"LLM and reinforcement-learning systems can generate mathematical proofs whose correctness is established by an independent formal checker."
The AlphaProof researchers describe an agent that learns to construct proofs inside Lean's formally verifiable environment. At the 2024 International Mathematical Olympiad, AlphaProof solved three of the five non-geometry problems, demonstrating the combination of automated proof search and rigorous checking.
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