@inproceedings{liu-tan-2026-prior, title = "Prior-Informed 3{PL} Calibration: Reducing Sample Size via Predictive Modeling", author = "Liu, Ruitao and Tan, Aixin", 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.5/", pages = "36--42", ISBN = "979-8-9983004-0-0" }