Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective

Yiyao Yu, Yuxiang Zhang, Dongdong Zhang 0001, Xiao Liang, Hengyuan Zhang, Xingxing Zhang 0002, Mahmoud Khademi, Hany Hassan Awadalla, Junjie Wang, Yujiu Yang, Furu Wei. Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective. In Wanxiang Che, Joyce Nabende, Ekaterina Shutova, Mohammad Taher Pilehvar, editors, Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025. pages 24914-24937, Association for Computational Linguistics, 2025. [doi]

@inproceedings{YuZZLZZKAWYW25,
  title = {Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective},
  author = {Yiyao Yu and Yuxiang Zhang and Dongdong Zhang 0001 and Xiao Liang and Hengyuan Zhang and Xingxing Zhang 0002 and Mahmoud Khademi and Hany Hassan Awadalla and Junjie Wang and Yujiu Yang and Furu Wei},
  year = {2025},
  url = {https://aclanthology.org/2025.acl-long.1213/},
  researchr = {https://researchr.org/publication/YuZZLZZKAWYW25},
  cites = {0},
  citedby = {0},
  pages = {24914-24937},
  booktitle = {Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025},
  editor = {Wanxiang Che and Joyce Nabende and Ekaterina Shutova and Mohammad Taher Pilehvar},
  publisher = {Association for Computational Linguistics},
  isbn = {979-8-89176-251-0},
}