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ResearchOctober 21, 2026

Fix, Not Just Resample: Bounded Compiler-Guided Repair in Lean 4

arXiv:2610.26942v1 Announce Type: new Abstract: Automated theorem provers often rely on sampling language models, but proof assistants like Lean reject each failed step with a precise error message --- information that pure sampling discards. To overcome this, we introduce a…

Haotian Deng, Chris Farber, Sonal Narasimha, Samskrithi Sivakumar, Yexiang Xue·arXiv — cs.AI
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  • 01.arXiv:2610.26942v1 Announce Type: new Abstract: Automated theorem provers often rely on sampling language models, but proof assistants like Lean reject each failed step with a precise error message --- information that pure sampling discards
  • 02.To overcome this, we introduce a…

This material is provided as an extended analytical summary.

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