Reproduce “LeanLean: Benchmarking Repository-Scale Lean Proof Compression” on OpenResearch

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About this paper

Kári Rögnvaldsson, Niels Mündler-Sasahara, Jasper Dekoninck, Martin Vechev

The authors introduce LeanLean, a benchmark testing whether agents can reduce Lean code across 64 repositories while preserving protected results. Agents simplify proofs and change declaration dependencies; scores average relative token reductions per repository, with failures receiving zero. Opus 5 achieves the highest score, 48.30%, but only 21% on the sixteen largest repositories; token savings do not establish improved maintainability.

Summary by alphaXiv.

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