#adaptive tutoring

adaptive tutoring

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Illustrative photograph of a teacher and learner comparing a worked example and a hint, with a restrained branching tutoring diagram on a glass panel.

टूल / डेटासेट2026

Preprint: AdaTutor learns when to change tutoring strategy in simulated dialogues

Rajeev Bhatt Ambati, Shashank Srivastava, Snigdha Chaturvedi

arXiv preprint

AdaTutor compares forms of assistance before selecting its next response. Tests with simulated learners suggest a benefit over fixed strategies, leaving real-student learning and classroom transfer to be established.

preprintadaptive tutoringpedagogical strategies

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Illustrative scene of a learner and tutor comparing a handwritten triangle solution with a laptop showing a triangle and branching hint paths at an evening study desk.

टूल / डेटासेट2026

टूल / डेटासेट 235

Preprint: Adaptive tutor prompts changed interaction patterns without establishing better learning

Po-Chin Chang, Nicholas Hogan, Aske Plaat, Michiel T. van der Meer

arXiv preprint, version 1

A high-school tutoring preprint examines adaptive prompt selection. Its interaction results invite closer study, but limited exercise data and nonsignificant outcome comparisons leave the learning advantage unresolved.

preprintadaptive tutoringprompt selection

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