mlsanityData to 14 Oct 2026

MerLean-Prover: A Recursive Looping Harness for Lean 4 Theorem Proving

arXiv 2605.26959 ↗First posted 26 May 2026cs.LO cs.CLcited by 1

Not on the map. Why?

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.

Builds on

8 of 17 references.

References · 8

  1. 2023Lost in the Middle: How Language Models Use Long Contextscited by 3,455
  2. 2023LeanDojo: Theorem Proving with Retrieval-Augmented Language Modelscited by 427
  3. 2021MiniF2F: a cross-system benchmark for formal Olympiad-level mathematicscited by 391
  4. 2020Generative Language Modeling for Automated Theorem Provingcited by 388
  5. 2021Proof Artifact Co-training for Theorem Proving with Language Modelscited by 132
  6. 2025Hilbert: Recursively Building Formal Proofs with Informal Reasoningcited by 60
  7. 2025Ax-Prover: A Deep Reasoning Agentic Framework for Theorem Proving in Mathematics and Quantum Physicscited by 31
  8. 2025How Many Instructions Can LLMs Follow at Once?cited by 20

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.