推理模型论文趋势 2023–2026

链式推理、测试时计算与显式推理能力

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 3,512 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

推理模型论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
20232715710933470
2024121846343311
202550020315970932
20263616525822041,799

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

全部推理模型论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 1,253 篇，第 19 / 26 页

  1. NeurIPS 2024Enhancing Reasoning Capabilities of LLMs via Principled Synthetic Logic Corpus
  2. NeurIPS 2024Entity Alignment with Noisy Annotations from Large Language Models
  3. NeurIPS 2024Evaluating Numerical Reasoning in Text-to-Image Models
  4. NeurIPS 2024Found in the Middle: How Language Models Use Long Contexts Better via Plug-and-Play Positional Encoding
  5. NeurIPS 2024GameTraversalBenchmark: Evaluating Planning Abilities Of Large Language Models Through Traversing 2D Game Maps
  6. NeurIPS 2024GITA: Graph to Visual and Textual Integration for Vision-Language Graph Reasoning
  7. NeurIPS 2024Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers
  8. NeurIPS 2024Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization
  9. NeurIPS 2024GTBench: Uncovering the Strategic Reasoning Capabilities of LLMs via Game-Theoretic Evaluations
  10. NeurIPS 2024How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad
  11. NeurIPS 2024Information Re-Organization Improves Reasoning in Large Language Models
  12. NeurIPS 2024Initialization is Critical to Whether Transformers Fit Composite Functions by Reasoning or Memorizing
  13. NeurIPS 2024Instance-adaptive Zero-shot Chain-of-Thought Prompting
  14. NeurIPS 2024Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual Classification
  15. NeurIPS 2024Interpretable Image Classification with Adaptive Prototype-based Vision Transformers
  16. NeurIPS 2024Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models
  17. NeurIPS 2024Iteration Head: A Mechanistic Study of Chain-of-Thought
  18. NeurIPS 2024Iterative Reasoning Preference Optimization
  19. NeurIPS 2024JiuZhang3.0: Efficiently Improving Mathematical Reasoning by Training Small Data Synthesis Models
  20. NeurIPS 2024KptLLM: Unveiling the Power of Large Language Model for Keypoint Comprehension
  21. NeurIPS 2024Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning
  22. NeurIPS 2024Learning Formal Mathematics From Intrinsic Motivation
  23. NeurIPS 2024Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios
  24. NeurIPS 2024Learning to Reason via Program Generation, Emulation, and Search
  25. NeurIPS 2024Leveraging Environment Interaction for Automated PDDL Translation and Planning with Large Language Models
  26. NeurIPS 2024LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low Resource and Extinct Languages
  27. NeurIPS 2024LLMDFA: Analyzing Dataflow in Code with Large Language Models
  28. NeurIPS 2024LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation
  29. NeurIPS 2024MAmmoTH2: Scaling Instructions from the Web
  30. NeurIPS 2024Many-Shot In-Context Learning
  31. NeurIPS 2024Mars: Situated Inductive Reasoning in an Open-World Environment
  32. NeurIPS 2024MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and Learning
  33. NeurIPS 2024MathPile: A Billion-Token-Scale Pretraining Corpus for Math
  34. NeurIPS 2024Meaningful Learning: Enhancing Abstract Reasoning in Large Language Models via Generic Fact Guidance
  35. NeurIPS 2024Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset
  36. NeurIPS 2024MediQ: Question-Asking LLMs and a Benchmark for Reliable Interactive Clinical Reasoning
  37. NeurIPS 2024MEQA: A Benchmark for Multi-hop Event-centric Question Answering with Explanations
  38. NeurIPS 2024Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving
  39. NeurIPS 2024Mind's Eye of LLMs: Visualization-of-Thought Elicits Spatial Reasoning in Large Language Models
  40. NeurIPS 2024MindMerger: Efficiently Boosting LLM Reasoning in non-English Languages
  41. NeurIPS 2024MR-Ben: A Meta-Reasoning Benchmark for Evaluating System-2 Thinking in LLMs
  42. NeurIPS 2024Multi-modal Situated Reasoning in 3D Scenes
  43. NeurIPS 2024MutaPLM: Protein Language Modeling for Mutation Explanation and Engineering
  44. NeurIPS 2024Natural Counterfactuals With Necessary Backtracking
  45. NeurIPS 2024NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples
  46. NeurIPS 2024NeuralSolver: Learning Algorithms For Consistent and Efficient Extrapolation Across General Tasks
  47. NeurIPS 2024Neuro-Symbolic Data Generation for Math Reasoning
  48. NeurIPS 2024Observational Scaling Laws and the Predictability of Langauge Model Performance
  49. NeurIPS 2024OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI
  50. NeurIPS 2024On the Inductive Bias of Stacking Towards Improving Reasoning

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 查推理模型在 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": "reasoning-models"}

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推理模型论文？
共 3,512 篇，按年份分别是 2023 年 470 篇、2024 年 311 篇、2025 年 932 篇、2026 年 1,799 篇。
NeurIPS 2026 有多少篇推理模型论文？
NeurIPS 2026 有 361 篇推理模型论文，上一届是 500 篇。
ICLR 2026 有多少篇推理模型论文？
ICLR 2026 有 652 篇推理模型论文，上一届是 203 篇。
ICML 2026 有多少篇推理模型论文？
ICML 2026 有 582 篇推理模型论文，上一届是 159 篇。
CVPR 2026 有多少篇推理模型论文？
CVPR 2026 有 204 篇推理模型论文，上一届是 70 篇。
哪个会议的推理模型论文最多？
NeurIPS，2023–2026 年共 1,253 篇。

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