LLM Mathematical Reasoning

LLM: Large Language Model

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19 papers in the last four weeks, up 375% on the four weeks before. 0.2% of all new papers.

Jul 13Week of Sep 28

Latest papers 194

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  1. From Expert-Guided Proof Search to Automated Open-Problem Solving

    Oct 7, 2026Adrián Zámečník, Matěj Kripner, Martin Koutecký +5Automated Theorem ProvingAI Agents for Scientific Discovery

  2. Let the Library Speak: Self-Advertised Method Selection for Formal Proving

    Oct 7, 2026Xiaopeng Yuan, Suijin Wang, Yanli Wang +5Automated Theorem ProvingLLM Mathematical Reasoning

  3. CALR: Continuous Anchored Latent Reasoning via Render-of-Thought Compression

    Oct 5, 2026Zhaoyang Wei, Bowen Jiang, Yanchao Hao +5Efficient Language Model ReasoningLatent Visual Reasoning

  4. The Missing Primitive: Diagnosing and Repairing Mathematical Reasoning in Large Language Models

    Oct 1, 2026Shuo Xing, Zilin Dai, Chengyuan Qian +7Mathematical Reasoning BenchmarksSelf-Distillation

  5. Function-Structured Reinforcement Learning with Executable Verifiers for Mathematical Reasoning

    Oct 1, 2026Zihan Liu, Xurong XieLLM Reasoning with GraphsRL for Language Model Reasoning

  6. ReSolve: Reusing Candidate Reasoning through Selective Generative Moderation

    Oct 1, 2026Bangji Yang, Jiajun Fan, Hongba Ma +6Efficient Language Model ReasoningInference-Time Compute Allocation

  7. Improving Math Reasoning through Value-guided Informative Search

    Oct 1, 2026Shaohuai Liu, Yuning Wu, Haoran Liu +3RL for Language Model ReasoningReinforcement Learning with Verifiable Rewards

  8. Beyond Compression: Diagnosing How Post-Training Changes Mathematical Reasoning

    Sep 29, 2026Hongyang Li, Yiming Zhu, Xiao Li +3Language Model DistillationRL Post-Training

  9. Order-Invariant Answers, Order-Sensitive Representations in Mathematical Reasoning

    Sep 23, 2026Zhixu Silvia TaoMathematical ReasoningRepresentation Geometry in Language Models

  10. Math Reasoning in LLMs is Organized by Approach, Not Topic

    Sep 22, 2026Sajad Goudarzi, Samaneh Zamanifard, Moloud Nasiri +1Mathematical Reasoning BenchmarksLLM Interpretability

  11. Sage: Formalization with Semantic Correction

    Sep 16, 2026Thomas Hirtz, Farzad Jafarrahmani, Abdelmouksit Sagueni +3LLM Self-CorrectionLean Theorem Proving

  12. Magenta: Closing the Loop Between Mathematical Reasoning and Lean Verification

    Sep 12, 2026Joshua Ong Jun Leang, Haonan Li, Zheng Zhao +6Automated Theorem ProvingAgentic Reasoning

  13. From Symbolic Perception to Logical Deduction: A Framework for Guiding Language Models in Geometric Reasoning

    Sep 9, 2026Weichen Dai, Rafael Medeiros Cabral, Ziyi Shou +4Visual ReasoningSymbolic Reasoning

  14. HSRM: Hidden-State Reward Models for Test-Time Verification

    Aug 31, 2026Xianzhi Li, Xiaodan ZhuLLM Answer VerificationEfficient Language Model Reasoning

  15. More Capable, Less Faithful: A Multilingual Analysis of Mathematical (Un)Solvability Detection in LLMs

    Aug 31, 2026Maria-Eleni Zoumpoulidi, Nikolaos Xiros, Georgios ParaskevopoulosMultilingual Language Model EvaluationLLM Reliability

  16. Mitigating Over-Optimization in PRM-Guided Search in Mathematical Reasoning by Optimizing the Guide

    Aug 30, 2026Taejong Joo, Diego KlabjanInference-Time SearchProcess Reward Models

  17. Constraint-First Reasoning: A Training-Free Protocol for Exploiting Answer-Space Constraints in Mathematical Problem Solving

    Aug 5, 2026Hongbo Ma, Bangji Yang, Yunqian Selina Cheng +3LLM PromptingLLM Mathematical Reasoning