data_source
stringclasses
1 value
prompt
listlengths
1
1
response
stringclasses
1 value
reward_model
dict
ability
stringclasses
1 value
extra_info
dict
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**GPT-3**: A language model that performs new tasks based on prompts via in-context learning.; A large pretrained language model use...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 51, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Cross-Entropy Loss Function**: A loss function used to train the binary classifier for detecting unauthorized data usage.\n\n## Re...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 638, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 80: matterport3d_dataset, habitat-matterport_3d**: nan\n\n## Relevant Research\n**Semantic Cluster 84: observatio...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 729, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**RGB-D SLAM**: A technique that combines RGB images with depth data to create spatial maps and assist in localization.\n\n## Releva...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 357, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Historical AI Systems**: BACON, Adam, Eve, SINDY, and DSR, which represent pioneering systems in automated scientific discovery, h...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 500, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**10. MultiAttn**: A multimodal fusion model based on bidirectional multi-head cross-attention layers.\n\n## Relevant Research\n**GM...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 333, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Otter**: A large vision-language model trained using the MIMIC-IT dataset, demonstrating proficiency in multi-modal perception and...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 396, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**LAW OF VISION REPRESENTATION IN MLLMS**: nan\n\n## Relevant Research\n**Adapter** - Key concepts: Adapter\n**Deepeye** - Key conce...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 18, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Zero-shot performance**: The ability of a model to perform tasks without prior examples or fine-tuning for those tasks.\n\n## Rele...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 583, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 21: deep_reinforcement_learning, reinforcement_learning**: nan\n\n## Relevant Research\n**VGT** - Key concepts: V...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 670, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Content Prior**: Method that utilizes the first frame as a reference for generating subsequent video frames to improve consistency...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 83, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**LoRA**: A parameter-efficient fine-tuning method for improving model training.; Low-rank adaptation, a method to fine-tune LLMs by...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 61, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**In-context learning**: The ability of a model to learn from a few examples presented in the input without modifying its parameters...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 290, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**COIN**: Comprehensive instructional video dataset with various tasks.\n\n## Relevant Research\n**Key Information Extraction (KIE)*...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 446, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Truthfulness Measures**: Metrics assessing the honesty of information generated by LLMs.\n\n## Relevant Research\n**Mean Opinion S...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 182, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**MA-LMM**: Memory-Augmented Large Multimodal Model for long-term video understanding.\n\n## Relevant Research\n**Knowledgeable Prom...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 443, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**SISR**: Symplectically Integrated Symbolic Regression, a technique for learning physical governing equations using deep symbolic r...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 499, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Boolean-based injection**: A method of SQL injection that uses Boolean operations to bypass original query conditions.\n\n## Relev...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 223, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Zero-Shot-CoT**: Generating CoTs without demonstrations, using a prompt like \"let's think step by step\".\n\n## Relevant Research...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 423, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Framework**: nan\n\n## Relevant Research\n**EXAMINEE** - Key concepts: EXAMINEE\n**StyleGAN2** - Key concepts: StyleGAN2\n\n## Tas...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 786, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Referring Navigable Regions (RNR)**: A task aimed at localizing navigable regions in response to linguistic commands.\n\n## Releva...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 609, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**ConceptNet**: A semantic network that provides various relationships between concepts.\n\n## Relevant Research\n**Normalized Dynam...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 327, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Multi-branch cross-modal pre-training**: Training framework learning correspondences between visual, auditory, and textual modalit...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 442, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 54: longformer, multi-head_attention**: nan\n\n## Relevant Research\n**Balanced accuracy** - Key concepts: Balanc...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 703, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**PopQA Dataset**: A dataset designed for fact completion tasks.\n\n## Relevant Research\n**Vision-to-Language Adapter** - Key conce...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 176, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Segmentation masks**: Tools used to isolate relevant parts of objects for articulation tasks.\n\n## Relevant Research\n**LLM (Larg...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 545, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Success Rate (SR)**: A metric used to evaluate the performance of a navigation task based on the number of successful goals achiev...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 362, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Sentence-by-sentence prompting**: A method that evaluates summaries by decomposing them into smaller chunks for easier assessment....
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 163, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**PG19**: A book corpus dataset utilized for evaluating long-sequence language modeling performance.\n\n## Relevant Research\n**CORE...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 248, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Denoising Diffusion Probabilistic Model (DDPM)**: A generative model known for its performance in various generative tasks, includ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 517, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 57: in-context_learning, few-shot_in-context_learning**: nan\n\n## Relevant Research\n**FLAN-T5** - Key concepts:...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 706, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Cascaded Diffusion Models**: Technique to scale diffusion models for high-resolution outputs.\n\n## Relevant Research\n**Semantic ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 74, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 6: lora, lorahub, foundational_models...**: nan\n\n## Relevant Research\n**GPT-4** - Key concepts: GPT-4\n**Seman...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 655, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Visual Storytelling (VIST)**: A dataset utilized for generating coherent narratives based on visual inputs.\n\n## Relevant Researc...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 404, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Partially Observable Markov Decision Process (POMDP)**: A framework for modeling decision-making in environments where the agent h...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 104, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Motion Primitives**: Predefined trajectories that respect the dynamic constraints of UAVs, facilitating smooth and agile movements...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 114, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**IEMOCAP**: A benchmark speech emotion recognition dataset containing audiovisual recordings, used for evaluating sentiment analysi...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 299, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Direct-a-Video**: Text-to-video framework enabling user-directed camera movement and object motion.\n\n## Relevant Research\n**Ins...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 92, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Unsafe Images**: Images classified into categories such as sexually explicit, violent, disturbing, hateful, and political.\n\n## R...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 624, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Appearance-invariant Prompts**: Text prompts that focus solely on motion, omitting details about appearance and background.\n\n## ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 89, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Symbolic Reasoning**: Reasoning tasks focusing on structured logic problems (e.g., QuaRel).\n\n## Relevant Research\n**Otter** - K...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 429, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 81: ai2thor_simulator, alfred**: nan\n\n## Relevant Research\n**Oracle Success Rate (OSR)** - Key concepts: Oracl...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 730, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 90: instruction-tuning, instruction_following**: nan\n\n## Relevant Research\n**ClinicalGPT** - Key concepts: Cli...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 739, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Identity Loss**: A loss function used to preserve the identity of the original image during manipulation.\n\n## Relevant Research\...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 487, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Lattes Platform**: A database containing curriculum vitae information for academic activities and professional experiences.\n\n## ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 495, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Ideal Point**: A representation of a user's preferred attributes in the attribute space.\n\n## Relevant Research\n**DMRST** - Key ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 493, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Writing in the Margins: Better Inference Pattern for Long Context Retrieval**: nan\n\n## Relevant Research\n**Segmentation masks**...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 11, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Foundational Models**: Base models trained on large-scale data suitable for adaptation to various tasks.\n\n## Relevant Research\n...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 352, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities**: nan\n\n## Relevant Rese...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 43, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Leveraging Open Knowledge for Advancing Task Expertise in Large Language Models**: nan\n\n## Relevant Research\n**StyleGAN** - Key...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 42, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**AggreFact**: A new benchmark combining existing faithfulness benchmarks for comprehensive evaluation.\n\n## Relevant Research\n**C...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 167, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 107: iterative_self-play, decision_transformer**: nan\n\n## Relevant Research\n**Domain Dataset** - Key concepts:...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 756, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 22: multi-uav_systems, collision_avoidance, connectivity**: nan\n\n## Relevant Research\n**Semantic Cluster 43: c...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 671, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Evaluation Metrics**: Criteria used to measure model performance, including accuracy scores and qualitative assessments.\n\n## Rel...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 411, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Are You Sure? (AYS)**: A method that prompts the model to indicate its confidence in generated claims.\n\n## Relevant Research\n**...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 178, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Relation-aware Intra-modal Matching (RIM)**: A novel framework proposed for open-vocabulary semantic segmentation using visual fou...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 529, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Tune-A-Video**: A baseline model for text-to-video synthesis that struggles with inter-frame consistency.\n\n## Relevant Research\...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 538, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Confidence-Based Method**: An evaluation approach that uses output probabilities to assess certainty.\n\n## Relevant Research\n**G...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 177, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Knowledge Verbalizer**: A component that maps label words to class labels and enhances them with external knowledge bases.\n\n## R...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 552, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Ranking Metric**: A scoring function designed to evaluate the sensitivity of prompts to changes in keywords for quality assessment...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 559, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Intelligent Document Processing (IDP)**: Frameworks that use AI to automate document processing tasks.\n\n## Relevant Research\n**...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 257, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Leonardo.Ai**: Another online text-to-image service.\n\n## Relevant Research\n**Semantic Cluster 84: observation_encoding_model, v...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 626, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Latent Diffusion**: A diffusion model similar to Stable Diffusion but uses BERT as a text encoder.\n\n## Relevant Research\n**Matt...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 618, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-context QA**: nan\n\n## Relevant Research\n**Drug-GPT ™ 3** - K...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 15, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Is Generative Communication between Embodied Agents Good for Zero-Shot ObjectNav?**: nan\n\n## Relevant Research\n**NLP** - Key co...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 3, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Sample-Weighted Focal Contrastive (SWFC) loss**: A proposed loss function to improve classification of minority and semantically s...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 334, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Key Information Extraction (KIE)**: The process of automatically extracting essential information from documents.\n\n## Relevant R...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 256, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Clip Family**: nan\n\n## Relevant Research\n**Computational Ontologies** - Key concepts: Computational Ontologies\n**HaluEval** - ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 794, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 75: zero-shot_classification, zero-shot_performance**: nan\n\n## Relevant Research\n**LM-BFF** - Key concepts: LM...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 724, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**GAN**: Generative Adversarial Network, utilized for adversarial training to enhance video quality and temporal coherence.\n\n## Re...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 539, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Non-Attentive-Tacotron2 (NAT2)**: A neural TTS architecture used as the speech-generation module in this study.\n\n## Relevant Res...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 477, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Mask Denoising**: A process within IMD aimed at refining the quality of object masks.\n\n## Relevant Research\n**GMAI** - Key conc...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 528, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 70: cosine_distance, clip_score, clip-score**: nan\n\n## Relevant Research\n**Boolean-based injection** - Key con...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 719, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**CMU-MOSEI**: A dataset employed for multimodal emotion recognition with various sentiment and emotion labels.\n\n## Relevant Resea...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 342, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**FastText**: A text-only embedding model used for comparison.\n\n## Relevant Research\n**ConceptNet** - Key concepts: ConceptNet\n*...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 324, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**ScienceQA**: Multimodal question answering dataset.\n\n## Relevant Research\n**Proof-pile** - Key concepts: Proof-pile\n**Task Poo...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 456, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Text2SQL is Not Enough: Unifying AI and Databases with TAG**: nan\n\n## Relevant Research\n**Semantic Cluster 20: davis_dataset, w...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 9, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**ZeroSCROLLS**: A benchmark for evaluating long-context models across various tasks.\n\n## Relevant Research\n**Parameter-Efficient...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 249, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**VideoLLaMB: Long-context Video Understanding with Recurrent Memory Bridges**: nan\n\n## Relevant Research\n**Observation Predictio...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 22, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**TAPAS**: A model that extends Masked Language Modeling to structured data, used for querying tabular data.\n\n## Relevant Research...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 221, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 23: partially_observable_process, markov_decision_process**: nan\n\n## Relevant Research\n**Spatial Cross-Attenti...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 672, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 105: cl-crossvqa, vqa**: nan\n\n## Relevant Research\n**K-shot Learning** - Key concepts: K-shot Learning\n**TAPA...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 754, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Language Metric**: nan\n\n## Relevant Research\n**Perplexity** - Key concepts: Perplexity\n**Mean Absolute Error (MAE)** - Key con...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 780, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 84: observation_encoding_model, visual_encoder**: nan\n\n## Relevant Research\n**Soft Success Rate** - Key concep...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 733, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**RT-GCN (Relational Temporal Graph Convolutional Network)**: A component of CORECT that captures local context information by lever...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 340, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 18: camera_module, spatial_cross-attention_modulation, temporal_modeling_module**: nan\n\n## Relevant Research\n*...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 667, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Multi-text Classification**: A method used to classify text into multiple categories, which in this case refers to different datab...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 203, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**RoPE (Rotary Position Embedding)**: A positional encoding technique that incorporates relative position dependency in LLMs.\n\n## ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 237, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Camera Module**: Temporal cross-attention layer specifically designed to interpret camera movement parameters.\n\n## Relevant Rese...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 93, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**MaskComp**: A novel approach that integrates image generation and segmentation for object completion.\n\n## Relevant Research\n**C...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 521, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**AI2THOR Simulator**: A simulator that supports multiple agent types for evaluating navigation tasks across different embodiments.\...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 361, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Semantic Cluster 82: success_rate, task_completion**: nan\n\n## Relevant Research\n**Instruction-Tuning** - Key concepts: Instruct...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 731, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Compression Ratio**: Indicates the proportion of content filtered out by Selective Context, affecting efficiency and performance.\...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 284, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**FActScore**: A novel evaluation metric assessing the factual precision of long-form text generated by LLMs.\n\n## Relevant Researc...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 184, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Vision Model**: nan\n\n## Relevant Research\n**Audiovisual Segmentation (AVS)** - Key concepts: Audiovisual Segmentation (AVS)\n**...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 763, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**MIMIC-IT**: A dataset comprising\n\n## Relevant Research\n**NLI (Natural Language Inference)** - Key concepts: NLI (Natural Langua...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 395, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**TRUE benchmark**: A benchmark used for evaluating factual consistency in summarization tasks.\n\n## Relevant Research\n**Multimoda...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 153, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Classifier-Free Guidance**: Method to improve sample fidelity in generative models.\n\n## Relevant Research\n**GenAgent: Build Col...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 75, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Cross-Modal Attention**: A mechanism that allows for interaction between different modalities, such as audio and video.\n\n## Rele...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 514, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Computational Ontologies**: Structured frameworks that represent knowledge as a set of concepts within a domain and the relationsh...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 497, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }