Learning Item Embeddings and Hyperparameters for IRT Calibration via Monte Carlo EM

James Sharpnack, Kai-Ling Lo

High-stakes computerized adaptive tests (CATs) must continually calibrate new items in their item bank. When an item is new, few responses are available, so item parameter estimate…