@inproceedings{abouzahir-etal-2026-bridging, title = "Bridging the {E}nglish-{A}rabic Medical Knowledge Gap: Targeted Low-Rank Adaptation via Causal Layer Selection", author = "Abouzahir, Chaimae and Khan, Musa and Ali-Hassan, Hala and Ma, Congbo and Saleh, Khaled and Sadqi, Yousra and Mallat, Jihad and Al-Eisawi, Walid and Habash, Nizar and Shamout, Farah E.", 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.1089/", pages = "23043--23082", ISBN = "979-8-89176-462-0" }