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English(EN) # Math # AI 25/n This task of formalizing mathematics appears to be quite difficult. It takes a lot of time and energy, and it leads to computer code that is ve

LLM 被探索用于自动数学定理形式化,面临代码质量挑战 · 跟踪 2 个来源

大型语言模型 (LLM) 正在被探索用于自动形式化数学定理的潜力,这项任务被证明是极其困难且资源密集型的。虽然这一发展可以作为 AI 公司测试 agentic LLM 技术的基准,但生成的代码通常缺乏形式数学库所期望的健壮性和可重用性。其动机似乎更多是关于压力测试 AI 能力并建立与真理的联系,而不是为全面的数学知识库做出贡献。 AI

影响 这项研究可以推进 agentic LLM 的能力及其与可验证真理的联系,有可能减少某些领域对人工验证的需求。

排序理由 该集群讨论了 LLM 在数学研究问题(特别是定理形式化)中的应用及其相关挑战。

在 Mastodon — mastodon.social 阅读 →

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LLM 被探索用于自动数学定理形式化,面临代码质量挑战 · 跟踪 2 个来源

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该集群讨论了 LLM 在数学研究问题(特别是定理形式化)中的应用及其相关挑战。
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报道来源 [2]

  1. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    数学 AI 26/n 另一方面,LLM 的发展表明,它们可以被调整为自动形式化已有证明的定理

    # Math # AI 26/n On the other hand, the development of LLMs has suggested that they could be tuned to formalize automatically theorems for which a proof is provided (as a PDF file, or a collection of PDF files, say). To me, the motivation looks more than providing a benchmark for…

  2. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    # 数学 # 人工智能 25/n 数学形式化这项任务似乎相当困难。它耗费了大量的时间和精力,并且会产生计算机代码,这些代码...

    # Math # AI 25/n This task of formalizing mathematics appears to be quite difficult. It takes a lot of time and energy, and it leads to computer code that is very big. For example, the mathematical library Mathlib that accompanies the proof assistant Lean consists in roughly 10,0…