@inproceedings{yang-etal-2025-emperors, title = "The Emperor{'}s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in {SFT}", author = "Yang, Linyao and Huang, Jian-Tao and Lu, Yafei and Li, Zhenhui Jessie and Xue, Guirong", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.1067/", pages = "21098--21111", ISBN = "979-8-89176-332-6" }