@inproceedings{stein-etal-2026-multi, title = "A Multi-Year Investigation of Undergraduates' Generative {AI} Fairness Appraisals in Higher Education", author = "Stein, Sunday and Delaney, Victoria and Manrique, Mich", editor = "Wilson, Joshua and Ormerod, Christopher and Beiting-Parrish, Magdalen", booktitle = "Proceedings of the Artificial Intelligence in Measurement and Education Conference ({AIME}-Con): Full Papers", month = oct, year = "2026", address = "Wyndham Grand Pittsburgh Downtown, Pittsburgh, Pennsylvania, United States", publisher = "National Council on Measurement in Education (NCME)", url = "https://aclanthology.org/2026.aimecon-main.61/", pages = "543--550", ISBN = "979-8-9983004-0-0" }