@inproceedings{zhao-etal-2026-mechanism, title = "Mechanism-Level Evaluation for Vision-Language Models: Controlled Activation-Replacement Diagnosis of Gender Bias", author = "Zhao, Zhipeng and Wang, Wenxu and Liu, Peishun and Tang, Ruichun", 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.139/", pages = "2870--2888", ISBN = "979-8-89176-462-0" }