@inproceedings{xu-etal-2026-effects, title = "Effects of Demographic Representations and Model Training Methods on Automated Scoring Engines", author = "Xu, Yangmeng and Bellows, Martha and Wolfe, Edward W", 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.16/", pages = "154--160", ISBN = "979-8-9983004-0-0" }