@inproceedings{fan-etal-2025-language, title = "Language-Specific Layer Matters: Efficient Multilingual Enhancement for Large Vision-Language Models", author = "Fan, Yuchun and Wang, Yilin and Mu, Yongyu and Huang, Lei and Li, Bei and Feng, Xiaocheng and Xiao, Tong and Zhu, JingBo", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.findings-emnlp.666/", pages = "12473--12500", ISBN = "979-8-89176-335-7" }