@inproceedings{zhai-etal-2026-nullify, title = "Nullify: Null-Space Activation Steering for Training-Free {LLM} Unlearning", author = "Zhai, Wei and Liu, Xiang and Huang, Qiang and Qian, Rui and Liu, Lemao and Li, Ziwei and Wang, Ziqi and Huang, Zhitao and Dou, Dejing", 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.874/", pages = "20213--20225", ISBN = "979-8-89176-459-0" }