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English(EN) h1: A Taste of the Bitter Lesson in Automated Theorem Proving

新型工具'h1'在形式定理证明的专业工作流中表现出色

作者 PulseAugur 编辑部 · [1 个来源] ·

一篇新论文介绍了一种名为'h1'的简单工具，旨在测试在形式定理证明中，增加测试时间计算量是否能媲美人类设计的工作流。该工具与Lean 4编程语言接口，并利用验证器反馈和自我反思。结果表明，h1在PutnamBench和FormalConjectures100-Solved等基准测试中取得了最先进的性能，甚至能媲美或超越Goedel-Architect和AlphaProof Nexus等专业工作流。 AI

影响 表明通过简单的代理循环扩展计算量，可以在形式数学领域与复杂的人类设计工作流相媲美。

排序理由 该集群描述了一篇详细介绍自动化定理证明新方法的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.LG 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

新型工具'h1'在形式定理证明的专业工作流中表现出色

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该集群描述了一篇详细介绍自动化定理证明新方法的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. arXiv cs.LG TIER_1 English(EN) · Skander Moalla, Ahmad Rammal, Niket Patel, Remi Munos, Julia Kempe ·

    h1: A Taste of the Bitter Lesson in Automated Theorem Proving

    arXiv:2610.35962v2 Announce Type: replace Abstract: While progress in informal mathematics has come largely from scaling the chain-of-thought and agentic reasoning of frontier language models, formal theorem proving has increasingly relied on human-designed workflows around these…

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