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Lajos Toldi

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#large language models Open access Sep 2026

A Provider-Independent LLM Architecture for Adaptive Oracle SQL Tutoring: A Design Study

The design pairs cognitive adaptivity, realised as mastery-based task selection under configurable parameters, with motivational design grounded in Keller’s ARCS model, and a formalised adaptation logic linking learner states, adaptive responses, and conjectures.

Lajos Toldi, Tünde Lengyel Molnár · 0 citations

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