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#artificial intelligence Preprint Aug 2026

RePro: Proof-Verified Benchmark Rewriting for Reliable Evaluation of LLM Mathematical Problem Solving

Proof-Verified Benchmark Rewriting (RePro) is proposed, the first framework to integrate Lean-oriented neural automated theorem provers (ATPs) into benchmark rewriting, which rewrites problems and regenerates answers with correctness ensured by Lean-verified proofs.

Xiyuan Zhou, Zhuo-Qi Li, Xinlei Wang et al. · 0 citations

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