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scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Rhetorical Structure Theory (RST)**: A discourse framework that articulates interrelationships among sentences in a document.\n\n#...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 277, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**RLHF**: Reinforcement Learning from Human Feedback, improving model performance based on user interactions.\n\n## Relevant Researc...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 68, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**AVS-Object / AVS-Semantic**: Datasets consisting of videos and corresponding audio for evaluating AVS tasks, focusing on audiovisu...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 513, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**TruthfulQA**: A benchmark assessing the truthfulness of language model responses.\n\n## Relevant Research\n**Appearance-invariant ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 188, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Management Control**: A function that helps organizations achieve strategic objectives by monitoring and regulating performance.\n...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 271, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**PoSE (Positional Skip-wisE)**: A training method that manipulates position indices to extend the context window of LLMs efficientl...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 236, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**VMC (Video Motion Customization)**: Framework for generating videos with the same motion in different contexts, utilizing motion d...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 88, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 28: vision-language_models, mmagibenchmark, multi-modality_arena...**: nan\n\n## Relevant Research\n**Semantic Cl...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 677, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**WordNet**: A lexical database used to enhance language descriptions with semantic relationships.; A lexical database that provides...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 117, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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-task Learning**: The process through which a model learns and generalizes across various tasks without needing fine-tuning.\...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 125, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 7: bleu, bleu_score, bleu-4**: nan\n\n## Relevant Research\n**Semantic Cluster 35: balanced_accuracy, evaluation_...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 656, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 learning**: A paradigm where the model is trained on a small number of examples from a new task.; A method that enables m...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 289, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Full-length fine-tuning**: A method of fine-tuning LLMs using the entire target context length, resulting in high computational co...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 238, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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-tuning Large Language Models with Human-inspired Learning Strategies in Medical Question Answering**: nan\n\n## Relevant Rese...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 0, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Ml Framework**: nan\n\n## Relevant Research\n**FVD (Fréchet Video Distance)** - Key concepts: FVD (Fréchet Video Distance)\n**BARD...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 787, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**LLaMA/LLaMA2**: Smaller language models finetuned on generated data for navigation tasks.\n\n## Relevant Research\n**Datasets** - ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 383, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 47: hotpotqa, qasper, multi-hop_reasoning**: nan\n\n## Relevant Research\n**Root Mean Square Error (RMSE)** - Key...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 696, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Feature Extraction**: The process of transforming raw data into a set of usable features for machine learning models.\n\n## Releva...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 464, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**DMRST**: An external RST parser used to parse source documents and extract discourse relations.\n\n## Relevant Research\n**Behavio...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 278, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**MS COCO**: A dataset containing common object categories, used as a baseline for safety assessments.\n\n## Relevant Research\n**Na...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 623, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**K-LITE**: A knowledge-augmented language-image training and evaluation approach for improving visual model transferability.; A pro...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 116, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Long context**: Refers to input sequences that exceed typical lengths, often requiring specialized handling in language models.\n\...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 228, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**U-Net**: A type of convolutional network used for image segmentation and translation.\n\n## Relevant Research\n**Union-based injec...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 603, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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-based Fine-tuning**: A method that reformulates tasks to leverage pre-trained knowledge through prompts.\n\n## Relevant Res...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 549, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Vicuna**: The language model decoder in the Video-ChatGPT architecture.\n\n## Relevant Research\n**Predictive Analytics** - Key co...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 433, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 Centralization**: The process of consolidating data into a single database for improved access and accuracy.\n\n## Relevant R...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 274, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Attribute External Knowledge**: Class properties that can be described using categorical, boolean, or real values, enhancing repre...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 318, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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-Backdoor**: A type of backdoor attack that adds a specified style attribute to generated images.\n\n## Relevant Research\n**...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 643, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Primary RL Agent**: The main agent interacting with the environment to solve tasks.\n\n## Relevant Research\n**Instruction tuning*...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 144, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Text-to-Text API**: An interface used for invoking tools and generating outputs based on tool results.\n\n## Relevant Research\n**...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 576, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**OpenCV**: An open-source computer vision library used for image processing tasks.\n\n## Relevant Research\n**Zero-shot learning (Z...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 507, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 73: sam, maskcomp, mask2former**: nan\n\n## Relevant Research\n**ScienceQA** - Key concepts: ScienceQA\n**Semanti...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 722, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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**: A benchmark for evaluating language models on factual knowledge and reasoning tasks.\n\n## Relevant Research\n**Midjourney...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 584, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Fast Marching Method (FMM)**: A local policy used for path planning to the long-term goal.\n\n## Relevant Research\n**DreamBooth**...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 369, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Mean Absolute Error (MAE)**: A metric used to evaluate the accuracy of predictions made by AI models.\n\n## Relevant Research\n**N...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 268, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 103: articulation_flow, articulation_projection**: nan\n\n## Relevant Research\n**ROUGE** - Key concepts: ROUGE\n...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 752, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Sentiment Labels**: Annotations categorizing utterances into positive, neutral, or negative sentiments.\n\n## Relevant Research\n*...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 307, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Wav2vec 2.0**: A self-supervised speech encoder used for extracting speech features.\n\n## Relevant Research\n**EHR** - Key concep...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 310, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**EpicKitchens-100**: Dataset for online action prediction with long cooking activity videos.\n\n## Relevant Research\n**Semantic Cl...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 450, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Imagen 3**: nan\n\n## Relevant Research\n**NLI (Natural Language Inference)** - Key concepts: NLI (Natural Language Inference)\n**...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 46, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 Distillation**: A technique for transferring knowledge from a teacher model to a student model.; Transferring knowledge ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 349, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Co-NavGPT**: A framework that integrates Large Language Models (LLMs) for multi-robot cooperative visual target navigation.\n\n## ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 371, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Iterative Mask Denoising (IMD)**: A process that alternates between generation and segmentation stages to refine object masks.\n\n...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 522, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**InfoXLM**: A multilingual model that integrates structured data into its pretraining process.\n\n## Relevant Research\n**Drug-GPT ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 261, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**User-Centric Evaluation**: An approach that focuses on the user's ability to assess and interact with AI-generated content.\n\n## ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 195, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 Family**: nan\n\n## Relevant Research\n**Autoregressive Conditioning** - Key concepts: Autoregressive Conditioning\n**Vi...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 795, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 19: grounding_dino, fine-grained_vision-language_correlation**: nan\n\n## Relevant Research\n**Semantic Cluster 5...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 668, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Counterfactual Multi-Agent Policy Gradients (COMA)**: A reinforcement learning algorithm used to address the credit assignment pro...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 107, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**MedDialog**: A dataset of\n\n## Relevant Research\n**Understanding** - Key concepts: Understanding\n**Falsehoods Dataset** - Key c...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 59, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**String format**: A more flexible format for tool-calling requests.\n\n## Relevant Research\n**Multi-Agent Informative Path Plannin...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 598, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Sentence-BERT**: Tool used to calculate similarity for evaluation metrics.\n\n## Relevant Research\n**Ai Model** - Key concepts: A...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 595, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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-UAV Systems**: Systems involving multiple unmanned aerial vehicles designed for collaborative tasks.\n\n## Relevant Research...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 100, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 Object Segmentation and Tracking (VOST)**: The combined task of pixel-level segmentation and tracking of objects in video.\n...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 506, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 65: speech_embeddings, audio_q-former, glove_embeddings**: nan\n\n## Relevant Research\n**Semantic Cluster 48: dr...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 714, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**CCNet**: A dataset used for language modeling and augmenting with API calls.\n\n## Relevant Research\n**BERT Model** - Key concept...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 582, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Differential Neural Computer (DNC)**: Memory-augmented model for processing long and short input sequences.\n\n## Relevant Researc...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 453, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Falsehoods Dataset**: A dataset created to test the ability of models to handle incorrect claims.\n\n## Relevant Research\n**Conte...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 179, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**ParalinGPT**: A paralinguistics-enhanced Generative Pretrained Transformer model designed for spoken dialogue generation.\n\n## Re...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 304, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Commonsense Reasoning**: Reasoning tasks involving everyday knowledge (e.g., CSQA, StrategyQA, CommonsenseQA).\n\n## Relevant Rese...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 428, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 108: json_format, string_format**: nan\n\n## Relevant Research\n**AggreFact** - Key concepts: AggreFact\n**Full-l...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 757, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Speech Model**: nan\n\n## Relevant Research\n**EHR** - Key concepts: EHR\n**Latent Optimization** - Key concepts: Latent Optimizat...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 766, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Image Completion Environment**: An environment where an agent learns to complete an image from partial data.\n\n## Relevant Resear...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 149, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Combinatorial Generalization**: The ability of a model to generalize across different subgoals and tasks using combinatorial strat...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 124, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Concept-erased diffusion**: A method to suppress NSFW concepts in image generation.\n\n## Relevant Research\n**Semantic Cluster 10...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 633, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 44: trojansql, nouveau-token_backdoor_attack, legacy-token_backdoor_attack**: nan\n\n## Relevant Research\n**Unsa...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 693, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**LLM-Eval**: A methodology for evaluating open-domain dialogues generated by LLMs.\n\n## Relevant Research\n**LAW OF VISION REPRESE...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 185, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 2: knowledge_graphs, factscore, knowledge_graph...**: nan\n\n## Relevant Research\n**Motion Primitives** - Key co...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 651, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**GMAI**: Generalist Medical AI models capable of performing diverse medical tasks with minimal labeled data.\n\n## Relevant Researc...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 50, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Vowel Classification**: The categorization of vowel sounds based on specific criteria in speech recognition systems.\n\n## Relevan...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 467, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 Task**: nan\n\n## Relevant Research\n**CC595k** - Key concepts: CC595k\n**Semantic Cluster 48: dragon, contriever** - K...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 785, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Stable Diffusion**: A diffusion model referenced as a baseline for comparison in image generation tasks.; A text-to-image diffusio...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 527, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Object Detection (OD)**: A computer vision task that involves identifying and localizing objects within images.\n\n## Relevant Res...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 321, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 Classification**: A capability allowing a model to classify images without having seen examples from the target class.\n...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 353, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 86: human_evaluation, syphus**: nan\n\n## Relevant Research\n**Simulation Environment** - Key concepts: Simulatio...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 735, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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**: A model enabling language generation from visual observations and predictions.; A model capable of generating ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 142, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Cost-Utility Approach**: A scoring method used to evaluate the relevance of frontier cells.\n\n## Relevant Research\n**Memory Bank...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 370, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**DreamerV3**: A model-based reinforcement learning algorithm used as a foundation for Dynalang.\n\n## Relevant Research\n**Content-...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 141, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**MMAGIBenchmark**: A benchmark for evaluating the performance of vision-language models on perception and reasoning tasks.\n\n## Re...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 399, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**IIT-CDIP**: A dataset used for training LayoutXLM, consisting of multilingual document images.\n\n## Relevant Research\n**Sample-W...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 263, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Image Classification (IC)**: A core computer vision problem where the objective is to categorize images based on learned concepts....
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 320, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Integrating Audio, Visual, and Semantic Information for Enhanced Multimodal Speaker Diarization**: nan\n\n## Relevant Research\n**...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 19, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Cross-Examination**: A method inspired by legal practices to identify inconsistencies in claims.\n\n## Relevant Research\n**OpenRe...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 172, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 1: flan-palm, flan-palm_540b**: nan\n\n## Relevant Research\n**MPC-style controller** - Key concepts: MPC-style c...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 650, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 Representation**: The process of learning and encoding visual information in a way that is transferable to various tasks.\n...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 312, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**ROUGE-L**: A metric for evaluating the similarity between generated and reference text, used for filtering instructions.\n\n## Rel...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 390, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 92: video-chatgpt, vicuna, valley...**: nan\n\n## Relevant Research\n**LVU** - Key concepts: LVU\n**Mutual Reason...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 741, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Improvement Speaker Similarity for Zero-Shot Any-to-Any Voice Conversion of Whispered and Regular Speech**: nan\n\n## Relevant Res...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 12, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Visual instruction tuning**: A training methodology that aligns visual and textual features to improve model response to human ins...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 407, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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-based methods**: Techniques that allow the integration of different modalities without extensive retraining of pre-trained...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 408, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Switchboard-1 corpus**: A dataset containing spontaneous spoken dialogues used for training and evaluation.\n\n## Relevant Researc...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 305, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**mIOU (mean Intersection over Union)**: A metric for evaluating segmentation tasks.\n\n## Relevant Research\n**Ablation Studies** -...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 354, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**OpenResearcher: Unleashing AI for Accelerated Scientific Research**: nan\n\n## Relevant Research\n**Video Object Segmentation and ...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 25, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**ToolBench**: A holistic evaluation method for LLMs.\n\n## Relevant Research\n**Distance to Goal (DTG)** - Key concepts: Distance t...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 596, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**EXAMINEE**: The LM that generates a claim to be evaluated for factual accuracy.\n\n## Relevant Research\n**String format** - Key c...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 169, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**ConflictBank: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLM**: nan\n\n## Relevant Research\n**Cross-modal...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 38, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**Natural Questions Dataset**: A dataset that includes real user queries to assess factual answering.\n\n## Relevant Research\n**Ada...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 175, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**S2-Attn**: A shifted sparse attention mechanism introduced to improve context handling during training.\n\n## Relevant Research\n*...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 245, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery Task\n\nIdentify key limitations in the current research on these topics and propose innovative solutions to address them.\n\n## Key Entities\n**RNN-T**: A type of end-to-end automatic speech recognition model that uses a recurrent neural network for transduction of audio to...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 298, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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 15: fid, fvd, fréchet_inception_distance**: nan\n\n## Relevant Research\n**BERT** - Key concepts: BERT\n**Text-to...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 664, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }
scientific_discovery
[ { "content": "# Scientific Discovery 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-to-Language Adapter**: A module that facilitates the connection between visual features and textual representations in MLLM...
{ "ground_truth": "", "style": "rule" }
Scientific_Discovery
{ "index": 416, "split": "train", "cross_domain": false, "entities": [], "papers": [], "task_type": "" }