MaxProof: Scaling Mathematical Proof with Generative-Verifier RL and Evolutionary Search

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From the source

In the M3 release post, we reported the performance of the M3 model on two international mathematical olympiad benchmarks: IMO 2025 and USAMO 2026. With the MaxProof framework, M3 exceeded the human gold-medal threshold on both. This article further elaborates on our technical path toward advancing mathematical proof

Why open it

MaxProof's success on IMO 2025 and USAMO 2026 shows that combining generative-verifier RL with evolutionary search can push AI beyond human gold-medal performance in formal mathematical reasoning.

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What changed

In the M3 release post, we reported the performance of the M3 model on two international mathematical olympiad benchmarks: IMO 2025 and USAMO 2026.

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