Overview

Lean theorem proving studies how to express mathematical claims in Lean and construct proof terms that its kernel can check. Systems combine tactic search, language models, Mathlib premise retrieval, proof decomposition, compiler feedback, and increasingly reinforcement learning or symbolic computation. Benchmarks such as miniF2F and PutnamBench show strong results on competition mathematics, while graduate-level and applied-domain problems remain harder and motivate larger, context-rich evaluations. A central challenge is that a checked proof establishes only the formal statement: ensuring that statement faithfully captures the intended mathematics, while controlling cost and generalizing beyond familiar benchmarks, remains difficult.

Latest papers

CardsList

123 papers26 papers in the last four weeks, up 225% on the four weeks before. 0.2% of all new papers.

  1. Lean Refactor: Multi-Objective Controllable Proof Optimization via Agentic Strategy Search

    May 18, 2026Jialin Lu, Soonho Kong, Rodrigo Stehling +4Large Language Model-Guided OptimizationLean Theorem Proving

  2. CAM-Bench: A Benchmark for Computational and Applied Mathematics in Lean

    May 17, 2026Wentao Long, Yunfei Zhang, Chenyi Li +3Mathematical Reasoning BenchmarksBenchmark Construction

  3. Formal Conjectures: An Open and Evolving Benchmark for Verified Discovery in Mathematics

    May 13, 2026Moritz Firsching, Paul Lezeau, Salvatore Mercuri +8Mathematical Reasoning BenchmarksAutomated Theorem Proving

  4. LeanSearch v2: Global Premise Retrieval for Lean 4 Theorem Proving

    May 13, 2026Guoxiong Gao, Zeming Sun, Jiedong Jiang +5Lean Theorem ProvingEvidence Retrieval

  5. Rethinking Supervision Granularity: Segment-Level Learning for LLM-Based Theorem Proving

    May 12, 2026Shuo Xu, Jiakun Zhang, Junyu Lai +2Supervised Fine-TuningAutomated Theorem Proving

  6. FormalRewardBench: A Benchmark for Formal Theorem Proving Reward Models

    May 11, 2026Zeynel A. Uluşan, Burak S. Akbudak, Can S. Erer +1Reward ModelingAutomated Theorem Proving

  7. Automated Formal Proofs of Combinatorial Identities via Wilf-Zeilberger Guidance and LLMs

    May 6, 2026Beibei Xiong, Hangyu Lv, Junqi Liu +5Automated Theorem ProvingLean Theorem Proving

  8. OptProver: Bridging Olympiad and Optimization through Continual Training in Formal Theorem Proving

    Apr 26, 2026Chenyi Li, Yanchen Nie, Zhenyu Ming +3Continual Learning for LLMsAutomated Theorem Proving

  9. Benchmarking Testing in Automated Theorem Proving

    Apr 26, 2026Jongyoon Kim, Hojae Han, Seung-won HwangLLM EvaluationAutomated Theorem Proving

  10. Progress in Formalizing Sphere Packing in Dimension 8

    Apr 25, 2026Sidharth Hariharan, Christopher Birkbeck, Seewoo Lee +4Formal VerificationLean Theorem Proving

  11. Characterizing Paraphrase-Induced Failures in Lean 4 Autoformalization

    Apr 25, 2026William Feng, Ethan Lou, Aryan SharmaLean Theorem ProvingCode Generation Evaluation

  12. Discover and Prove: An Open-source Agentic Framework for Hard Mode Automated Theorem Proving in Lean 4

    Apr 17, 2026Chengwu Liu, Yichun Yin, Ye Yuan +7Automated Theorem ProvingLean Theorem Proving

  13. Understanding Tool-Augmented Agents for Lean Formalization: A Factorial Analysis

    Apr 16, 2026Ke Zhang, Patricio Gallardo, Maziar Raissi +1Code TranslationLLM Agent Evaluation

  14. Automated Conjecture Resolution with Formal Verification

    Apr 4, 2026Haocheng Ju, Guoxiong Gao, Jiedong Jiang +13Automated Theorem ProvingLLM Mathematical Reasoning

  15. Automatic Textbook Formalization

    Apr 3, 2026Fabian Gloeckle, Ahmad Rammal, Charles Arnal +4AutoformalizationLean Theorem Proving

  16. FormalProofBench: Can Models Write Graduate Level Math Proofs That Are Formally Verified?

    Mar 27, 2026Nikil Ravi, Kexing Ying, Vasilii Nesterov +5Mathematical Reasoning BenchmarksFormal Verification

  17. MechMath: Sorrifier-Driven Formal Decomposition Workflow for Automated Theorem Proving

    Mar 25, 2026Ruichen Qiu, Yichuan Cao, Junqi Liu +4Automated Theorem ProvingLLM Mathematical Reasoning

  18. Lean Atlas: An Integrated Proof Environment for Scalable Human-AI Collaborative Formalization

    Mar 16, 2026Banri Yanahama, Akiyoshi SannaiFormal VerificationLean Theorem Proving

  19. TaoBench: Do Automated Theorem Prover LLMs Generalize Beyond MathLib?

    Mar 13, 2026Alexander K Taylor, Junyi Zhang, Ethan Ji +10Automated Theorem ProvingMathematical Reasoning Benchmarks

  20. SorryDB: Can AI Provers Complete Real-World Lean Theorems?

    Mar 3, 2026Austin Letson, Leopoldo Sarra, Auguste Poiroux +9Automated Theorem ProvingLean Theorem Proving

  21. Nazrin: An Atomic Neural Proof Automation Tactic in Lean 4

    Feb 21, 2026Leni Aniva, Iori Oikawa, David Dill +1Automated Theorem ProvingLean Theorem Proving

  22. VeriSoftBench: Repository-Scale Formal Verification Benchmarks for Lean

    Feb 20, 2026Yutong Xin, Qiaochu Chen, Greg Durrett +1LLM EvaluationFormal Verification

  23. M2F: Automated Formalization of Mathematical Literature at Scale

    Feb 19, 2026Zichen Wang, Wanli Ma, Zhenyu Ming +3AutoformalizationFormal Verification

  24. MerLean: An Agentic Framework for Autoformalization in Quantum Computation

    Feb 18, 2026Yuanjie Ren, Jinzheng Li, Yidi QiAutoformalizationFormal Verification