@inproceedings{xie-etal-2026-ears, title = "{EARS}: Explanatory Abstention for Reliable Sub-Agent Modeling in Large-Scale Multi-Agent Systems", author = "Xie, Shuang and Lu, Yunan and Li, Han and Wang, Lingyun", 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-1.57/", pages = "832--845", ISBN = "979-8-89176-485-9" }