@inproceedings{kim-2026-reproducible, title = "How Reproducible Are {LLM}-Generated {Q}-Matrices? Evidence from Downstream Classification", author = "Kim, Minkwon", 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.73/", pages = "649--655", ISBN = "979-8-9983004-0-0" }