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**Artificial Neural Networks (ANNs)**: Machine learning technique used to improve predictive analytics and decision-making by analyz... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 264,
"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**Webvid-2M**: A dataset of short videos with textual descriptions for training the vision-language branch.\n\n## Relevant Research\... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 440,
"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**Cosine Distance**: A metric used for measuring similarity between word embeddings.; A metric used to measure similarity in the CLI... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 328,
"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**Global Direction**: A method that maps text prompts into a single manipulation direction in StyleGAN's style space.\n\n## Relevant... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 486,
"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**Distance to Goal (DTG)**: A metric measuring the distance between the agent and the target goal at the end of an episode.\n\n## Re... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 368,
"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**FID (Fréchet Inception Distance)**: Metric for assessing the quality of generated images.; A metric to measure the quality and rea... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 79,
"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**Cube-Stacking Environment**: An environment where an RL agent stacks cubes in a target order.\n\n## Relevant Research\n**Mask2Form... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 148,
"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**Open-vocabulary semantic segmentation (OVS)**: A task aiming to segment images using arbitrary categories specified by labels or c... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 530,
"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**R2R**: Room-to-Room dataset used for training and evaluating navigation agents.\n\n## Relevant Research\n**TrackGo: A Flexible and... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 381,
"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**Ontology**: A formal representation of knowledge as a set of concepts within a domain, and the relationships between those concept... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 319,
"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 Dataset**: nan\n\n## Relevant Research\n**SummEval** - Key concepts: SummEval\n**Content-insensitive model** - Key conc... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 776,
"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**Dataset**: nan\n\n## Relevant Research\n**Truthfulness Measures** - Key concepts: Truthfulness Measures\n**Bert Family** - Key con... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 773,
"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**Sim-to-Real Gap**: The challenge of transferring learning from simulation to real-world environments.\n\n## Relevant Research\n**R... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 133,
"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**LangNav**: A navigation system using language as a perceptual representation for vision-and-language navigation.\n\n## Relevant Re... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 380,
"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**Seq2Seq**: A sequence-to-sequence model architecture used in natural language processing tasks, including semantic parsing.\n\n## ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 213,
"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 Space**: A space used in StyleGAN for image manipulation, including the W+ space.\n\n## Relevant Research\n**Semantic Clust... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 483,
"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 Graphs**: Structures representing medical knowledge and relationships, aiding in reasoning.; Structured knowledge bases ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 55,
"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**Retrieval-Augmented Training Datasets (RATD)**: Datasets developed to help smaller reasoning models utilize relevant information f... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 426,
"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**Task Completion**: A standard metric used to measure the success ratio of navigation tasks.\n\n## Relevant Research\n**Semantic Cl... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 606,
"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**CARLA**: A simulation environment used for autonomous driving experiments.\n\n## Relevant Research\n**Semantic Cluster 3: self-sup... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 601,
"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**Open Information Extraction (OpenIE)**: A method for extracting open entities and relations from text data.\n\n## Relevant Researc... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 554,
"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**Textual Inversion**: An optimization-based image editing method that allows for rapid concept acquisition in text-to-image models ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 620,
"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**BERT Model**: A deep learning model used for natural language processing tasks, specifically for classifying operations in queries... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 196,
"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**Data Augmentation**: Techniques used to generate additional training data for improving model performance.\n\n## Relevant Research... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 294,
"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**Soft Success Rate**: A metric weighted by path length to evaluate navigation performance beyond mere success.\n\n## Relevant Resea... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 377,
"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**T5**: A transformer model for text generation and fine-tuning across various tasks.; A family of pre-trained language models utili... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 60,
"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**BM25 index**: A retrieval system used to access oracle contexts in the NQ dataset.\n\n## Relevant Research\n**Clip Family** - Key ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 575,
"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**Observation Encoding Model**: A model that encodes current visual observations into tokens for processing by LLMs.\n\n## Relevant ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 375,
"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-T5**: A large language model used for experiments, known for its zero-shot and few-shot learning capabilities.\n\n## Relevant... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 286,
"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**GAIL**: Generative Adversarial Imitation Learning framework for training policies through expert demonstrations.\n\n## Relevant Re... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 602,
"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**Simulation**: nan\n\n## Relevant Research\n**SAM** - Key concepts: SAM\n**Mask-Prompt Segmentation Datasets (DUTS-TE, ECSSD, GrabC... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 788,
"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**Input-First and Output-First Approaches**: Two strategies for generating task instances based on instructions.\n\n## Relevant Rese... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 393,
"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**Redpajama**: A dataset used for training models in this research.\n\n## Relevant Research\n**LoRA** - Key concepts: LoRA\n**Unseen... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 247,
"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**Perplexity**: A metric used to measure the uncertainty in predicting the next token in a sequence.\n\n## Relevant Research\n**Long... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 585,
"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**Shallow Fusion**: A technique used to combine ASR models with language models for improved decoding.\n\n## Relevant Research\n**Wa... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 296,
"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**DDIM (Denoising Diffusion Implicit Models)**: Models used for sampling and inversion in the inference phase.; Denoising Diffusion ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 90,
"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 46: positional_interpolation, pose, rope...**: nan\n\n## Relevant Research\n**Building and better understanding v... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 695,
"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**BloombergGPT**: A finance domain-specific language model designed for financial-related tasks.\n\n## Relevant Research\n**mPLUG-Ow... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 181,
"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**Video Question Answering (VideoQA)**: Evaluates model understanding of videos based on questions.\n\n## Relevant Research\n**Video... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 447,
"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**L3MVN**: A novel framework leveraging large language models (LLMs) for visual target navigation.\n\n## Relevant Research\n**Semant... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 363,
"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**Longformer**: A transformer model designed for processing long documents using a sparse attention mechanism.\n\n## Relevant Resear... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 275,
"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**Synthetic dataset**: A dataset created using the TrueTeacher method, consisting of\n\n## Relevant Research\n**Behavioral Cloning (... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 158,
"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**Curated Datasets**: Selected data sources used to train models for better accuracy in specialized tasks.\n\n## Relevant Research\n... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 69,
"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 49: flash_attention, flash-attention2, attention_transition**: nan\n\n## Relevant Research\n**EAGLE: Exploring Th... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 698,
"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**Hindsight Relabeling**: A technique to improve agent learning by re-labeling past experiences.\n\n## Relevant Research\n**Speaker ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 131,
"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**Navigating Beyond Instructions: Vision-and-Language Navigation in Obstructed Environments**: nan\n\n## Relevant Research\n**Fréche... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 44,
"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**Hyperparameters**: Configuration settings governing the training of machine learning models.; Configuration settings influencing t... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 70,
"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 Sensors**: Sensors used for capturing depth and color information in the environment.\n\n## Relevant Research\n**Root Mean S... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 613,
"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**13. LLaVA-Instruct-150K**: A previous vision-language instruction-following dataset, noted for its limitations in visual diversity... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 398,
"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**Autoregressive Conditioning**: A method where the model predicts the next token based on previous tokens in a sequence.\n\n## Rele... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 311,
"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 Set Score**: A scoring mechanism in multi-hop retrieval systems to quantify the sufficiency of selected sentences for ans... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 431,
"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**Behavioral Cloning (BC)**: Training models by imitating expert actions.\n\n## Relevant Research\n**Semantic Cluster 72: sample-wei... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 135,
"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**Spatio-Temporal Reward Feedback Learning (ST-ReFL)**: Algorithm that optimizes the video diffusion model using multiple reward mod... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 82,
"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**SummEval**: A benchmark for evaluating faithfulness in summarization across multiple models and datasets.\n\n## Relevant Research\... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 165,
"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**XSum**: A summarization dataset known for its more abstractive summaries that can lead to factual errors.; A dataset used for summ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 164,
"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**Better Alignment with Instruction Back-and-Forth Translation**: nan\n\n## Relevant Research\n**CCNet** - Key concepts: CCNet\n**Na... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 28,
"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 5: t5, t5_text_encoder, homegrid...**: nan\n\n## Relevant Research\n**Human-in-the-loop** - Key concepts: Human-i... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 654,
"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**Question Generation**: The process of forming questions from specific claims to gather additional information.\n\n## Relevant Rese... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 193,
"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**GovReport**: A dataset containing reports published by the U.S. Congress and Government, used for language modeling tasks.\n\n## R... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 239,
"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-Prompt Segmentation Datasets (DUTS-TE, ECSSD, GrabCut, Berkeley, DAVIS)**: Datasets used for evaluating mask-prompt and point... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 519,
"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**Closed-loop Scientific Discovery**: An approach automating the entire scientific process, utilizing active learning, GPR, PCFG, an... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 501,
"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**Reinforcement Learning (RL)**: A learning paradigm where agents learn optimal behavior through rewards.; A learning paradigm where... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 136,
"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 Mapper**: A network trained to infer manipulation steps in latent space for efficient image editing.\n\n## Relevant Researc... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 485,
"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 Score**: A metric for evaluating content consistency in generated videos based on semantic coherence.\n\n## Relevant Research... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 536,
"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-Language Navigation (VLN)**: A task where agents navigate environments based on natural language instructions.\n\n## Releva... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 140,
"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**MPC-style controller**: A controller that replans after a set number of steps to improve motion smoothness.\n\n## Relevant Researc... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 542,
"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**Self-Taught Evaluators**: nan\n\n## Relevant Research\n**Human-in-the-loop** - Key concepts: Human-in-the-loop\n**Motion Prior** -... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 6,
"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**SUPER-NATURALINSTRUCTIONS**: A benchmark dataset used to evaluate the performance of instruction-tuned models.\n\n## Relevant Rese... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 388,
"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 102: visual_prompt_tuning, bev**: nan\n\n## Relevant Research\n**TruthfulQA** - Key concepts: TruthfulQA\n**BLIP*... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 751,
"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**T5 Text Encoder**: A large frozen language model used for conditioning inputs based on text prompts.\n\n## Relevant Research\n**GA... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 73,
"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**Contextualized Calibration**: A technique to adjust predicted probabilities based on prior distributions of label words.\n\n## Rel... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 558,
"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**MemeCap**: Dataset for generating and analyzing meme captions.\n\n## Relevant Research\n**CORECT** - Key concepts: CORECT\n**Frame... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 457,
"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**Secondary RL Agent**: An agent that determines when to query the LLM for solutions.\n\n## Relevant Research\n**Semantic Cluster 49... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 145,
"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**SpecAugment**: A data augmentation method for speech recognition that operates on the log mel spectrogram, including techniques li... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 291,
"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**Contriever**: A widely used model for unsupervised dense information retrieval.\n\n## Relevant Research\n**External Knowledge** - ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 234,
"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**Deepeye**: An open-source software for organizing and ranking visualizations based on query results.\n\n## Relevant Research\n**Se... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 220,
"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 Weights**: Used in the model to visualize and interpret predictions by highlighting the importance of different input fr... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 300,
"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 Network (GNN)**: A neural network architecture designed to work with graph-structured data, useful for modeling inter... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 316,
"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-Language Models (VLM)**: Models integrating visual and language understanding for various tasks.; Models that learn rich vi... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 132,
"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**Fréchet Inception Distance (FID)**: A metric for evaluating image generation quality.\n\n## Relevant Research\n**PG19** - Key conc... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 526,
"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 Dataset**: nan\n\n## Relevant Research\n**LoraHub** - Key concepts: LoraHub\n**Video Object Segmentation and Tracking (VOST... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 777,
"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**Video-LLaMA**: A multi-modal language model for understanding visual and auditory content in videos.\n\n## Relevant Research\n**Op... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 436,
"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 96: prefgen, paired_comparison_queries**: nan\n\n## Relevant Research\n**Building and better understanding vision... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 745,
"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**Student Model**: Smaller language models (e.g., ALBERT, DeBERTa, OPT-\n\n## Relevant Research\n**Prompt Augmentation** - Key conce... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 425,
"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**To Code, or Not To Code? Exploring Impact of Code in Pre-training**: nan\n\n## Relevant Research\n**Multi-head Self-attention** - ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 41,
"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**LINGO Algorithm**: A clustering algorithm used for labeling cluster instances and organizing texts into hierarchical thematic clus... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 494,
"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**Velocity Control Commands**: Commands generated to control the movement speed and direction of UAVs.\n\n## Relevant Research\n**Ob... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 108,
"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 48: dragon, contriever**: nan\n\n## Relevant Research\n**GenAgent: Build Collaborative AI Systems with Automated ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 697,
"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**Self-supervised Learning**: A training technique allowing models to learn from large datasets without explicit labels.\n\n## Relev... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 56,
"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**mBERT**: A multilingual version of BERT, a language representation model pre-trained on multiple languages.; A multilingual BERT m... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 259,
"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 Model**: nan\n\n## Relevant Research\n**Elastic Weight Consolidation (EWC)** - Key concepts: Elastic Weight Consolidation (EWC)... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 761,
"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**: A large-scale vision-text dataset that can contain noise and biases, affecting model training.\n\n## Relevant Research\n*... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 409,
"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**Retrieval-augmentation**: A method that combines retrieval techniques with language models to enhance performance on long context ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 227,
"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**SQL**: Structured Query Language used for managing and querying relational databases.\n\n## Relevant Research\n**Simulation Enviro... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 212,
"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 41: bi-directional_lstm, lstm**: nan\n\n## Relevant Research\n**InstructGPT** - Key concepts: InstructGPT\n**Hype... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 690,
"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**LSTM**: Long Short-Term Memory, a type of recurrent neural network suitable for sequential data analysis.\n\n## Relevant Research\... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 331,
"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**xGen-MM (BLIP-3): A Family of Open Large Multimodal Models**: nan\n\n## Relevant Research\n**Semantic Cluster 61: rnn_language_mod... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 24,
"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**Adversarial Masked Contrastive Painting (AMCP)**: A process that alternates between inpainting and outpainting to refine segmentat... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 516,
"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-Distance IoU (TDIoU) Loss**: A loss function designed to enhance the training of temporal video grounding (TVG) models.\n... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 350,
"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**Fine-grained Vision-Language Correlation**: A focus on local correspondence knowledge to enhance performance in tasks like object ... | {
"ground_truth": "",
"style": "rule"
} | Scientific_Discovery | {
"index": 355,
"split": "train",
"cross_domain": false,
"entities": [],
"papers": [],
"task_type": ""
} |
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