@inproceedings{zhao-etal-2026-counterfactual, title = "Counterfactual Self-Distillation: A Distribution-Shaping Framework for Entity-Fact Unlearning in Large Language Models", author = "Zhao, Ying and Zhang, Yihui and Deng, Mengyi and Li, Xin and Tian, Yuan and Wang, Wei and Chang, Yi", 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.1522/", pages = "32401--32414", ISBN = "979-8-89176-462-0" }