| MiniCPM-V: A GPT-4V Level MLLM on Your Phone | Aug 3, 2024 | HallucinationMultiple-choice | CodeCode Available | 12 |
| HealthBench: Evaluating Large Language Models Towards Improved Human Health | May 13, 2025 | Instruction FollowingMultiple-choice | CodeCode Available | 7 |
| MMBench: Is Your Multi-modal Model an All-around Player? | Jul 12, 2023 | AllInstruction Following | CodeCode Available | 5 |
| VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs | Jun 11, 2024 | Multiple-choiceQuestion Answering | CodeCode Available | 5 |
| LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks | Dec 19, 2024 | 8kIn-Context Learning | CodeCode Available | 5 |
| VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation | May 20, 2025 | MMEMultiple-choice | CodeCode Available | 4 |
| The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning | Mar 5, 2024 | Multiple-choice | CodeCode Available | 4 |
| Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice Perspective | Oct 16, 2022 | Coreference ResolutionMultiple-choice | CodeCode Available | 4 |
| BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text | Mar 27, 2024 | ArticlesLanguage Modeling | CodeCode Available | 4 |
| Flamingo: a Visual Language Model for Few-Shot Learning | Apr 29, 2022 | Few-Shot LearningGenerative Visual Question Answering | CodeCode Available | 4 |
| I Think, Therefore I am: Benchmarking Awareness of Large Language Models Using AwareBench | Jan 31, 2024 | BenchmarkingMultiple-choice | CodeCode Available | 4 |
| BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models | Jan 30, 2023 | Generative Visual Question AnsweringImage Captioning | CodeCode Available | 4 |
| Video-LLaVA: Learning United Visual Representation by Alignment Before Projection | Nov 16, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 4 |
| MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens | Apr 4, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 4 |
| PCToolkit: A Unified Plug-and-Play Prompt Compression Toolkit of Large Language Models | Mar 26, 2024 | Code CompletionFew-Shot Learning | CodeCode Available | 3 |
| C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models | May 15, 2023 | Multiple-choice | CodeCode Available | 3 |
| Improving Model Evaluation using SMART Filtering of Benchmark Datasets | Oct 26, 2024 | ChatbotDiversity | CodeCode Available | 3 |
| Fine-Tuning Language Models with Just Forward Passes | May 27, 2023 | GPUIn-Context Learning | CodeCode Available | 3 |
| Benchmarking Large Language Models on CFLUE -- A Chinese Financial Language Understanding Evaluation Dataset | May 17, 2024 | 16kBenchmarking | CodeCode Available | 3 |
| SEED-Bench: Benchmarking Multimodal Large Language Models | Jan 1, 2024 | BenchmarkingImage Generation | CodeCode Available | 3 |
| MuChoMusic: Evaluating Music Understanding in Multimodal Audio-Language Models | Aug 2, 2024 | Multimodal ReasoningMultiple-choice | CodeCode Available | 3 |
| SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension | Apr 25, 2024 | BenchmarkingMultiple-choice | CodeCode Available | 3 |
| MA-LMM: Memory-Augmented Large Multimodal Model for Long-Term Video Understanding | Apr 8, 2024 | GPUMultiple-choice | CodeCode Available | 3 |
| Open-LLM-Leaderboard: From Multi-choice to Open-style Questions for LLMs Evaluation, Benchmark, and Arena | Jun 11, 2024 | Multiple-choiceSelection bias | CodeCode Available | 2 |
| MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models | Aug 5, 2024 | Image ComprehensionMultiple-choice | CodeCode Available | 2 |
| Neptune: The Long Orbit to Benchmarking Long Video Understanding | Dec 12, 2024 | BenchmarkingMultimodal Reasoning | CodeCode Available | 2 |
| Perception Test: A Diagnostic Benchmark for Multimodal Models | Oct 19, 2022 | DiagnosticMultiple-choice | CodeCode Available | 2 |
| CHiSafetyBench: A Chinese Hierarchical Safety Benchmark for Large Language Models | Jun 14, 2024 | Multiple-choiceQuestion Answering | CodeCode Available | 2 |
| MovieChat: From Dense Token to Sparse Memory for Long Video Understanding | Jul 31, 2023 | Multiple-choiceQuestion Answering | CodeCode Available | 2 |
| MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in Summarization | Jan 28, 2023 | HallucinationMultiple-choice | CodeCode Available | 2 |
| MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark | Dec 19, 2024 | MMLUMultiple-choice | CodeCode Available | 2 |
| MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive Diversity | Jul 22, 2024 | DiversityMultiple-choice | CodeCode Available | 2 |
| MMSci: A Dataset for Graduate-Level Multi-Discipline Multimodal Scientific Understanding | Jul 6, 2024 | ArticlesInstruction Following | CodeCode Available | 2 |
| MVBench: A Comprehensive Multi-modal Video Understanding Benchmark | Nov 28, 2023 | 3D Question Answering (3D-QA)Diagnostic | CodeCode Available | 2 |
| PLAYER*: Enhancing LLM-based Multi-Agent Communication and Interaction in Murder Mystery Games | Apr 26, 2024 | Decision MakingLanguage Modeling | CodeCode Available | 2 |
| MedS^3: Towards Medical Small Language Models with Self-Evolved Slow Thinking | Jan 21, 2025 | Multiple-choice | CodeCode Available | 2 |
| Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner | May 16, 2025 | Cross-Modal RetrievalDiagnostic | CodeCode Available | 2 |
| Mellow: a small audio language model for reasoning | Mar 11, 2025 | Audio captioningLanguage Modeling | CodeCode Available | 2 |
| Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation | May 22, 2024 | InformativenessLanguage Modeling | CodeCode Available | 2 |
| Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering | Sep 20, 2022 | Multimodal Deep LearningMultimodal Reasoning | CodeCode Available | 2 |
| Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models | Jan 27, 2024 | Medical Question AnsweringMultiple-choice | CodeCode Available | 2 |
| FinEval: A Chinese Financial Domain Knowledge Evaluation Benchmark for Large Language Models | Aug 19, 2023 | Multiple-choice | CodeCode Available | 2 |
| GPQA: A Graduate-Level Google-Proof Q&A Benchmark | Nov 20, 2023 | Multiple-choice | CodeCode Available | 2 |
| LongVideoBench: A Benchmark for Long-context Interleaved Video-Language Understanding | Jul 22, 2024 | Multiple-choiceQuestion Answering | CodeCode Available | 2 |
| Exploring the Effect of Reinforcement Learning on Video Understanding: Insights from SEED-Bench-R1 | Mar 31, 2025 | Logical ReasoningMultiple-choice | CodeCode Available | 2 |
| MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering | Mar 27, 2022 | DiversityMultiple-choice | CodeCode Available | 2 |
| Biomedical knowledge graph-optimized prompt generation for large language models | Nov 29, 2023 | BenchmarkingKnowledge Graphs | CodeCode Available | 2 |
| ClinicalLab: Aligning Agents for Multi-Departmental Clinical Diagnostics in the Real World | Jun 19, 2024 | DiagnosticMultiple-choice | CodeCode Available | 2 |
| BixBench: a Comprehensive Benchmark for LLM-based Agents in Computational Biology | Feb 28, 2025 | Multiple-choicescientific discovery | CodeCode Available | 2 |
| CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models | Sep 4, 2024 | GSM8KMath | CodeCode Available | 2 |
