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News/SCOPE: Certified Theorem Proving with a Language Model as the Policy Planner
arxiv
PublishedOctober 16, 2026 at 4:00 AM

SCOPE: Certified Theorem Proving with a Language Model as the Policy Planner

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arXiv:2610.08319v2 Announce Type: replace Abstract: In proof assistants such as Lean, a generated proof must pass machine compilation checks, so evaluation needs no human scoring. Direct generation fails on multi-step numeric propositions: a proof is valid only if every content integer is correct, s

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