@inproceedings{chen-etal-2026-dont, title = "Don{'}t Start from Scratch: Memory-Informed Detoxification for Safer {LLM} Responses", author = "Chen, Pengze and Wang, Jiachuan and Sun, Weijie and Ni, Wangze and Chen, Lei", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.2452/", pages = "52627--52644", ISBN = "979-8-89176-462-0" }