@inproceedings{tao-kamata-2026-teaching, title = "Teaching Coding Assistants What to Change: Fine-Tuning from Pairwise Preferences", author = "Tao, Hongmo and Kamata, Hiroyuki", editor = "Kamalloo, Ehsan and Gontier, Nicolas and Rozanov, Nikolai and Hashemzadeh, Maryam and Arora, Akhil", booktitle = "Proceedings of the Second Workshop for {RE}search on Agent Language Models ({REALM} 2026)", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.realm-1.95/", pages = "1363--1374", ISBN = "979-8-89176-485-9" }