@inproceedings{fan-etal-2026-llms, title = "Can {LLM}s Time Travel? Enhancing Temporal Consistency in Legal Agentic Search through Reinforcement Learning", author = "Fan, Wei and Yining, ZHOU and Zhang, Mufan and Yanbing, WENG and HU, Yiran and Zheng, Tianshi and Xu, Baixuan and Li, Chunyang and Yang, Jianhui and Li, Haoran and Song, Yangqiu", editor = "Aletras, Nikolaos and Chalkidis, Ilias and Barrett, Leslie and Goanț{\u{a}}, C{\u{a}}t{\u{a}}lina and Preoțiuc-Pietro, Daniel and Spanakis, Gerasimos and Xu, Shanshan", booktitle = "Proceedings of the Natural Legal Language Processing Workshop 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.nllp-1.2/", pages = "12--12", ISBN = "979-8-89176-494-1" }