破摔) or the risk to victims is omitted.\n", + "\n**Is the \"Skimming\" (撇脂效应) effect in law enforcement presented faithfully?**\nThe slide should explain that severe punishments might cause police to focus only on easy cases to meet quotas, leaving complex or high-risk cases unsolved.\n\n If **no**, specify if the impact on police efficiency or the selection of cases is misrepresented.\n", + "\n**Are the three modern \"weapons\" for reducing crime correctly identified?**\nThe slides should list:\n1. Non-cash payment systems (making robbery/theft harder).\n2. Credit systems (making it impossible to survive in society after a crime).\n3. SkyNet/Surveillance (increasing the probability of being caught).\n\n If **no**, specify if any of these technological solutions are missing or described incorrectly.\n", + "\n**Is the historical anecdote about the \"Ordeal by Water\" (神判池) in the Middle Ages accurately presented?**\nThe slide should describe the \"trial\" where the guilty would float and the innocent would sink, illustrating that what society deems \"fair\" changes with the progress of civilization and science.\n\n If **no**, specify if the \"float/sink\" logic or the purpose of the anecdote is distorted.\n", + "\n**Does the slide deck accurately reflect the speaker’s view on the ultimate goal of punishment?**\nIt should state that the fundamental goal of \"Severe Punishment\" is to reduce crime, but the speaker argues that prevention through technology and social systems is more effective than just increasing sentences.\n\n If **no**, identify if the speaker's stance on \"prevention over severity\" is missing.\n", + "\n**Is the \"Cost-Benefit\" calculation of a criminal correctly explained?**\nThe slide should reflect the formula: Expected Cost = Penalty Severity × Probability of being caught. It should emphasize that if the probability is zero, the severity doesn't matter.\n\n If **no**, specify if the mathematical relationship between severity and probability is misrepresented.\n", + "\n**Does the conclusion slide accurately restate the final message about social progress?**\nThe conclusion should reflect that as society advances (through science, technology, and rule of law), we rely less on \"cruel punishment\" and more on \"effective governance\" to ensure safety.\n\n If **no**, specify if the tone or the final takeaway about civilization's progress is altered.\n" + ] +} diff --git a/talk/ted_chinese/09/generation_task/statistics.yaml b/talk/ted_chinese/09/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..92afdc7b3ced951b53114e79613d76d4ce6be3a4 --- /dev/null +++ b/talk/ted_chinese/09/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/ted_chinese/09 +category: talk +input_metrics: + total_input_tokens: 9302 + generation_prompt_tokens: 2692 + materials_total_tokens: 6610 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 6610 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 12 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 24 + total_count: 54 diff --git a/talk/ted_chinese/09/material.md b/talk/ted_chinese/09/material.md new file mode 100644 index 0000000000000000000000000000000000000000..26ce65e86ad018634382f664eb25b70c4effac9b --- /dev/null +++ b/talk/ted_chinese/09/material.md @@ -0,0 +1,85 @@ +# 只要刑罚够重,就没人敢犯罪? + +法山 + +实际上今年我们TEDx的这个主题是#号键。我不知道大家看到#号键的时候是想到什么,反正我首先想到的就是微博热搜。 + +大家会发现,就是很多案件,它只要是上了微博热搜,无论是什么性质的案件,无论有多少评论,这些所有评论里面归结下来无非就是两个字:死刑。而我今天要和大家分享的就是关于这个重刑主义的一个问题。 + +我想先给大家举两个例子。第一个,是在去年两会的时候,我们全国人大代表,也是格力的董事长董明珠女士,她就提出了这样一个提案,立法建议,那就是偷盗手机的要判十年,捡到不还的要判五年。似乎只要这个立法通过了以后,那这个世界上或者至少我们国家就没有人会掉手机了,然后这个社会也就稳定了。 + +而第二个例子,同样也是在去年两会的时候,全国人大代表张宝燕女士,她也提了个建议,就是她认为目前我们拐卖妇女儿童罪的起刑点是五到十年,太低了。她认为应该调到十年乃至于死刑的这样一个程度。因为这样才能告慰被害者的心灵,同时也会达到惩戒犯罪分子的一个效果。 + +而这两个提议当时是引发了很多的讨论,同时也有争议的。不过无论是你支持也好,还是反对也罢,大家有没有发现他们背后有一个非常共通的逻辑,那就是——似乎刑罚越重就越没有人敢犯罪。而这句话其实上也是重刑主义最为通俗的一个说法。 + +这个说法到底有没有道理呢?其实上,在我国建国以来,曾经有过三次非常著名的关于这个重刑主义的社会实践,那就是严打。第一次严打是在八十年代初期的时候,我看在座很多可能都是中青年的朋友,不太了解,我通过两个故事来给大家介绍一下严打的过程。 + +第一个案子,是在四川泸州纳溪区的一个王姓的小伙儿,他在83年的时候,他就和自己的小伙伴一起走在大街上,突然就迎面走来一个长得非常漂亮的姑娘。然后他看了以后,他的那个狐朋狗友就直接给他打赌,就说:“你敢不敢过去亲那个姑娘一口?”也不知道是贪财还是好色,这个王姓小伙儿就真的过去亲了那个姑娘一口。这在法律的角度上来讲叫做猥亵。当众猥亵姑娘,情况非常严重,姑娘也就马上报警了。当时正值严打期间,所以警方迅速地就把他逮捕了。 + +所以大家猜这个王姓小伙最后被判了几年?没有判几年,直接判了死刑。 + +还有第二个例子就是迟志强案。迟志强他是在我国八十年代初期一个非常有名、非常红的演员。然后他在83年的时候,也是严打期间,在南京拍戏,拍一部叫《月到中秋》的戏。在拍戏期间呢,他就和当地的很多高干子女就一起开一个贴面舞会,然后舞会上放着邓丽君的歌曲。而最为有趣的是,他在开舞会的过程当中,就和其中一个姑娘在双方自愿的前提之下发生了性关系。这一点呢,在现在我们看来,可能就是在家里面蹦迪嘛,然后蹦得很开心了以后大家,对吧,该发生的自然就发生了。 + +但是万万没想到,可能是因为他声音太大还是怎么地,然后他的邻居就以进行聚众淫乱的活动为由,就直接向公安机关进行了报案。然后公安机关也很迅速,那个演员嘛,对吧?就还是直接把你带回南京来受审。而最后大家猜这个所谓的开聚众淫乱活动最后被判了多久呢?这个过分啊,死刑过分了。对,他最后判了四年,有期徒刑四年。而这个活动可能放现在,如果还是要以流氓罪定处的话,那可能是在夜店蹦迪的所有人都该抓起来。 + +所以在那个连强吻可能都会被判处死刑的年代,社会治安到底有没有变好呢?首先我要客观地说,确实是有变好。大家可以看到绿色的这三个部分,其实上就是三次严打期间,是有一个明显的在犯罪立案数上,是有个明显的洼地的。但是呢我也希望大家同时看到,在三次严打结束以后,社会的治安犯罪也会直线上升,马上就进行了一个反弹。 + +从此我们就可以看到,其实像严打可能并没有达到一个长效治理的那个初衷和目标。这个时候大家可能会说了,那没问题啊,我们就一直保持一个严打就可以了呀。 + +但大家有所不知啊,在严打的过程当中,在法律界,无论是学界也好,还是实务界也好,都发现严打可能存在以下很多问题,以下两个是最为明显的。第一个就是冤假错案不断发生。 + +相信前段时间大家都看过,很多朋友应该都看过一个电视剧叫做《沉默的真相》。然后里面呢有一个叫胡贵平的人,他冤案十年未雪。我相信很多看了这个剧的朋友会有很大的触动。但我想告诉大家的是,现实往往会比艺术来得更加悲凉。 + +比如说在1996年的时候,也就是第二次很明显的严打期间,在内蒙古呼和浩特有一个叫呼格吉勒图的一个人。在96年四月份的时候,内蒙古呼和浩特第一毛纺厂有一位女工,她在她们毛纺厂的公厕里面直接就被强奸杀害了。而在当晚,呼格吉勒图他就和他的小伙伴路过了那个公厕,同时也就看到那个被害者就趴在那个墙上已经死去了。于是他当时非常惊慌,就马上向公安机关进行了报案。 + +但是他万万没有想到的是,在他报案以后,警方就把作为报案人的呼格吉勒图当成最为具有犯罪嫌疑的那个人。于是,也对他马上对他进行了刑拘,同时也进行了刑讯逼供。然后就在一个月以后,一审就直接判处呼格吉勒图死刑。呼格吉勒图当时就表示了不服,马上进行了上诉。然后在六月份的时候,内蒙古高院就直接维持原判,对库格吉勒图同时也执行了死刑。而从他报案到最后被执行死刑总共不到62天。 + +而我要提醒大家的是,布克直路图在被执行死刑的时候,他还未满十八岁,只是十七岁。如果没有九年后的一起案件,那可能呼格吉勒图他一辈子,至少他死后,会终生被钉在一个强奸犯、杀人犯的一个耻辱柱上,而他依旧活着的那些亲人也会永远的抬不起头。 + +直到2005年,这个案件的真凶,外号“杀人恶魔”的赵志红落网了。他在落网以后,他就直接向警方坦率说,他说在96年到05年这长达九年的期间,他一共在呼和浩特等地连续作案二十余起。而那个在毛纺厂里面的一个受害的女工,其实就是他亲手所为。真凶落网,沉冤昭雪。 + +然后我们这个时候回过头来看,为什么当时警方会想方设法地把一个十七岁的小伙子来置于死地呢?当时原因是多种多样的,但客观上有一个外部原因就是正值严打期间,如果他们不迅速地把这个案子了结的话,就可能无法向当时的组织和社会有一个圆满的交代。当然在这个案子昭雪以后,当时的很多工作人员也都受到了处理。 + +第二个原因就是严打会使司法系统结构性失调,进而丧失公信力。大家有没有得过病?得过病的朋友请举手。好的,我承认我这个问题非常的奇怪。而我更奇怪的是只有几个人举手。大家都是哪咤。就是大家都得过病,都看过医生,对不对?如果你只是得了感冒,然后走过去,医生给你的建议是:我的建议是开刀。那这个医生可能是个兽医。 + +但是如果,对对对,而且如果说你得的是肿瘤,然后医生告诉你:啊,你这小问题,回去吃点三九感冒灵就OK了。必要的时候喝点绿豆汤啊。那其实上也是不合适的,对不对?治病如此,治罪亦然。 + +比如说我们举到刚才那个例子,假如全国人大真的认为董老师说的对,就把偷手机不还就判十年以上,你知道这个时候最先反对的是谁吗?可能是一些强奸案的受害者,因为他们想我被强奸了,然后那个加害人他只判了三年五年,可是你偷了手机就被判十年,难道我被强奸的这个伤害还不至于一个手机的一个价值吗?对不对?好,这个时候立法者说:“OK,没有问题,那就是强奸罪也一律判处死刑。这个时候谁会不满?故意伤害罪的就不满了,对吧?为什么强奸罪可以判死刑,而我故意伤害罪就只判七年十年。 + +所以到最后大家会发现什么?一句话,万物皆可死刑。而到这个时候会容易出现一个什么问题啊?你会发现从法律的角度来讲,偷手机和故意杀人是没有区别的。偷手机一死,故意杀人一死,横竖都是死啊,那临死还拉个垫背的,对吧?我偷了手机以后翻翻手机,昨天法山没回我微信,难受,捅了他再说,对吧?反正都是死嘛,对吧?因此就会出现这样一个非常重要的问题。 + +所以大家会说了,所以我们就不要刑罚了吗?那不是。我只是想要告诉大家,就是刑法它有两大作用:第一是惩罚的作用,第二个是预防犯罪的一个作用。但是片面地强调重刑,其实上并不能达到大家所想象的预防犯罪的一个结果。 + +而所以应该怎么做呢?一个意大利的法学家贝卡利亚,他曾经说过这么一句话,就是:刑罚的威力啊不在于它的严酷性,而在于它的不可避免性。比如说拐卖妇女儿童罪,我们如果即使定到死刑,对吧?逮一个就死刑一个,逮一个就死刑一个。但是我拐卖了一百个小孩子,都没有法律来追究,那徒法不足以自行,你判凌迟对我也没有影响。但是如果我们现在就是五到十年,对吧?我拐一个被捉一次,拐一个被判五年,对吧?那我又不是傻子,我为什么要同时又重复地踏入同一条河流呢? + +不过这个时候,大家会发现问题又来了,是什么呢?就是说如果一直这样做的话,大家都会很累。不仅犯罪分子会累,我们良民也会累。我就怕哪天一不小心犯一个微小的错误,然后就被抓掉。而警察同志也很累呀,对吧?我们那个公安局编制也就这么多,天天上刀山下火海的,这是我们警察同志干的事儿吗?是的。 + +但是我主观上很愿意,但是客观上人手就只有那么多,我一天只有二十四个小时,对不对?就很难。所以呢我想告诉大家的就是什么呢?片面地把所有问题的解决放在重刑上,放在一个法条的更改上,它不是一个灵丹妙药,它反而从另一种角度上来讲,会让我们忘记思考其他的事情,反而是一种懒惰。 + +所以我们正确的处理办法是什么?第一就是明确宽严相济的刑事政策,这个政策是在06年,也是第三次严打结束以后,我国提出来的。具体是什么意思呢?实际上也就是理论上来讲就是罪刑相适应,然后刑法阶梯性的这样一个分配。而通俗来说呢,就是如果你得了肿瘤,你就去开刀做化疗,如果你只是感冒,你就喝三九感冒灵。 + +而第二的话,就是你充分利用包括科学手段和教育手段的各种各样的办法来预防犯罪。比如说去年还有一个很著名的案子是吴谢宇案。吴谢宇,他是一个北大的学生,在2016年的时候,他就涉嫌杀害了自己的母亲,然后进行了逃遁。因为这个人反侦查能力特别强,所以警方一直没把他抓到。直到2019年的时候,他在重庆江北机场去送朋友,就刚进江北机场不到十分钟,警方就迅速地把他逮捕了。 + +为什么呢?因为当时有很多监控摄像头,然后包括现在监控摄像头,有的还存在AI那个人脸识别的一个功能,所以很快把他和通缉犯的那个名单结合起来,他就被逮捕了。而同样的,现在机场如此啊,酒店亦然,你现在去哪个地方去开房,是不是要你的身份证,是不是要你的那个人脸识别?那如果你犯了罪啊,你连房都开不了,太痛苦了。 + +还有第三点,就是那个天网工程。目前城市有很多的监控摄像头,慢慢的天网工程它会向农村来进行一个过渡,所以当有一天我们可以非常乐观地想象,在农村的地方也有很多摄像头乃至于AI识别,那就算被拐卖的那些孩子跑到很偏远的地方,那我们是不是警方也会很方便地来把他找到啊? + +而因此我最后想跟大家聊的就是,在预防犯罪,就是重刑主义其实让大家最根本的目的是啥?是为了降低犯罪,对不对?那在未来的某一天,我们可不可能存在这样一种情况,那就是,这个人类社会就没有犯罪行为?对于这个问题我们大开脑洞,我个人的答案是三个字“不好说”。 + +对,不好说。因为在中世纪,我告诉大家一个小故事,就是在中世纪的时候,中世纪的欧洲当时他们当地没有一个权威的政府机构来协调民众之间的矛盾,所以实际上他们的司法审判权大多数是在教会的手里面。而他们教会有一个非常神奇的制度叫什么呢?叫神判池制度。 + +这是什么意思呢?就是如果一个人他有重大的犯罪嫌疑,但是又没有确凿的证据的时候,教会的那帮人会把他干什么呀?把他投到一个池子里面,叫做驱魔池。如果这个人他真的是有罪的,那他就会从池子里面浮起来;这个人是无辜的,那他就会从池子里面沉下去。 + +而这一点在现今的我们看来,我们觉得是很可笑的,因为这似乎涉及的是一个物理学的知识,而不是一个法学的知识。对,但是对于当时的他们来说,这就是最公平的制度。为什么呢?因为人可能会犯错,但是神不会犯错,对不对?那同样的,我们目前来看,似乎有了更为先进的刑侦技术,乃至于更为科学的司法制度。但是当千百年后的人们来回过头来回顾我们这段历史的时候,他们会不会也觉得愚昧和可笑呢?毕竟我们现在也会有个别冤假错案的发生,同时也没有完全地杜绝犯罪的发生,对不对? + +所以大家有没有想过,就比如说我们举个例子,怎么样预防犯罪,就是在每个人大脑里面植入一块芯片啊,就当我们大脑里面一产生了犯罪的意识和思想的时候,这个芯片就会迅速地做出反应,并且采取有关措施。 + +我想告诉大家,这可能已经不再是科幻片了。在今年8月23日的时候,没有想到吧?我开始讲科技了。在今年8月23日的时候,就是特斯拉的老总马斯克,他开了一个他的新的初创公司叫Neuralink的一个发布会。他们的产品主要就是一块芯片。而这个马斯克他对这个芯片的一个最大的畅想就是,他在人脑里面植入这块芯片以后,我们以后不需要语言,通过意念就可以交流,就可以打星际争霸,我们可以通过这个芯片来储存和重放记忆。 + +而其中他提了一个非常关键的一点是什么呢?就是说这个芯片它理论上存在一种可能,就是刺激人类释放出包括催产素和血清素在内的很多激素。这意味着什么呢?就是我们人类的很多行为,包括犯罪行为和恋爱行为,很多时候从生物学的角度上来讲,就是各种激素来作用的结果。从这个结论来推导的话,我们可能会得出,安装这个芯片的人,在未来的某一天很有可能就会控制我们恋爱,控制我们犯罪,乃至于控制我们不犯罪。 + +大家期待那一天的到来吗?就是当有一天你突然发现这个社会上一定数量的犯罪行为,是我们作为一个人,作为一个有独立意志的个体所必须承担的代价的时候,你愿意接受这些犯罪行为的产生吗?这个答案我不知道啊。 + +但是我基本上可以确定的就是,如果有一天当这个社会真的没有犯罪行为了,那可能就是我们人失去人作为一个人的意义的那一天。因为我们每个人体内其实上都有恶的基因,正如同我们每个人体内都有善的基因一样。 + +不要把鸡蛋放到同一个篮子里面,重刑主义不是唯一的出路,我们还有更多降低犯罪行为的路可以走。谢谢大家! \ No newline at end of file diff --git a/talk/ted_chinese/10/generation_task/instructions.md b/talk/ted_chinese/10/generation_task/instructions.md new file mode 100644 index 0000000000000000000000000000000000000000..35f019d035c4d52213ee94690e01623d2f538c78 --- /dev/null +++ b/talk/ted_chinese/10/generation_task/instructions.md @@ -0,0 +1,96 @@ +请制作一套用于公开演讲的中文幻灯片,仅基于我提供的演讲稿,不允许引入讲稿之外的事实性内容。 + + +--- + +# **约束** + +你制作的幻灯片必须满足以下约束,否则将被认为是不正确的。 + +## **1. 内容结构** + +幻灯片必须含 **11-15** 页幻灯片。 + +幻灯片必须按以下顺序包含以下各部分(每个部分的页数可根据需要自行确定)。 + +1. **开场:职业偏见与冲突张力** + + * 律师职业“不受待见”的古今例子(邓析;莎士比亚台词)。 + * 抛出主旨:为什么我们要善待律师/为什么律师重要。 + +2. **核心问题 1:为什么“坏人”有权获得辩护?** + + * 原因 A:好坏并不总是泾渭分明(电车难题)。 + * 原因 B:审讯场景中“好人更可能在压力下说谎/自愿认罪”的机制(聂树斌案 + 日本心理学者与“自白的心理学”概念)。 + +3. **核心问题 2:什么样的律师才称职?什么样的辩护才有效?** + + * 引入布兰代斯(人民的律师/人民的法官)与两点忠告(“人民公敌说”;法律外论证)。 + * 强调法律是实践理性:看一个律师是否靠谱,要看其真实办案表现(裁判文书网检索思路)。 + +4. **核心问题 3:有效辩护谁受益?** + + * 受益方 A(被告/被害人):聂树斌案反证——错杀无辜导致真凶逍遥,被害人家庭遭受二次伤害。 + * 受益方 B(公检法):演讲者以“前检察官”身份指出,律师是防止权力任性的“镜子”。 + * 受益方 C(社会大众):我们不是“吃瓜群众”,律师保护每个人免于冤狱。 + +5. **结尾升华** + + * “兼听则明”“免于冤狱”“公正有尊严的幸福生活”的收束。 + * 以祝愿和感谢结束。 + +--- + +## 2. 内容约束 + +* 全部使用中文(讲稿中引用的其他语言的原句可作为引用保留)。 +* **忠实于源材料**:仅使用源材料中提供的信息,不得虚构额外事实内容,不得修改、歪曲或重新解释原有观点或结论。 +* **准确性**:所有内容必须事实准确,尤其是定量信息和事实性内容。 +* **简洁性**:使用简短、精炼的表述,避免冗长段落。重点概括关键信息和事件,不做过度展开。可使用要点列表以增强清晰度;如使用列表,每页不超过 6 个要点。 +* **足够深度**:避免过度简化。在保持对普通受众友好的同时,幻灯片需传达核心思想、关键里程碑和有意义的洞见。不得将内容降格为口号式或仅停留在高层概述;每页都应有明确且实质性的结论或要点。 +* **逻辑流畅**:幻灯片应呈现清晰的叙事结构,确保时间线和事件推进清楚连贯(如适用)。 +* **信息相关性**:不得添加无关内容。 +* **代码与标记格式**:除非必要,避免使用原始 LaTeX 或 Markdown 代码。 + +## 3. 视觉与设计 + +* **图片**:应包含相关图片。图片需为高质量、标注清晰,并与内容高度相关。 +* **图表与示意图**:在需要时使用合适的图表和示意图(如示意图、流程图、表格、统计图等),以可视化方式呈现和澄清信息——尤其是叙事时间线和数值型细节(如定量数据),而非仅依赖文字说明。 + * 若幻灯片包含图表或图形,须确保所有视觉元素均有清晰标注(如坐标轴标明、单位注明、必要时包含图例,并在需要时对数据点进行说明)。 + * 适当加入**图表或示意图说明文字**,例如:“该图显示专有模型的性能优于开源权重模型。” +* **可读性**:使用清晰易读的字体,避免画面拥挤;文字大小应便于阅读。 +* **视觉平衡**:合理平衡文字与视觉元素,确保投影展示时易于理解。 +* **版式布局**:保持简洁、专业的版式设计,合理使用字体、颜色和格式。 +* **风格一致性**:整套幻灯片应遵循统一、连贯的视觉风格。 +* **信息负载**:每页幻灯片避免信息过载,以保证可读性。 + +## 4. 文本质量 + +* 所有生成的文本必须清晰完整,不得出现缺字、错字或错误用词。 +* 全文在拼写、语法和排版方面须保持准确、规范。 + +## 5. 技术一致性与准确性要求 + +* 若幻灯片中使用散点图、折线图或雷达图,须确保**每一个数据点**都与所提供材料中的对应数据**完全一致**。注意,不仅图形走势要一致,数值本身也必须**精确相同**。 +* 必须在幻灯片中呈现材料中的关键定量信息。换言之,演示内容不仅要讨论材料的思想和结论,还需展示具体的定量细节(如统计数据、实验结果等)。 +* 确保所有定量信息的准确性。 +* 幻灯片中可以包含仅用于概念说明的数据;但如使用此类数据,必须在对应页面**明确标注**哪些数据为概念性示例,而非材料中实际报告的数据。 +以下为中文翻译(已统一为中文表述): + + +## 6. 演示语气与受众 + +* **语气:** + * 语气应当信息充分且保持尊重,避免过于学术化的表达、冗长段落和过度正式的风格,也应避免不必要的啰嗦。 + * 契合口头演示:内容应有助于现场讲解,强调停顿、对比以及清晰的要点或结论(如“关键点在于……”“因此……”“主要结论是……”等)。 + * 整套幻灯片应保持语气一致。 +* **受众:** + * 演示应面向对该主题具备基础至中等水平认知的受众。 + * 不宜使用过多专业术语;如确需使用,应以通俗语言对关键术语进行清晰解释。 + + +--- + +# 输出要求 + +* 一套满足以上所有约束条件的**完整的幻灯片**。 diff --git a/talk/ted_chinese/10/generation_task/judge_prompt.json b/talk/ted_chinese/10/generation_task/judge_prompt.json new file mode 100644 index 0000000000000000000000000000000000000000..b28e14c267459e308bdfec08532ff9c9f7fff0ba --- /dev/null +++ b/talk/ted_chinese/10/generation_task/judge_prompt.json @@ -0,0 +1,33 @@ +{ + "material_dependent_checklist_1": [ + "\n**Is there an opening slide (or opening section) that introduces professional prejudice or social hostility toward lawyers?**\n\n* The opening should reference:\n * Historical or cultural hostility toward lawyers in China, e.g., Deng Xi (邓析), and/or\n * Cultural hostility in the Western tradition (e.g., Shakespeare’s quote).\n* The purpose should be to establish tension or bias against the legal profession.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**, specify what aspect of the opening context is missing.\n", + "\n**Does the opening clearly introduce the central theme or guiding question of the talk?**\n\n* The theme should explicitly raise the question of:\n * Why lawyers matter, or\n * Why society should treat lawyers fairly / kindly.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what thematic statement is missing.\n", + "\n**Is there a dedicated section addressing Core Question 1: “Why do ‘bad people’ have the right to legal defense?”**\n\n* This section should exist as one or more slides clearly focused on this question.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify whether the entire question or part of it is missing.\n", + "\n**Within Core Question 1, is the moral ambiguity argument included?**\n\n* The slides should reference:\n * The difficulty of clearly distinguishing good and evil, and\n * The trolley problem as an illustrative example.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what element is missing.\n", + "\n**Within Core Question 1, is the interrogation and false confession argument included?**\n\n* The slides should reference:\n * The Nie Shubin (聂树斌) case, and\n * The idea that “good people” may be more vulnerable under interrogation pressure.\n* The concept of “the psychology of confession” should be present (explicitly or implicitly).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what content is missing.\n", + "\n**Is there a dedicated section addressing Core Question 2: “What makes a lawyer competent, and what makes a defense effective?”**\n\n* This section should exist as one or more slides clearly focused on lawyer competence and effective defense.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what is missing.\n", + "\n**Within Core Question 2, is Louis Brandeis introduced as a key example?**\n\n* The slides should mention:\n * Brandeis’s dual identity (lawyer and judge), and\n * His reputation as “the people’s lawyer” / “the people’s judge”.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what information about Brandeis is missing.\n", + "\n**Within Core Question 2, are Brandeis’s two core ideas included?**\n\n* The slides should reflect:\n * The “people’s enemy” warning (law beyond pure legal formalism), and\n * The importance of extra-legal argumentation (economics, society, human reality).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify which idea is missing.\n", + "\n**Is the idea of law as practical reason (rather than purely theoretical knowledge) included?**\n\n* The slides should convey that:\n * Legal competence depends on real practice and case performance, not only academic credentials.\n* Reference to case records or practical evaluation (e.g., court judgments) should be present.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what aspect of practical reasoning is missing.\n", + "\n**Is there a dedicated section addressing Core Question 3: “Who benefits from effective legal defense?”**\n\n* This section should exist as one or more slides clearly focused on beneficiaries beyond the defendant.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what is missing.\n", + "\n**Within Core Question 3, are the three beneficiary groups all covered?**\n\nThe slides should include all of the following:\n\n* **Defendants and victims** (e.g., revisiting the Nie Shubin (聂树斌) case and its consequences),\n* **Judicial authorities** (police, prosecutors, judges, with the “mirror” metaphor),\n* **The general public** (protection from wrongful conviction).\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify which beneficiary group(s) are missing.\n", + "\n**Does the slide deck include a clear closing or ending slide?**\n\n* The ending should:\n * Offer a closing reflection, wish, or expression of thanks, and\n * Clearly signal the end of the presentation.\n\n Note: You only need to check whether the slides contain the required contents; you do not need to verify their correctness.\n If **no**,, specify what is missing from the ending.\n" + ], + "material_dependent_checklist_2": [ + "\n**Does the opening slide accurately reflect the core theme stated in the source speech?**\nThe opening should clearly convey the central question (e.g., why lawyers matter / why society should treat defense lawyers fairly), without introducing new interpretations or reframing the theme.\n\n If **no**, specify how the opening misrepresents, dilutes, or adds to the original theme.\n", + "\n**Are all historical or cultural references (e.g., Deng Xi, Shakespeare’s quote) presented exactly as in the background material?**\nThis includes identities, time periods, quotations, and the intended rhetorical role they play in the speech.\n\n If **no**, specify which reference is misstated, misquoted, or taken out of its original context.\n", + "\n**Does the slide deck correctly preserve the logical structure of the three core questions raised in the speech?**\nThe slides should accurately reflect:\n\n1. Why “bad people” still deserve defense\n2. What constitutes competent and effective legal defense\n3. Who ultimately benefits from effective defense\n\n If **no**, identify which question is omitted, merged incorrectly, reordered, or logically distorted.\n", + "\n**Are illustrative examples and thought experiments (e.g., the trolley problem) described consistently with the source speech?**\nThe role of each example should remain explanatory rather than evaluative or conclusive beyond what the speaker states.\n\n If **no**, specify where the example is oversimplified, over-interpreted, or altered in meaning.\n", + "\n**Is the presentation of real cases (e.g., the Nie Shubin case) factually consistent with the background material?**\nThis includes:\n\n* The sequence of events\n* The conclusions drawn\n* The purpose of citing the case (illustrative, not investigative)\n\n If **no**, specify which factual elements, causal claims, or conclusions are inaccurate or exaggerated.\n", + "\n**Are all references to psychological or legal concepts (e.g., “psychology of confession,” interrogation pressure) faithful to how they are introduced in the speech?**\nThe slides should not expand these concepts beyond what is explicitly stated.\n\n If **no**, identify any added explanations, implied mechanisms, or external interpretations not supported by the source.\n", + "\n**Is Louis Brandeis correctly characterized in terms of identity and role?**\nThis includes:\n\n* His dual identity as lawyer and judge\n* The purpose of invoking his example\n\n If **no**, specify which attributes, claims, or implications are inaccurate or unsupported.\n", + "\n**Is Brandeis’s “People’s Enemy” warning presented accurately and without reinterpretation?**\n\nThe slide(s) discussing Louis Brandeis should correctly present his warning that a legal professional who focuses solely on legal texts, while ignoring broader social, economic, cultural, and human realities, risks becoming an enemy of the people.\n\n* If **no**, specify:\n\n * Whether this idea is **missing** or **incorrectly stated**;\n * Whether the warning is **oversimplified**, **generalized**, or **expanded beyond** what is stated in the source speech;\n * Whether additional interpretations or moral judgments are introduced that do not appear in the background material.\n", + "\n**Is Brandeis’s argument for the necessity of extra-legal reasoning presented accurately and faithfully to the source speech?**\n\nThe slide(s) should correctly present Brandeis’s view that effective legal advocacy may require reasoning beyond statutory law, as illustrated in the speech by the example involving labor disputes and the consideration of social and human factors.\n\n* If **no**, specify:\n\n * Whether this idea is **missing**, **merged with other arguments**, or **factually distorted**;\n * Whether the illustrative example is **misrepresented** or used to support claims not made in the source speech;\n * Whether the scope of “extra-legal reasoning” is **broadened beyond** what the speaker explicitly describes.\n", + "\n**Are the benefits to defendants represented exactly as argued in the source speech?**\n\nThe slide(s) should accurately reflect how effective legal defense benefits defendants, as described in the speech (e.g., protection against wrongful conviction and unfair procedures), without adding new claims or altering the speaker’s reasoning.\n\n* If **no**, specify:\n\n * Whether any benefits are **misstated**, **exaggerated**, or **omitted**;\n * Whether additional benefits are introduced that are **not claimed** in the source speech.\n", + "\n**Are the benefits to victims represented exactly as argued in the source speech?**\n\nThe slide(s) should accurately present the argument that effective defense can also benefit victims, particularly through preventing miscarriages of justice that allow the true perpetrator to remain at large, as illustrated in the speech.\n\n* If **no**, specify:\n\n * Whether the causal relationship between defense and victim outcomes is **misrepresented**;\n * Whether benefits to victims are **oversimplified**, **reversed**, or framed in a way inconsistent with the source speech.\n", + "\n**Are the benefits to judicial institutions and the public represented exactly as argued in the source speech?**\n\nThe slide(s) should correctly reflect how effective legal defense benefits judicial institutions (e.g., police, prosecutors, courts) and the public, as described by the speaker, including the role of defense as a check on power and a safeguard against arbitrary enforcement.\n\n* If **no**, specify:\n\n * Whether the beneficiary groups are **merged**, **confused**, or **misattributed**;\n * Whether the causal direction or institutional roles are **altered** from the original argument.\n", + "\n**Does the conclusion slide accurately restate the final message and closing tone of the speech?**\nThe conclusion should reflect the original closing logic (e.g., dignity, justice, freedom from wrongful conviction) and avoid introducing slogans or summaries not present in the speech.\n\n If **no**, specify how the conclusion diverges in content or tone.\n", + "\n**Does the slide deck accurately reflect the speaker’s evaluative stance, without injecting new judgments or normative claims?**\nSlides should preserve the speaker’s conclusions (e.g., lawyers as safeguards against wrongful conviction) without intensifying, softening, or moralizing beyond the original wording.\n\n If **no**, indicate where additional value judgments or altered emphases appear.\n", + "\n**Does the slide deck strictly avoid introducing facts, examples, statistics, or interpretations not present in the background material?**\n\n If **no**, list any fabricated, extrapolated, or externally sourced content and indicate the slide(s) where it appears.\n" + ] +} diff --git a/talk/ted_chinese/10/generation_task/statistics.yaml b/talk/ted_chinese/10/generation_task/statistics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aac2c01bf779554555198fad9fce9314cfe8f28f --- /dev/null +++ b/talk/ted_chinese/10/generation_task/statistics.yaml @@ -0,0 +1,24 @@ +case_path: talk/ted_chinese/10 +category: talk +input_metrics: + total_input_tokens: 8074 + generation_prompt_tokens: 2254 + materials_total_tokens: 5820 + material_count: 1 + pdf_total_pages: 0 + file_details: + - name: material.md + tokens: 5820 +checklist_counts: + common: + details: + Presentation Fundamentals: 13 + Visual Design and Layout: 17 + sum: 30 + specific: + details: + Content Completeness: 12 + Content Correctness: 15 + Content Fidelity (per-slide-deck dynamic): 0 + sum: 27 + total_count: 57 diff --git a/talk/ted_chinese/10/material.md b/talk/ted_chinese/10/material.md new file mode 100644 index 0000000000000000000000000000000000000000..71a2c9a6801db08b6f9a0f179607c7dc6920a351 --- /dev/null +++ b/talk/ted_chinese/10/material.md @@ -0,0 +1,55 @@ +# 有一种律师,专为“坏人”辩护 + +李永红 + +提到律师这样一个职业,古今中外,这个职业非常不受待见。我们国家律师业的鼻祖,他的名字叫邓析,他生活在春秋时期的郑国,这个人对中国成文法的生成与发展做出了卓越的贡献,但问题是,当时的国君他绝度不这么认为。他认为,原来没有法律,我统治我的臣民非常地省心;自从有了法律,尤其是邓析这个人,“以是为非,以非为是,是非无度。操两可之说,设无穷之辞” ,导致郑国“民口欢哗”,国家大乱。最后邓析招来了杀身之祸,所以律师这个职业在中国一产生,第一个人,他的结局就是不幸的。 + +无独有偶,在西方,有一个著名的戏剧大师叫莎士比亚,他竟然在一个剧本当中通过一个角色的嘴巴讲出了一句匪夷所思、耸人听闻的令人恐怖的一句话,这句话就是“我们的第一要务就是干掉所有的律师!”(The first thing we do, let’s kill all the lawyers!)我在想,他有多么大的仇恨呐!为什么会这样? + +但是今天我要和大家分享的是:如果我们希望过上一种公正的有尊严的幸福生活,在很多的场合真的需要律师的帮助。 + +首先,我们来解决一个问题:“坏人”为什么有权获得辩护? + +我们现在每天早上起床前要看手机,睡觉的时候我们也要看手机,因为有太多的新闻发生,我们都要关心它。我们会发现,在这个美好的社会,有很多洞穿人类良知底线的事件发生。这些坏人坏事,我们恨不得让他就地正法,可是事实是,这些人,他必须经由一个正当程序,在有辩护的情况下让他接受惩罚。 + +为什么非要这样?原因有两个。第一,好与坏是那么简单地能够区分,就像泾渭那么分明吗?我给大家举一个例子。大家在网络或者是传统媒体的阅读当中,都可以了解到这样一个难题叫“电车难题”。它是设想的一个虚拟的情形,但是这种案件却经常发生。有一个高速行驶的电车,它的前方轨道上有五个工人正在劳动,而另外一个轨道上只有一个人。那么这个电车刹车失灵了,而在电车的前方有一个扳道工,在三秒的时间他必须做出一个决定:如果他扳道,让电车走向另外一个轨道,只轧死一个人;如果他不扳道,这五个人都将死于非命。在这三秒钟他做出一个决定,扳道,毕竟死一个比死五个更好。可是事发后,他再也没有想到警察找上了门,因为他的罪名是故意杀人。如果你是那个扳道工,你如何为自己辩护? + +第二个问题就是在审讯的场合,好人和坏人谁更容易说谎? + +这里有个惨痛的案例,就是聂树斌。一个二十岁的年轻人最后被判处了死刑,其实他既没有犯强奸罪,更没有杀人,可是他非常不幸。 + +他跟我小时候一样,他喜欢在夏天穿一件蓝色的背心,骑一辆28寸的自行车。而恰恰在1994年8月底,在河北省石家庄市西郊的一个地方,有一个女工叫康菊花,她失踪了,三天后,人们在玉米地里发现了高度腐败的尸体。公安机关初步判断是一个凶杀,开始征集破案的线索。有一个村民反映在案发前后,有一个青年穿着蓝色的背心,骑着28寸的自行车,在现场出现过。然后公安开始在现场守候,守了二十多天。到1994年9月23日,聂树斌穿着蓝色的背心,骑着28寸的自行车,出现在现场,他就被捉拿归案了。五天后他交代,康菊花是他强奸的,是他杀害的。第二年,聂树斌来不及过自己20岁的生日,就被执行了死刑。 + +剧情反转了,尽管反转得没有那么快。十年后,有一个作恶多端的杀人犯在河南归案了,他的名字叫王书金。又过十年,2016年,最高人民法院经过长期的审查和再审,最终判决确认聂树斌既没有强奸,也没有杀人,可是他已经在20年前被枪毙了。 + +那么我们现在好奇的是:聂树斌为什么要在1994年9月28号的那一天交代自己根本没有犯的罪呢?各位,你们都知道,判决书已经写了因为警察可能打了他,可是我现在要告诉大家一个大家不得不警惕的更加令人恐惧的一件事,就是:如果警察不打你,你是一个好人,你就一定能够守住自己的底线,不说假话吗?不是的。 + +有一个日本的心理学者,名字叫浜田寿美男,他写了一本小册子叫《自白的心理学》。在这本小册子当中,他走访了四个无辜的刑事案件的受害人,刑事案件的被告人。这四个人既没有杀人,也没有盗窃,更没有抢劫,什么坏事都没干过。他们的职业是普通的市民、幼儿园的教师等等,跟我们在座的各位没有任何两样。可是这些人最终都因为杀人盗窃等等罪名被定罪判刑。在十年到二十年以后,这四个人都被平反昭雪。后来人们发现,警察在询问这四个人的时候根本没有刑讯逼供,可是这四个人都自愿地做出了口供,原因何在?心理学者经过详细的访谈,最后得出一个结论,也就是说, 在审讯的压力“场”,一个有心理准备的坏人不一定会交代对自己不利的事情,但是一个毫无经验的没有任何心理准备的好人,面对林林总总指向自己的那些犯罪的证据,他无法为自己辩白,最后只能承认他没有犯下的罪行,所以这就叫自白的心理学。 + +那么各位,如果我们仅仅因为穿着和真凶一样的背心,骑着一样的自行车,或者是我们仅仅因为和真凶长得太像,抑或是报案的人他看错了人,我们无辜地成为那个倒霉的犯罪嫌疑人,我们谁能挽救我们?那么这个时候就需要有一种力量,这种力量一定要介入到刑事诉讼当中,去对抗警方可能发生的非法取证,去和检察官的刑事指控进行抗辩,然后让法官做出公正的裁判。那么这种力量就叫“辩护”,那么为大家提供辩护服务的这种专业人员就叫“刑辩律师”。 + +好,我们解决了为什么坏人需要辩护,接下来我们看第二个问题,就是什么样的律师才是称职的?什么样的辩护才是有效的? + +我相信我们在座的各位,我们的亲朋好友,也难免会碰到经济的纠纷,甚至会涉嫌刑事诉讼。我们要去找律师,怎么样才能找到令我们放心的律师呢?在这里,我想给大家介绍一个一百年前美国的一个著名的法律人,这个法律人的名字叫布兰代斯(Louis Brandeis) 。他曾经做过35年左右的律师,后来又在最高法院做过二十几年的法官,他是美国最有地位的九个大法官之一。他有两个桂冠,一个是做律师的时候被美国人封为“人民的律师”,不管左派还是右派,官方还是民间,都称他为“人民的律师”;他成了法官以后又被封做“人民的法官”。他是在资本主义国家呀,不像我们国家,人民法院,但他就是有这个头衔。为什么?因为布兰代斯不管是做律师、做法官,都与众不同。 + +那么布兰代斯对我们的忠告有两句,第一句:人民公敌说。什么意思?他告诉以法律为业的人:你要成为一个卓越的法律人,你要实现法律的正义,你不能仅仅只研究法条,你还应该研究法条背后的经济、政治、文化、科技,包括我们Chen Li教师研究的人类学;这些都要构成你洞察世事,然后了解世道人心,这样一个知识的背景。一个只研究法条,不研究经济和社会的法律人,极有可能成为人民公敌,因为法律只是生活的形式,形式装的是内容,但是形式经常背离内容。所以一个负责任的人,不能让自己的工作停留于逻辑的推演,应该把当事人,包括被告人、被害人,当成有血有肉的活生生的跟我们一样的人。是否公道,换位思考,当我们在判决别人的时候,我们自己早晚有一天也可能是潜在的被告人。所以我们说,要做一个优秀的律师,就不能仅仅止步于法条。 + +那么布兰代斯还告诉我们,一个疑难的纠纷,要想把它处理好,你必须要做法律外的论证。比如说,布兰代斯在代理一个怀孕的女工和老板之间的劳资合同纠纷的时候,当时的美国对劳资双方的纠纷使用普通的合同法,它根本不考虑这个女工已经怀孕了。她不可能像一般的男士或未怀孕的女工那样,八个小时每一分钟都在机器面前操作,怀孕的人她肯定需要休息,可是资本家就要解除她的劳动合同,要扣她的工资和奖金。这个时候布兰代斯代理这个案件,他找了心理学家、社会学家、然后各种各样的各个领域的专家来论证:一个怀孕的女工,她固然和其他工人,地位是平等的,但是她需要特殊的照顾。然后他做了大量的论证,最后被法官采纳,因此他对个案的代理推动了社会的进步。后来他成为最高法院的法官,当然这更加方便了。所以这个布兰代斯的诉讼要点成为我们全人类司法诉讼文化的一个优秀的成果。 + +那么问题是,我们现在的法学教育培养了一批又一批的学士、硕士和博士,那么这些人对法律的研究堪称专家,但是,他们能不能为你带来有效的辩护? + +我个人的建议是,在两千年以前,亚里士多德对知识的分类已经把法律归为实践理性。一个汽车专业的博士如果没有扶过方向盘,没有在初中文化的驾校教练的耳提面命之下,一个博士照样不会开车。所以法律也必须要实战,因此,我们说,我们现在是大数据的时代,我们要发现一个律师他是不是符合你心中的期待,很简单,到中国裁判文书网,那些无以计数的那些案例,你以他的名字作为关键词去检索他曾经代理或者辩护过的案件,到底做了什么样的工作?提出什么样的意见?有没有被法官采纳?最终这个案件有没有沿着对他的当事人有利的方向去推进?当然不是说一个优秀的律师,每个案件必然胜诉,但是,如果说,这个过程当中他根本就不负责任,没有提出应该提出的意见,那么这个律师肯定是不称职的。 + +好,那么我们解决了坏人为什么要辩护,什么人才能提供有效的辩护,最后我们看,如果一个称职的律师提供了有效的辩护,那么谁从中受益? + +我们一般的常识是,谁花钱雇这个人,那么这个受雇的律师肯定是为委托人的利益服务,他不可能去给案外人服务。如果是那样的话,那我们就低估了律师辩护的价值。据我的经验,律师的辩护有三个方面的好处,有三个群体从中受益,除了被告人,除了我们所理解的那个坏人,还包括好人,被犯罪侵害的好人,他也会从被告人辩护人的辩护当中受益。 + +为什么?很简单。我们再回到聂树斌的案件,康菊花在1994年8月底被杀害的时候,家人是多么的痛苦,我们可以想象,在1994年9月28号,聂树斌交代是他杀死了康菊花,1995年被枪毙,康菊花的家人受伤的心灵得以抚慰,然后混乱的生活归于平静。可是十年后,人们发现聂树斌不是真凶,康菊花的家人原本已经安宁的生活重新回到了原点:谁杀死了我的家人康菊花?二十年后最高法院把聂树斌平反了,康菊花,到底是谁剥夺了她的生命呢?正义有没有实现呢?所以我们回到原点,如果当年的聂树斌就能得到有效的辩护,阻止公检法把这样一个无辜的青年当成一个背锅者去枪毙,那么有可能倒过来促使公安机关加大侦查力度,去找到那个真凶,那么这其实倒过来,对那个死者康菊花,也是有利的。 + +可是地球不能倒转,我们没办法去假设,但是教训留给了我们。所以我们一旦被犯罪所侵害,我们到法庭上去旁听,如果对方的当事人/被告人有一个律师在那里巧舌如簧,在那里说被告人无罪,我们作为被害人的家属,我们可不可以去围攻这个律师呢?不可以。因为也许这个律师讲了真话,也许这个律师的辩护是对的。你没有证据,你怎么可以仅仅因为他站在你的对立面,你就要去围攻他呢?不管是官方还是民间都要善待律师。 + +第二个我要讲的受益的群体是公检法的办案人员。我在28岁的时候就在我们浙江的某一个区当了副检察长,我记得那个时候我是全省唯一一个年龄不超过30岁的副检察长。我分管的是批捕起诉、签发逮捕令、把有罪的人提起公诉。管这个工作,我干了13年。那么,直到我离开检察院,到了学校教书,然后又兼职做刑辩律师,就是那句话,“是否公道,换位思考”,我才忽然发现律师的辩护对检察院的检察官、对法院的法官、对公安的警察,其实也是有好处的。我们说律师就是主权者——人民、国家——人为制造的一个对立面,他就像面镜子树在公检法的面前,让警察、检察官通过这样一个镜子来正正自己的衣冠,不要用非法的手段去取证,不要伤害任何一个无辜的人。他可以让法官听到不一样的意见,那么一个案件,有罪的、罪重的意见由检察官来告诉法庭,他是告状的,那么无罪的和罪轻的意见由律师来告诉法官,那么兼听则明,公正就容易实现。 + +那么最后,我们知道,我们一般的观众,我们并不是吃瓜的群众。我们围观自己的同胞所发生的这种不幸,我们一定要设想,有一天我们可能和他是一样的。所以律师的有效辩护不仅仅是对被告人、被害人,不仅仅是对公检法,其实最终让我们生活在这个社会的每一个成员都能够享有同等的司法公正,然后让我们免于冤狱的这种困扰。如果没有律师的辩护,那么一个无辜者有可能成为任性执法的牺牲品,而这是最大的不幸。 + +各位,借这个讲台,我衷心地期待各位一生平安,各位都能够享受到美好的公正的没有恐惧感的幸福生活。谢谢大家!