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 1,432 篇，第 21 / 29 页

  1. ICLR 2025Talking Turns: Benchmarking Audio Foundation Models on Turn-Taking Dynamics
  2. ICLR 2025TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types
  3. ICLR 2025TAU-106K: A New Dataset for Comprehensive Understanding of Traffic Accident
  4. ICLR 2025TDDBench: A Benchmark for Training data detection
  5. ICLR 2025Teaching Human Behavior Improves Content Understanding Abilities Of VLMs
  6. ICLR 2025Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning
  7. ICLR 2025TestGenEval: A Real World Unit Test Generation and Test Completion Benchmark
  8. ICLR 2025TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential Dynamics
  9. ICLR 2025The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited
  10. ICLR 2025The KoLMogorov Test: Compression by Code Generation
  11. ICLR 2025The Labyrinth of Links: Navigating the Associative Maze of Multi-modal LLMs
  12. ICLR 2025The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling
  13. ICLR 2025The Rise and Down of Babel Tower: Investigating the Evolution Process of Multilingual Code Large Language Model
  14. ICLR 2025THE ROBUSTNESS OF DIFFERENTIABLE CAUSAL DISCOVERY IN MISSPECIFIED SCENARIOS
  15. ICLR 2025To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
  16. ICLR 2025TODO: Enhancing LLM Alignment with Ternary Preferences
  17. ICLR 2025TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models
  18. ICLR 2025ToolDial: Multi-turn Dialogue Generation Method for Tool-Augmented Language Models
  19. ICLR 2025Topological Blindspots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity
  20. ICLR 2025Towards Synergistic Path-based Explanations for Knowledge Graph Completion: Exploration and Evaluation
  21. ICLR 2025Training on the Test Task Confounds Evaluation and Emergence
  22. ICLR 2025Transformer Block Coupling and its Correlation with Generalization in LLMs
  23. ICLR 2025Tuning-Free Bilevel Optimization: New Algorithms and Convergence Analysis
  24. ICLR 2025UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models
  25. ICLR 2025Uncovering Gaps in How Humans and LLMs Interpret Subjective Language
  26. ICLR 2025Unearthing Skill-level Insights for Understanding Trade-offs of Foundation Models
  27. ICLR 2025Uni$^2$Det: Unified and Universal Framework for Prompt-Guided Multi-dataset 3D Detection
  28. ICLR 2025UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation
  29. ICLR 2025Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search
  30. ICLR 2025Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark
  31. ICLR 2025Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning
  32. ICLR 2025VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text
  33. ICLR 2025Vertical Federated Learning with Missing Features During Training and Inference
  34. ICLR 2025VibeCheck: Discover and Quantify Qualitative Differences in Large Language Models
  35. ICLR 2025Video Action Differencing
  36. ICLR 2025VideoPhy: Evaluating Physical Commonsense for Video Generation
  37. ICLR 2025VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents
  38. ICLR 2025VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning
  39. ICLR 2025VOILA: Evaluation of MLLMs For Perceptual Understanding and Analogical Reasoning
  40. ICLR 2025VoxDialogue: Can Spoken Dialogue Systems Understand Information Beyond Words?
  41. ICLR 2025VTDexManip: A Dataset and Benchmark for Visual-tactile Pretraining and Dexterous Manipulation with Reinforcement Learning
  42. ICLR 2025VVC-Gym: A Fixed-Wing UAV Reinforcement Learning Environment for Multi-Goal Long-Horizon Problems
  43. ICLR 2025Ward: Provable RAG Dataset Inference via LLM Watermarks
  44. ICLR 2025Wasserstein Distances, Neuronal Entanglement, and Sparsity
  45. ICLR 2025What Are Good Positional Encodings for Directed Graphs?
  46. ICLR 2025What Makes a Maze Look Like a Maze?
  47. ICLR 2025What Matters in Learning from Large-Scale Datasets for Robot Manipulation
  48. ICLR 2025What's New in My Data? Novelty Exploration via Contrastive Generation
  49. ICLR 2025WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild
  50. ICLR 2025xFinder: Large Language Models as Automated Evaluators for Reliable Evaluation

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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