Long-term tutoring stops guessing from retrieved history: evidence, interpretation and teaching policy become one inspectable chain, lifting evidence accuracy by 13.2 points on average
RegulaTutor links historical evidence, learner interpretation and teaching policy into one inspectable chain for long-term personalized tutoring, raising historical-evidence accuracy by 13.2 percentage points and learner diagnosis by 11.6 points on average across nine fixed-backbone comparisons on LongTutor.