@inproceedings{xiang-etal-2025-beyond, title = "Beyond Surface-Level Patterns: An Essence-Driven Defense Framework Against Jailbreak Attacks in {LLM}s", author = "Xiang, Shiyu and Zhang, Ansen and Cao, Yanfei and Yang, Fan and Chen, Ronghao", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Findings of the Association for Computational Linguistics: ACL 2025", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.findings-acl.760/", pages = "14727--14742", ISBN = "979-8-89176-256-5" }