Can AI tutors use a learner’s history reliably?
A Hong Kong preprint found that a structured tutoring harness improved evidence retrieval by 13.2 percentage points and learner diagnosis by 11.6 points on average across nine model configurations. It did not test real students, retention or learning gains.
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Hong Kong
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