acquisition. We modified the Transformer structure to utilize 1) the association between
questions and skills and 2) the elapsed time between question steps. The use of question-
skill associations allows the model to learn specific representation for frequently
encountered questions while representing rare questions with their underline skill
representations. The inclusion of elapsed time opens the opportunity to address forgetting …