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**RoBERTa**: A robustly optimized BERT model used for fine-tuning and few-shot text classification tasks.\n\n## Relevant Research\n*... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 547,
"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 Performance Indicators (KPIs)**: Metrics used to assess the performance of various departments within an organization.\n\n## R... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 272,
"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**SI Maps**: Novel semantic instance maps that integrate instance-level information into spatial map representation for improved nav... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 610,
"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**NLI (Natural Language Inference)**: A task often employed for evaluating factual consistency in summarization.\n\n## Relevant Rese... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 154,
"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**Diffusion Models**: Generative models applied to decision-making problems, particularly in video synthesis.\n\n## Relevant Researc... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 126,
"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**Memory Bank Compression (MBC)**: Reduces the memory bank size while preserving information.\n\n## Relevant Research\n**FID (Fréche... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 449,
"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**Adapter**: A technique for adding task-specific parameters to models in a parameter-efficient manner.\n\n## Relevant Research\n**K... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 570,
"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**P-CM (Pairwise Cross-modal Feature Interaction)**: A component of CORECT that infers cross-modal global context representation fro... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 341,
"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-Hop Reasoning**: Evaluated via datasets like ARC-DA and IIRC.\n\n## Relevant Research\n**Multi-Modality Arena** - Key concep... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 430,
"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**CMA-ES (Covariance Matrix Adaptive Evolution Strategies)**: A gradient-free optimization algorithm used to optimize coefficients i... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 287,
"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**Occupancy Grid**: A two-dimensional grid representation of an environment that indicates the probability of occupancy.\n\n## Relev... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 113,
"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 42: content-sensitive_model, content-insensitive_model**: nan\n\n## Relevant Research\n**History Collector Model*... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 691,
"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**LAMA Dataset**: A benchmark dataset for evaluating language models on factual knowledge.\n\n## Relevant Research\n**LPCNet** - Key... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 173,
"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**Habitat Simulator**: A platform used for evaluating multi-object and spatial goal navigation tasks in realistic indoor scenes.\n\n... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 359,
"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**Spectral Decoder**: A part of the TTS architecture that generates acoustic feature vectors from encoded phonetic and prosodic info... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 481,
"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 AI**: AI that processes and integrates multiple data types (e.g., text, images, lab results) for enhanced reasoning.\n\... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 57,
"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**Knowledgeable Prompt-tuning (KPT)**: A method to enhance prompt-tuning by incorporating external knowledge into verbalizers for te... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 551,
"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**TrojanSQL**: A framework for backdoor-based SQL injection against text-to-SQL systems.\n\n## Relevant Research\n**Self-supervised ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 222,
"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**Selective Context**: A method to prune redundancy in input context for large language models, enhancing inference efficiency.\n\n#... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 280,
"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**Style-Talker: Finetuning Audio Language Model and Style-Based Text-to-Speech Model for Fast Spoken Dialogue Generation**: nan\n\n#... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 17,
"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**Hierarchical Planning**: A method involving generating coarse plans which are then refined into specific actions.\n\n## Relevant R... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 127,
"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**OpenCLIP**: An extension of CLIP designed to enhance its capabilities.\n\n## Relevant Research\n**VLPMs** - Key concepts: VLPMs\n*... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 322,
"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**Robotic Process Automation (RPA)**: Technology used to automate repetitive tasks by mimicking human actions.\n\n## Relevant Resear... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 255,
"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**FCI**: Flow Consistency Index, measures the optical flow difference between adjacent frames.\n\n## Relevant Research\n**Classifier... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 537,
"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**WaveNet**: A generative model of time-domain waveforms that synthesizes high-quality audio.\n\n## Relevant Research\n**Drug-GPT ™ ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 470,
"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**JSON format**: A strict format for tool-calling requests used in evaluation.\n\n## Relevant Research\n**Data Centralization** - Ke... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 597,
"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**Noise Robustness**: The ability of a system to perform well in the presence of background noise.\n\n## Relevant Research\n**Semant... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 468,
"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 Model**: nan\n\n## Relevant Research\n**Sample-Weighted Focal Contrastive (SWFC) loss** - Key concepts: Sample-Weighted... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 764,
"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**HaluEval**: A benchmark aimed at understanding and evaluating the propensity of LLMs to generate hallucinations.\n\n## Relevant Re... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 190,
"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**Connectivity**: The condition that ensures communication among UAVs in a multi-UAV system during navigation.\n\n## Relevant Resear... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 115,
"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**PaintSeg**: A training-free approach for unsupervised image segmentation using generative models.\n\n## Relevant Research\n**LVU**... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 515,
"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 56: gradient-free_methods, adapter-based_methods**: nan\n\n## Relevant Research\n**LM-BFF** - Key concepts: LM-BF... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 705,
"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 17: direct-a-video, action-in-video-out**: nan\n\n## Relevant Research\n**Retrieval** - Key concepts: Retrieval\n... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 666,
"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**Spatial Cross-Attention Modulation**: Technique used for controlling object motion without requiring extensive training data.\n\n#... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 94,
"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**BARD**: A language model developed by Google, aimed at generating coherent and contextually relevant text.\n\n## Relevant Research... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 180,
"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 Self-attention**: A mechanism enabling the model to focus on different parts of the input sequence, critical for captur... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 301,
"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**Habitat**: A simulation environment for testing and benchmarking VLN agents.\n\n## Relevant Research\n**VMC (Video Motion Customiz... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 615,
"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**GPT-J**: A\n\n## Relevant Research\n**Hierarchical Prosody Controls (HPCs)** - Key concepts: Hierarchical Prosody Controls (HPCs)\... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 580,
"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**Reasoning**: The ability to understand context and generate logical steps.\n\n## Relevant Research\n**Union-based injection** - Ke... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 589,
"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 Model**: nan\n\n## Relevant Research\n**Markov Decision Process (MDP)** - Key concepts: Markov Decision Process (MDP)\n**... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 762,
"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**Prompt Augmentation**: Techniques used to generate candidate prompts to improve classification performance.\n\n## Relevant Researc... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 557,
"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 55: rstformer, rhetorical_structure_theory**: nan\n\n## Relevant Research\n**Semantic Cluster 38: truthfulness_me... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 704,
"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**Articulation Projection**: A representation that defines the displacement of points to their articulation axis.\n\n## Relevant Res... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 541,
"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**ParGo: Bridging Vision-Language with Partial and Global Views**: nan\n\n## Relevant Research\n**LLM-Eval** - Key concepts: LLM-Eva... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 5,
"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**Similarity Metric**: nan\n\n## Relevant Research\n**SummEval** - Key concepts: SummEval\n**Learning Rate Schedules** - Key concept... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 781,
"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**General OCR Theory: Towards OCR-2.0 via a Unified End-to-end Model**: nan\n\n## Relevant Research\n**Control-A-Video** - Key conce... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 45,
"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 72: sample-weighted_focal_contrastiveloss, soft_hirschfeld-gebelein-rényiloss, focal_contrastive_loss**: nan\n\n#... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 721,
"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**CNN/DailyMail**: A dataset used for generating model summaries and evaluating factual consistency.\n\n## Relevant Research\n**Dual... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 157,
"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**Policy Learning**: The process of training an agent to make decisions based on observed states.\n\n## Relevant Research\n**Mask-Pr... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 604,
"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**Factuality Evaluation**: A framework to assess the truthfulness of claims generated by LMs.\n\n## Relevant Research\n**Semantic Cl... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 171,
"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**FocusLLM: Scaling LLM's Context by Parallel Decoding**: nan\n\n## Relevant Research\n**AHP / DYCE** - Key concepts: AHP / DYCE\n**... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 16,
"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**Product Quantization (PQ)**: A method used to decompose multi-source audio semantics into single-source representations.\n\n## Rel... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 511,
"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**LLaVA-OneVision: Easy Visual Task Transfer**: nan\n\n## Relevant Research\n**K-LITE** - Key concepts: K-LITE\n**Vicuna** - Key con... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 48,
"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**Training Method**: nan\n\n## Relevant Research\n**Long context** - Key concepts: Long context\n**Semantic Cluster 45: attack_succe... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 770,
"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 78: rgb-d_slam, rgb-d_sensors**: nan\n\n## Relevant Research\n**SpecAugment** - Key concepts: SpecAugment\n**mIOU... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 727,
"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**Phonetic Encoder**: A component that processes input phonetic sequences in the TTS architecture.\n\n## Relevant Research\n**DBSCAN... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 480,
"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**GPT-3.5**: A variant of the GPT model tested with Selective Context for generating answers based on compressed input.\n\n## Releva... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 283,
"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**VGT**: Video Generation Transformer, designed to extract perturbations from input information for improved video consistency.\n\n#... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 535,
"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**Exact Match Score (CEM)**: A metric to evaluate the accuracy of SQL queries generated by parsers.\n\n## Relevant Research\n**Laten... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 225,
"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**VLPG-Nav: Object Navigation Using Visual Language Pose Graph and Object Localization Probability Maps**: nan\n\n## Relevant Resear... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 26,
"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**LAION-COCO**: A dataset used for image generation tasks, specifically for NSFW content evaluation.\n\n## Relevant Research\n**True... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 629,
"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**ImageBind**: A universal embedding model aligning multiple modalities, used as the audio encoder in Video-LLaMA.\n\n## Relevant Re... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 437,
"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 approach**: A paradigm using language to find relevant frontiers without prior training on specific tasks.\n\n## Relevan... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 364,
"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**Positional interpolation**: A technique used to extend the context window of LLMs by adjusting position embeddings.\n\n## Relevant... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 229,
"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**The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery**: nan\n\n## Relevant Research\n**RLHF** - Key concepts:... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 37,
"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**Generative Model**: nan\n\n## Relevant Research\n**Motion Primitives** - Key concepts: Motion Primitives\n**L3MVN** - Key concepts... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 765,
"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**History Collector Model**: A model that gathers past observations and encodes history for improved decision-making in navigation t... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 374,
"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**Tacotron 2**: A neural network architecture for speech synthesis directly from text that predicts mel spectrograms.\n\n## Relevant... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 469,
"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**Domain Specific**: nan\n\n## Relevant Research\n**Denoising Diffusion Probabilistic Model (DDPM)** - Key concepts: Denoising Diffu... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 767,
"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 29: behavioral_cloning, behavior_cloning, gail**: nan\n\n## Relevant Research\n**DMRST** - Key concepts: DMRST\n*... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 678,
"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**Understanding**: The ability to interpret tool documentation and parameters.\n\n## Relevant Research\n**Sentence-by-sentence promp... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 591,
"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**Evidence View**: A component of the RELIC system that displays supporting and contradicting evidence for claims.\n\n## Relevant Re... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 194,
"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 31: trueteacher, synthetic_dataset**: nan\n\n## Relevant Research\n**Dual-stream architecture** - Key concepts: D... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 680,
"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 40: retrieval-augmented_generation, retrieval-augmentation**: nan\n\n## Relevant Research\n**FocusLLM: Scaling LL... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 689,
"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**AI and ML Techniques**: Technologies including AI, ML, DL, CNNs, and RL, essential in automating scientific research and decision-... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 503,
"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 Dataset**: nan\n\n## Relevant Research\n**Management Control** - Key concepts: Management Control\n**Dynamic Obstacle Avo... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 775,
"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 16: clip, blip, l3mvn...**: nan\n\n## Relevant Research\n**Evaluation Metrics** - Key concepts: Evaluation Metric... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 665,
"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**Technique**: nan\n\n## Relevant Research\n**COARSE CORRESPONDENCES Elicit 3D Spacetime Understanding in Multimodal Language Model*... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 768,
"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**Chain-of-thought prompting**: A prompting method that encourages the model to articulate reasoning processes for predictions.\n\n#... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 162,
"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**Catastrophic forgetting**: The phenomenon where neural networks forget previously learned information when learning new tasks.\n\n... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 572,
"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**FLAN-PaLM 540B**: A large language model used as a teacher for labeling factual consistency of summaries.\n\n## Relevant Research\... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 152,
"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**ASR (Attack Success Rate)**: A metric used to measure the effectiveness of backdoors.\n\n## Relevant Research\n**Image Classificat... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 644,
"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 transfer**: The ability of models to apply learned knowledge from previous tasks to new tasks.\n\n## Relevant Research\n... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 571,
"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**Mask2Former**: A panoptic segmentation model used to create instance-level semantic maps.\n\n## Relevant Research\n**Semantic Clus... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 611,
"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**Lidar Measurements**: Data collected from laser scanning technology used for obstacle detection and environment mapping.\n\n## Rel... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 111,
"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**Attack Success Rate (ASR)**: A metric representing the rate at which an attack successfully generates the intended SQL payload.\n\... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 226,
"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 104: cross-entropy_loss, cross-entropy_loss_function**: nan\n\n## Relevant Research\n**WordNet** - Key concepts: ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 753,
"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**Collision Avoidance**: Techniques employed to prevent UAVs from colliding in flight.\n\n## Relevant Research\n**Semantic Cluster 1... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 103,
"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**CoT-KA**: A method utilizing Chain-of-Thought prompting for knowledge augmentation in deep learning.\n\n## Relevant Research\n**Wi... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 421,
"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-Augmented Deep Learning (KADL)**: A framework for integrating domain knowledge into deep learning models.\n\n## Relevant... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 419,
"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**ELEVATER**: A benchmark for evaluating the transferability of learned visual representations in the wild.\n\n## Relevant Research\... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 119,
"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**Flan-PaLM**: A language model that passed the US Medical Licensing Examination questions.\n\n## Relevant Research\n**Workflow Auto... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 53,
"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**TrueTeacher**: A method for generating synthetic data by annotating model-generated summaries using large language models (LLMs).\... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 151,
"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**Few-shot in-context learning**: A method of training models to perform tasks with minimal examples.\n\n## Relevant Research\n**Act... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 403,
"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 100: mask-prompt_segmentation_datasets, pascal_voc_pascal_context_coco_object**: nan\n\n## Relevant Research\n**S... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 749,
"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**Bi-directional LSTM (BI-LSTM)**: A type of neural network used in TypeSQL for encoding question inputs with their types and column... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 207,
"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 24: counterfactual_multi-agent_gradients, multi-agent_reinforcement_learning**: nan\n\n## Relevant Research\n**Se... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 673,
"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**DALL•E 2**: A diffusion-based text-to-image model that generates images from natural language descriptions.\n\n## Relevant Researc... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 617,
"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**Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model**: nan\n\n## Relevant Research\n**Semantic Clust... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 8,
"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**Legacy-token Backdoor Attack**: A backdoor injection method using existing tokens in the text-to-image model.\n\n## Relevant Resea... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 648,
"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.