@inproceedings{vohra-ravikiran-2026-audit, title = "The Audit Decides the Verdict: Instrument Effects Rival Demographic Bias in {LLM} Decision Audits", author = "Vohra, Siddharth and Ravikiran, Manikandan", 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-1.61/", pages = "893--902", ISBN = "979-8-89176-485-9" }