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. Beyond the single-pass whole-proof generation approach of DeepSeek-Prover-V1%2C we propose RMaxTS%2C a variant of Monte-Carlo tree search that employs an intrinsic-reward-driven exploration strategy to generate diverse proof paths. DeepSeek-Prover-V1.5 demonstrates significant improvements over DeepSeek-Prover-V1%2C achieving new state-of-the-art results on the test set of the high school level miniF2F benchmark (%2463.5%25%24) and the undergraduate level ProofNet benchmark (%2425.3%25%24).?quality=80&w=800)
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Conclusion
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