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How deep is knowledge tracing?
In theoretical cognitive science, there is a tension between highly structured models whose parameters have a direct psychological interpretation and highly complex, general-purpose models whose parameters and representations are difficult to interpret.
Automatic Discovery of Cognitive Skills to Improve the Prediction of Student Learning
First, in three of the five datasets, the skills inferred by our technique support significantly improved predictions of student performance over the expert-provided skills.
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