François Fleuret asks: are formal proof checkers actually unused in RL training?

francoisfleuret · x · 2026-11-12

Noted AI researcher François Fleuret raised a technical question: while people repeatedly point out that a formal proof checker can verify a proof with a clean yes/no answer, he has never heard of one actually being used in the RL part of model training. Is that the case?

The question touches on a concrete gap in the RLVR space: proof correctness could in principle be rigorously rewarded via checkers like Lean/Coq, so if they're genuinely absent from training pipelines, the reason is worth exploring. The thread discusses an analogy between proof checking and clinical hypothesis verification.

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