@inproceedings{liu-etal-2025-role, title = "The Role of Visual Modality in Multimodal Mathematical Reasoning: Challenges and Insights", author = "Liu, Yufang and Du, Yao and Ji, Tao and Wang, Jianing and Liu, Yang and Wu, Yuanbin and Zhou, Aimin and Zhang, Mengdi and Cai, Xunliang", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.acl-long.1102/", pages = "22596--22611", ISBN = "979-8-89176-251-0" }