Back to the Basics: Bayesian extensions of IRT outperform neural networks for proficiency estimation

Kevin H. Wilson, Yan Karklin, Bojian Han +1

Estimating student proficiency is an important task for computer based learning systems. We compare a family of IRT-based proficiency estimation methods to Deep Knowledge Tracing (…