MerLean-Prover: A Recursive Looping Harness for Lean 4 Theorem Proving
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Abstract (arXiv)
MerLean-Prover is an end-to-end Lean4 theorem prover that replaces sorry declarations with kernel-checkable proofs. It is built from three agent types (Planning, Check, and Lean) composed by a recursive outer loop whose unit of revision is the proof plan itself, and uses no fine-tuning, no custom RL objective, and no theorem-specific scaffolding. On FormalQualBench, a benchmark of 23 PhD-qualifying-exam theorems, MerLean-Prover solves 10/23, surpassing the strongest published open-source baseline (OpenGauss, 8/23). On Putnam2025, the same harness closes 12/12 with substantially lower total wall-clock than the next-best system that closes the full set. The harness also transfers to smaller models: Sonnet closes all four tested FormalQualBench problems, and Haiku closes the two short ones. These results suggest that harness design is a central factor in end-to-end Lean4 theorem proving, alongside raw model capability, and that a relatively simple harness can already be effective.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 8 of its 17 references that are in the map. First posted on arXiv 26 May 2026.
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8 of 17 references.
References · 8
- 2023Lost in the Middle: How Language Models Use Long Contextscited by 3,455
- 2023LeanDojo: Theorem Proving with Retrieval-Augmented Language Modelscited by 427
- 2021MiniF2F: a cross-system benchmark for formal Olympiad-level mathematicscited by 391
- 2020Generative Language Modeling for Automated Theorem Provingcited by 388
- 2021Proof Artifact Co-training for Theorem Proving with Language Modelscited by 132
- 2025Hilbert: Recursively Building Formal Proofs with Informal Reasoningcited by 60
- 2025Ax-Prover: A Deep Reasoning Agentic Framework for Theorem Proving in Mathematics and Quantum Physicscited by 31
- 2025How Many Instructions Can LLMs Follow at Once?cited by 20
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Citing papers per year: 2026: 1.
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