@inproceedings{zhu-etal-2025-chain, title = "Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision", author = "Zhu, Dawei and Wei, Xiyu and Zhao, Guangxiang and Wu, Wenhao and Zou, Haosheng and Ran, Junfeng and XWang and Sun, Lin and Zhang, Xiangzheng and Li, Sujian", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.findings-emnlp.170/", pages = "3197--3211", ISBN = "979-8-89176-335-7" }