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

arXiv:2610.30211v1 Announce Type: cross Abstract: 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 parameter recovery. We study 2