SOLO transition structures and the resolution of adaptation
How fine a change in demonstrated reasoning can a tutor respond to?
Adaptive AI tutoringevaluation
One concept, several places to begin. Follow the connections across research streams and content types.
Why solution leakage is not enough to measure adaptation
A tutor can withhold the answer and still fail to respond to the learner.
Adaptive AI tutoringSame Error, Different Learner
A counterfactual benchmark of LLM adaptation to demonstrated learner reasoning.
Adaptive AI tutoring