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cs.LG2025
MINIF2F-DAFNY: LLM-Guided Mathematical Theorem Proving via Auto-Active Verification
Mantas Baksys, Stefan Zetzsche, Olivier Bouissou +1
LLMs excel at reasoning, but validating their steps remains challenging. Formal verification offers a solution through mechanically checkable proofs. Interactive theorem provers (I…
cs.LG2022★ 24 cited
Formal Mathematics Statement Curriculum Learning
Stanislas Polu, Jesse Michael Han, Kunhao Zheng +3
We explore the use of expert iteration in the context of language modeling applied to formal mathematics. We show that at same compute budget, expert iteration, by which we mean pr…