Prediction Is Not Calibration: Item Parameter Recovery and Representation Coupling in Knowledge Tracing

Wenrui Yuan, Stéphanie M. van den Berg, Johannes Steinrücke

Knowledge tracing (KT) models can estimate item parameters through an item response decoder trained solely for next-response prediction, yet predictive accuracy does not guarantee…