[论文品读]用大语言模型求解不等式证明 episode artwork

EPISODE · Jun 16, 2025 · 8 MIN

[论文品读]用大语言模型求解不等式证明

from AI可可AI生活

[LG] Solving Inequality Proofs with Large Language Models  J Sheng, L Lyu, J Jin, T Xia...  [Stanford University & UC Berkeley]  本文通过构建一个包含奥林匹克级别不等式的新数据集IneqMath,并设计了一套包含最终答案和详细步骤审查的LLM即评判者评估框架,揭示了当前顶尖大语言模型在解决不等式问题时普遍存在的“答案可能正确但推理过程往往不严谨”的巨大鸿沟,并指出模型规模和计算量扩展对此改善有限,而定理指导和自我修正等策略展现了提升的潜力。https://arxiv.org/abs/2506.07927     在小宇宙查看该单集文稿

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[论文品读]用大语言模型求解不等式证明

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[LG] Solving Inequality Proofs with Large Language Models  J Sheng, L Lyu, J Jin, T Xia...  [Stanford University & UC Berkeley]...

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