@inproceedings{christie-etal-2026-calibrated, title = "Calibrated, Interpretable Automated Scoring with {LLM} Likelihoods", author = "Christie, Thomas and Hauru, Markus and Rafferty, Anna", editor = "Wilson, Joshua and Ormerod, Christopher and Beiting-Parrish, Magdalen", booktitle = "Proceedings of the Artificial Intelligence in Measurement and Education Conference ({AIME}-Con): Works in Progress", 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-wip.22/", pages = "168--176", ISBN = "979-8-9983004-1-7" }