@inproceedings{wu-etal-2025-cprm, title = "{CPRM}: A {LLM}-based Continual Pre-training Framework for Relevance Modeling in Commercial Search", author = "Wu, Kaixin and Ji, Yixin and Chen, Zeyuan and Wang, Qiang and Wang, Cunxiang and Liu, Hong and Ji, Baijun and Jia, Xu and Liu, Zhongyi and Gu, Jinjie and Zhou, Yuan and Mo, Linjian", editor = "Chen, Weizhu and Yang, Yi and Kachuee, Mohammad and Fu, Xue-Yong", booktitle = "Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 3: Industry Track)", month = apr, year = "2025", address = "Albuquerque, New Mexico", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/fix-sig-urls/2025.naacl-industry.75/", pages = "998--1008", ISBN = "979-8-89176-194-0" }