@inproceedings{ma-etal-2026-personalizing, title = "Personalizing {LLM}s with Binary Feedback: A Preference-Calibrated Optimization Framework", author = "Ma, Xilai and Zhao, Liye and Yao, Weijun and Di, Haibing and Wang, Wenya and Li, Jing", 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.1222/", pages = "26539--26555", ISBN = "979-8-89176-390-6" }