cff-version: 1.2.0 message: | If you use the GAP framework or the PutnamGAP dataset, you MUST cite both this work and the four MAA Putnam source books listed in the README under "Citation". title: "GAP — Generalization-and-Perturbation Framework for LLM Mathematical Reasoning Robustness" authors: - family-names: Hao given-names: Yuren - family-names: Wan given-names: Xiang - family-names: Zhai given-names: ChengXiang year: 2025 url: "https://github.com/YurenHao0426/GAP" repository-code: "https://github.com/YurenHao0426/GAP" license: CC-BY-4.0 preferred-citation: type: article title: | An Investigation of Robustness of LLMs in Mathematical Reasoning: Benchmarking with Mathematically-Equivalent Transformation of Advanced Mathematical Problems authors: - family-names: Hao given-names: Yuren - family-names: Wan given-names: Xiang - family-names: Zhai given-names: ChengXiang year: 2025 journal: "arXiv preprint arXiv:2508.08833" url: "https://arxiv.org/abs/2508.08833" references: - type: book title: "The William Lowell Putnam Mathematical Competition: Problems and Solutions 1938-1964" authors: - family-names: Gleason given-names: A. M. - family-names: Greenwood given-names: R. E. - family-names: Kelly given-names: L. M. year: 1980 publisher: name: Mathematical Association of America notes: "MAA Problem Books, vol. 1; reprinted by AMS/MAA Press" - type: book title: "The William Lowell Putnam Mathematical Competition: Problems and Solutions 1965-1984" authors: - family-names: Alexanderson given-names: Gerald L. - family-names: Klosinski given-names: Leonard F. - family-names: Larson given-names: Loren C. year: 1985 publisher: name: Mathematical Association of America notes: "MAA Problem Books, vol. 30" - type: book title: "The William Lowell Putnam Mathematical Competition 1985-2000: Problems, Solutions and Commentary" authors: - family-names: Kedlaya given-names: Kiran S. - family-names: Poonen given-names: Bjorn - family-names: Vakil given-names: Ravi year: 2002 publisher: name: Mathematical Association of America notes: "MAA Problem Books, vol. 33" - type: book title: "The William Lowell Putnam Mathematical Competition 2001-2016: Problems, Solutions and Commentary" authors: - family-names: Kedlaya given-names: Kiran S. - family-names: Kane given-names: Daniel M. - family-names: Kane given-names: Jonathan M. - family-names: O'Dorney given-names: Evan M. year: 2020 publisher: name: American Mathematical Society (MAA Press) notes: "MAA Problem Books, vol. 37"