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**ClinicalGPT**: A large language model optimized for medical applications with diverse real-world medical data.\n\n## Relevant Rese... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 58,
"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**Loss functions**: Functions used to minimize the error in predictions, such as mean squared error (MSE) and negative log-likelihoo... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 474,
"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**GLUE Benchmark**: A multi-task benchmark for evaluating natural language understanding systems.\n\n## Relevant Research\n**Externa... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 560,
"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 98: video_object_segmentation_and_tracking, audiovisual_segmentation**: nan\n\n## Relevant Research\n**mBERT** - ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 747,
"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**GSM8K**: A benchmark for evaluating mathematical reasoning tasks.\n\n## Relevant Research\n**Kangaroo: A Powerful Video-Language M... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 252,
"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**LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs**: nan\n\n## Relevant Research\n**Decision Transformer** - K... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 21,
"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**Multimodal Large Language Models (MLLMs)**: Models that integrate both visual and textual information for enhanced performance acr... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 313,
"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**GloVe embeddings**: Pre-trained word embeddings for representing language features.\n\n## Relevant Research\n**Global Direction** ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 459,
"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**text-davinci-003**: A powerful variant in the GPT-\n\n## Relevant Research\n**Kangaroo: A Powerful Video-Language Model Supporting... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 160,
"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**RSTformer**: A summarization model that incorporates rhetorical structure theory (RST) into the Longformer framework.\n\n## Releva... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 276,
"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**RELIC**: An interactive system designed to help users verify and correct inaccuracies in LLM-generated text.\n\n## Relevant Resear... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 191,
"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**Navigation Error (NE)**: A metric measuring the average distance between the agent's final position and the goal.\n\n## Relevant R... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 385,
"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**BLEU-4**: A metric used to evaluate the accuracy of generated text compared to reference texts.\n\n## Relevant Research\n**13. LLa... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 413,
"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**Paired Comparison Queries**: A method of presenting two images to a user to infer their preferences over relative attributes.\n\n#... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 491,
"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**Graph Neural Networks (GNN)**: A type of neural network used for modeling complex relationships in multimodal data.\n\n## Relevant... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 343,
"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**Learning Paradigm**: nan\n\n## Relevant Research\n**Vision Model** - Key concepts: Vision Model\n**Zero-Shot-CoT** - Key concepts:... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 769,
"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**Serialized Multitasking Framework**: A method for joint prediction of current sentiment, response sentiment, and response text in ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 308,
"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 12: video_diffusion_models, ddim, denoising_diffusion_probabilistic_model**: nan\n\n## Relevant Research\n**Impro... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 661,
"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**Action-in-Video-Out**: A framework that maps actions to video outputs.\n\n## Relevant Research\n**Perplexity** - Key concepts: Per... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 130,
"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 14: spatial_super-resolution, temporal_super-resolution**: nan\n\n## Relevant Research\n**Semantic Cluster 63: at... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 663,
"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**Deep Reinforcement Learning (DRL)**: A machine learning technique that combines deep learning with reinforcement learning principl... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 99,
"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-agent reinforcement learning (MARL)**: A technique used for coordinating multiple robots in navigation tasks.\n\n## Relevant... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 372,
"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**MUSIQ**: Metric for assessing the technical quality of generated frames in terms of distortion, noise, and blur.\n\n## Relevant Re... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 87,
"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-head Attention**: Mechanism in transformers for processing sequences by attending to multiple input representations.\n\n## R... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 458,
"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**Attention mechanism**: A technique in neural networks that emphasizes important features in the input data.; A component in the se... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 330,
"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**Component Matching**: An evaluation metric measuring the exact match between predicted and ground truth SQL components.\n\n## Rele... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 214,
"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**Entropy**: A measure of information used in signal processing that can describe the ordering of non-stationary signals.\n\n## Rele... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 466,
"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**Contrastive learning**: A training objective for learning visual-semantic representations through similarity measures.; A training... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 121,
"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**DINO**: A self-supervised Vision Transformer that excels at pixel-level associations and spatial relationships in images.\n\n## Re... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 614,
"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**Building and better understanding vision-language models: insights and future directions**: nan\n\n## Relevant Research\n**SUPER-N... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 20,
"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 51: layoutxlm, infoxlm, iit-cdip**: nan\n\n## Relevant Research\n**Semantic Cluster 88: coco, ms_coco, laion-coco... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 700,
"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**Imagen Video**: A text-conditional video generation system based on a cascade of video diffusion models.\n\n## Relevant Research\n... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 71,
"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**Centralized Learning and Decentralized Execution**: A mechanism where policies are learned centrally but executed independently by... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 106,
"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**R-squared (R²)**: A statistical measure that represents the proportion of variance for a dependent variable that's explained by an... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 270,
"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**Temporal Modeling Module**: Aggregates spatial features over time for video understanding.\n\n## Relevant Research\n**Framework** ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 435,
"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-Agent Informative Path Planning (IPP)**: A cooperative path planning approach for UAVs to gather sensor data adaptively.\n\n... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 102,
"split": "train",
"cross_domain": false,
"entities": [],
"papers": [],
"task_type": ""
} |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.