@article{article, title = {{Mitigating Catastrophic Forgetting in Target Language Adaptation of LLMs via Source-Shielded Updates}}, publisher = {{Association for Computational Linguistics}}, url = {{https://doi.org/10.18653/v1/2026.acl-long.865 }}, year = {{2026}}, month = {{1}}, author = {{Yamaguchi A and Morishita T and Villavicencio A and Aletras N}}, doi = {{10.18653/v1/2026.acl-long.865}}, journal = {{Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}}, pages = {{18949-18975}}, note = {{Accessed on 2026/08/03}}}