An Adaptive Human-in-the-Loop Generative AI Framework for Professional-Supported Pronunciation Exercise Design: Ex Ante Evaluation in Down Syndrome
Personalized pronunciation-exercise design requires flexible content, professional oversight, and mechanisms that can adapt recommendations without transferring therapeutic authority to artificial intelligence. This study presents Speak4All, a cloud-deployed human-in-the-loop generative AI framework designed to support...