Can LLM generate interesting mathematical research problems?
arXiv: 2603.18813v1
发布: 2026-03-19
更新: 2026-03-19
AI 摘要
该论文探索LLM生成有价值数学研究问题的能力,发现LLM可生成专家未知的、有价值的数学问题。
主要贡献
- 提出利用LLM生成数学研究问题的agent
- 生成了665个微分几何方向的研究问题
- 验证发现LLM生成的问题具有研究价值
方法论
构建agent生成数学问题,并通过人工验证判断问题的未知性和研究价值。
原文摘要
This paper is the second one in a series of work on the mathematical creativity of LLM. In the first paper, the authors proposed three criteria for evaluating the mathematical creativity of LLM and constructed a benchmark dataset to measure it. This paper further explores the mathematical creativity of LLM, with a focus on investigating whether LLM can generate valuable and cutting-edge mathematical research problems. We develop an agent to generate unknown problems and produced 665 research problems in differential geometry. Through human verification, we find that many of these mathematical problems are unknown to experts and possess unique research value.