@inproceedings{li-etal-2026-multilingual, title = "Multilingual Safety Signals Are Multi-Layered: Filtering Safety-Degrading Data for Safer {LLM}s", author = "Li, Jiakun and Song, Guowei and Li, Sijia and He, Xingwei and Chai, Hongzheng and Yuan, Yuan", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1492/", pages = "34105--34120", ISBN = "979-8-89176-459-0" }