@inproceedings{scholz-etal-2026-fine, title = "Fine-Tuning {LLM}s for Translation: General Forgetting Mitigation Does Not Preserve {MT}-Specific Instruction Following", author = "Scholz, Niklas and Thulke, David and Nasir, Abdallah and Allred, Will and Matusov, Evgeny and Ney, Hermann", editor = "Haddow, Barry and Kocmi, Tom and Koehn, Philipp and Monz, Christof", booktitle = "Proceedings of the Eleventh Conference on Machine Translation", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.wmt-main.36/", pages = "631--653", ISBN = "979-8-89176-474-3" }