SOLO transition structures and the resolution of adaptation
How fine a change in demonstrated reasoning can a tutor respond to?
Adaptive AI tutoringcounterfactuals
One concept, several places to begin. Follow the connections across research streams and content types.
Structure is not the same as factual correctness
Two dimensions that a reasoning-adaptation benchmark needs to keep separate.
Adaptive AI tutoringSame Error, Different Learner
A counterfactual benchmark of LLM adaptation to demonstrated learner reasoning.
Adaptive AI tutoring