@inproceedings{li-etal-2025-happened, title = "What Happened in {LLM}s Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective", author = "Li, Ming and Li, Yanhong and Zhou, Tianyi", 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.1545/", pages = "32017--32154", ISBN = "979-8-89176-251-0" }