@inproceedings{raihan-chowdhury-2026-causal, title = "Causal Localization of the {E}nglish Pivot in {LL}a{VA}: Mechanistic {VLM} Analysis and Training-Free Multilingual Steering", author = "Raihan, Abrar Zahin and Chowdhury, Aurchi", editor = "Huang, Kaiyu and Mo, Fengran and Chen, Pinzhen and Jiang, Meng", booktitle = "Proceedings of the 1st Workshop on Multilinguality in the Era of Large Language Models ({M}e{LLM} 2026)", month = jul, year = "2026", address = "San Diego, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.mellm-1.25/", pages = "257--265", ISBN = "979-8-89176-430-9" }