@inproceedings{li-etal-2026-mta, title = "{MTA}:A Merge-then-Adapt Framework for Personalized Large Language Models", author = "Li, Xiaopeng and Zheng, Yuanjin and Wang, Wanyu and Zhang, Wenlin and Jia, Pengyue and Zhang, Yingyi and He, Haiying and Ma, Mengyang and Wang, Yiqi and Wang, Maolin and Wei, Xuetao and Zhao, Xiangyu", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.2040/", pages = "44078--44091", ISBN = "979-8-89176-390-6" }