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Forget generic student models – this work shows you can get significantly more realistic student simulations by conditioning on a student's full learning history, unlocking better tutor model training and evaluation.
Domain-specific Knowledge Tracing models crush LLMs in accuracy, speed, and cost for predicting student responses, proving that bigger isn't always better.
