LLMs still struggle with long theorem proofs. LeanProgress offers a solution. We introduce a critic model for Lean4 proof search, and it uses a distance-based measure. Instead of just log-probability (logp), our critic uses “distance” as a signal, guiding the LLM to explore and

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