@inproceedings{holmes-etal-2026-assessing, title = "Assessing the Reliability and Construct Representation of {LLM}-based Language Proficiency Scores", author = "Holmes, Langdon and Crossley, Scott Andrew and Choi, Joon Suh and Morris, Wesley", 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.60/", pages = "534--542", ISBN = "979-8-9983004-0-0" }