@inproceedings{an-etal-2025-long, title = "Long Chain-of-Thought Fine-tuning via Understanding-to-Reasoning Transition", author = "An, Chenxin and Xie, Zhihui and Li, Xiaonan and Zhong, Ming and Gong, Shansan and Li, Lei and Zhang, Jun and Xu, Jingjing and Kong, Lingpeng", 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.1751/", pages = "34506--34522", ISBN = "979-8-89176-332-6" }