@inproceedings{li-etal-2026-authentic, title = "Authentic but Not Neutral: Selective Evidence in {LLM}-Agent Leaderboards", author = "Li, Xiaoxuan and Liu, Bangbang and Zhao, Ying", 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-1.8/", pages = "95--108", ISBN = "979-8-89176-485-9" }