数据集与基准论文趋势 2023–2026

新数据集与评测协议

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 5,856 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

数据集与基准论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023227162166382937
20244482163183641,346
20256374191893371,582
20266236352754581,991

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

全部数据集与基准论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 5,852 篇，第 66 / 118 页

  1. NeurIPS 2025MedChain: Bridging the Gap Between LLM Agents and Clinical Practice with Interactive Sequence
  2. NeurIPS 2025MedicalNarratives: Connecting Medical Vision and Language with Localized Narratives
  3. NeurIPS 2025MedMax: Mixed-Modal Instruction Tuning for Training Biomedical Assistants
  4. NeurIPS 2025MedSG-Bench: A Benchmark for Medical Image Sequences Grounding
  5. NeurIPS 2025MergeBench: A Benchmark for Merging Domain-Specialized LLMs
  6. NeurIPS 2025MERIT: Multilingual Semantic Retrieval with Interleaved Multi-Condition Query
  7. NeurIPS 2025Merlin L48 Spectrogram Dataset
  8. NeurIPS 2025Meta-Learning an In-Context Transformer Model of Human Higher Visual Cortex
  9. NeurIPS 2025Metritocracy: Representative Metrics for Lite Benchmarks
  10. NeurIPS 2025MimeQA: Towards Socially-Intelligent Nonverbal Foundation Models
  11. NeurIPS 2025Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge
  12. NeurIPS 2025MindGYM: What Matters in Question Synthesis for Thinking-Centric Fine-Tuning?
  13. NeurIPS 2025MiNT: Multi-Network Transfer Benchmark for Temporal Graph Learning
  14. NeurIPS 2025MIR-Bench: Can Your LLM Recognize Complicated Patterns via Many-Shot In-Context Reasoning?
  15. NeurIPS 2025MIRAGE: A Benchmark for Multimodal Information-Seeking and Reasoning in Agricultural Expert-Guided Conversations
  16. NeurIPS 2025Mitigating Hallucination in VideoLLMs via Temporal-Aware Activation Engineering
  17. NeurIPS 2025Mitigating Occlusions in Virtual Try-On via A Simple-Yet-Effective Mask-Free Framework
  18. NeurIPS 2025ML4CFD Competition: Results and Retrospective Analysis
  19. NeurIPS 2025ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs
  20. NeurIPS 2025MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering
  21. NeurIPS 2025MLLM-ISU: The First-Ever Comprehensive Benchmark for Multimodal Large Language Models based Intrusion Scene Understanding
  22. NeurIPS 2025MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research
  23. NeurIPS 2025MLRC-Bench: Can Language Agents Solve Machine Learning Research Challenges?
  24. NeurIPS 2025MM-OPERA: Benchmarking Open-ended Association Reasoning for Large Vision-Language Models
  25. NeurIPS 2025MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix
  26. NeurIPS 2025MMCSBench: A Fine-Grained Benchmark for Large Vision-Language Models in Camouflage Scenes
  27. NeurIPS 2025MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models
  28. NeurIPS 2025MMIG-Bench: Towards Comprehensive and Explainable Evaluation of Multi-Modal Image Generation Models
  29. NeurIPS 2025MMLongBench: Benchmarking Long-Context Vision-Language Models Effectively and Thoroughly
  30. NeurIPS 2025MMOT: The First Challenging Benchmark for Drone-based Multispectral Multi-Object Tracking
  31. NeurIPS 2025MMPB: It’s Time for Multi-Modal Personalization
  32. NeurIPS 2025MMPerspective: Do MLLMs Understand Perspective? A Comprehensive Benchmark for Perspective Perception, Reasoning, and Robustness
  33. NeurIPS 2025MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
  34. NeurIPS 2025mmWalk: Towards Multi-modal Multi-view Walking Assistance
  35. NeurIPS 2025Model Provenance Testing for Large Language Models
  36. NeurIPS 2025Model Selection for Off-policy Evaluation: New Algorithms and Experimental Protocol
  37. NeurIPS 2025MONITRS: Multimodal Observations of Natural Incidents Through Remote Sensing
  38. NeurIPS 2025MRSAudio: A Large-Scale Multimodal Recorded Spatial Audio Dataset with Refined Annotations
  39. NeurIPS 2025MS-Bench: Evaluating LMMs in Ancient Manuscript Study through a Dunhuang Case Study
  40. NeurIPS 2025Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
  41. NeurIPS 2025Multi-dataset Joint Pre-training of Emotional EEG Enables Generalizable Affective Computing
  42. NeurIPS 2025Multi-step Visual Reasoning with Visual Tokens Scaling and Verification
  43. NeurIPS 2025Multi-View Oriented GPLVM: Expressiveness and Efficiency
  44. NeurIPS 2025Multiplication-Free Parallelizable Spiking Neurons with Efficient Spatio-Temporal Dynamics
  45. NeurIPS 2025MUniverse: A Simulation and Benchmarking Suite for Motor Unit Decomposition
  46. NeurIPS 2025MV-CoLight: Efficient Object Compositing with Consistent Lighting and Shadow Generation
  47. NeurIPS 2025MVU-Eval: Towards Multi-Video Understanding Evaluation for Multimodal LLMs
  48. NeurIPS 2025MyoChallenge 2024: A New Benchmark for Physiological Dexterity and Agility in Bionic Humans
  49. NeurIPS 2025NaturalReasoning: Reasoning in the Wild with 2.8M Challenging Questions
  50. NeurIPS 2025Nearly-Linear Time and Massively Parallel Algorithms for $k$-anonymity

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查数据集与基准在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "dataset-and-benchmarks"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇数据集与基准论文？
共 5,856 篇，按年份分别是 2023 年 937 篇、2024 年 1,346 篇、2025 年 1,582 篇、2026 年 1,991 篇。
NeurIPS 2026 有多少篇数据集与基准论文？
NeurIPS 2026 有 623 篇数据集与基准论文，上一届是 637 篇。
ICLR 2026 有多少篇数据集与基准论文？
ICLR 2026 有 635 篇数据集与基准论文，上一届是 419 篇。
ICML 2026 有多少篇数据集与基准论文？
ICML 2026 有 275 篇数据集与基准论文，上一届是 189 篇。
CVPR 2026 有多少篇数据集与基准论文？
CVPR 2026 有 458 篇数据集与基准论文，上一届是 337 篇。
哪个会议的数据集与基准论文最多？
NeurIPS，2023–2026 年共 1,935 篇。

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