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 419 篇，第 8 / 9 页

  1. ICLR 2025Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows
  2. ICLR 2025SPORTU: A Comprehensive Sports Understanding Benchmark for Multimodal Large Language Models
  3. ICLR 2025Spreading Out-of-Distribution Detection on Graphs
  4. ICLR 2025Spurious Forgetting in Continual Learning of Language Models
  5. ICLR 2025ST-GCond: Self-supervised and Transferable Graph Dataset Condensation
  6. ICLR 2025Stochastic Polyak Step-sizes and Momentum: Convergence Guarantees and Practical Performance
  7. ICLR 2025StringLLM: Understanding the String Processing Capability of Large Language Models
  8. ICLR 2025Structuring Benchmark into Knowledge Graphs to Assist Large Language Models in Retrieving and Designing Models
  9. ICLR 2025Supervised and Semi-Supervised Diffusion Maps with Label-Driven Diffusion
  10. ICLR 2025SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding
  11. ICLR 2025SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?
  12. ICLR 2025SWEb: A Large Web Dataset for the Scandinavian Languages
  13. ICLR 2025Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data
  14. ICLR 2025SysBench: Can LLMs Follow System Message?
  15. ICLR 2025TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks
  16. ICLR 2025Talking Turns: Benchmarking Audio Foundation Models on Turn-Taking Dynamics
  17. ICLR 2025TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types
  18. ICLR 2025TAU-106K: A New Dataset for Comprehensive Understanding of Traffic Accident
  19. ICLR 2025TDDBench: A Benchmark for Training data detection
  20. ICLR 2025Teaching Human Behavior Improves Content Understanding Abilities Of VLMs
  21. ICLR 2025Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning
  22. ICLR 2025TestGenEval: A Real World Unit Test Generation and Test Completion Benchmark
  23. ICLR 2025TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential Dynamics
  24. ICLR 2025The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited
  25. ICLR 2025The KoLMogorov Test: Compression by Code Generation
  26. ICLR 2025The Labyrinth of Links: Navigating the Associative Maze of Multi-modal LLMs
  27. ICLR 2025The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling
  28. ICLR 2025The Rise and Down of Babel Tower: Investigating the Evolution Process of Multilingual Code Large Language Model
  29. ICLR 2025THE ROBUSTNESS OF DIFFERENTIABLE CAUSAL DISCOVERY IN MISSPECIFIED SCENARIOS
  30. ICLR 2025To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
  31. ICLR 2025TODO: Enhancing LLM Alignment with Ternary Preferences
  32. ICLR 2025TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models
  33. ICLR 2025ToolDial: Multi-turn Dialogue Generation Method for Tool-Augmented Language Models
  34. ICLR 2025Topological Blindspots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity
  35. ICLR 2025Towards Synergistic Path-based Explanations for Knowledge Graph Completion: Exploration and Evaluation
  36. ICLR 2025Training on the Test Task Confounds Evaluation and Emergence
  37. ICLR 2025Transformer Block Coupling and its Correlation with Generalization in LLMs
  38. ICLR 2025Tuning-Free Bilevel Optimization: New Algorithms and Convergence Analysis
  39. ICLR 2025UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models
  40. ICLR 2025Uncovering Gaps in How Humans and LLMs Interpret Subjective Language
  41. ICLR 2025Unearthing Skill-level Insights for Understanding Trade-offs of Foundation Models
  42. ICLR 2025Uni$^2$Det: Unified and Universal Framework for Prompt-Guided Multi-dataset 3D Detection
  43. ICLR 2025UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation
  44. ICLR 2025Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search
  45. ICLR 2025Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark
  46. ICLR 2025Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning
  47. ICLR 2025VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text
  48. ICLR 2025Vertical Federated Learning with Missing Features During Training and Inference
  49. ICLR 2025VibeCheck: Discover and Quantify Qualitative Differences in Large Language Models
  50. ICLR 2025Video Action Differencing

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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