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English(EN) LANTERN: Illuminating Hidden Mathematical Knowledge in Language Models

新的基准和工具揭示了LLM的数学推理差距和新颖的联系

研究人员开发了新的方法来评估和改进大型语言模型(LLM)的数学推理能力。一种称为“数学原语”(Mathematical Primitive)的方法引入了一个基准,用于评估数学理解的不同维度,如发现、生成、消化和执行,揭示发现是关键瓶颈。另一个系统LANTERN使用模型激活来有效地识别大型数据集中新颖的数学联系,成功地发现了序列之间先前未知的关系。 AI

影响 这些进展可能导致LLM中更强大的数学推理能力,从而有可能加速科学发现和复杂的解决问题。

排序理由 该集群包含两篇学术论文,详细介绍了评估和改进LLM数学推理的新颖方法,包括新的基准和工具。

在 Hugging Face Daily Papers 阅读 →

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新的基准和工具揭示了LLM的数学推理差距和新颖的联系

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该集群包含两篇学术论文,详细介绍了评估和改进LLM数学推理的新颖方法,包括新的基准和工具。
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报道来源 [2]

  1. arXiv cs.LG TIER_1 English(EN) · Shuo Xing, Zilin Dai, Chengyuan Qian, Fangzhou Lin, Wenjing Chen, Ping He, Pan Lu, Alvaro Velasquez, Mohit Bansal, Zhengzhong Tu ·

    缺失的基元:大型语言模型中数学推理的诊断与修复

    arXiv:2610.02191v1 Announce Type: new Abstract: While Large Language Models (LLMs) have demonstrated striking capabilities on frontier mathematical problems, it remains unclear whether they possess the structural mathematical understanding underlying their solutions. In this pape…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    LANTERN:照亮语言模型中隐藏的数学知识

    Language models can now prove theorems, but people still decide which problems to pursue. We ask whether a model's internal representations can help identify promising mathematical connections. We develop LANTERN, a fast, cost-efficient pipeline that uses a classifier over pretra…