@inproceedings{barber-etal-2025-active, title = "When Does Active Learning Actually Help? Empirical Insights with Transformer-based Automated Scoring", author = "Barber, Justin O and Hemenway, Michael P. and Wolfe, Edward", editor = "Wilson, Joshua and Ormerod, Christopher and Beiting Parrish, Magdalen", booktitle = "Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Coordinated Session Papers", month = oct, year = "2025", address = "Wyndham Grand Pittsburgh, Downtown, Pittsburgh, Pennsylvania, United States", publisher = "National Council on Measurement in Education (NCME)", url = "https://aclanthology.org/2025.aimecon-sessions.1/", pages = "1--8", ISBN = "979-8-218-84230-7" }