Crediting assisted work inflates mastery: a preregistered comparison of evidence rules in intelligent tutoring logs

Tutoring systems record what a learner did and how much help arrived on the way. Most mastery estimates fold the two together, so a problem finished after three hints counts much as one finished alone. We measured how much that choice changes what a log says about mastery, using the public ASSISTmen