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A. Zhuginissova

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Review Open access Oct 2026

A Criteria-Governed Human-in-the-Loop Information System Architecture for Explainable AI-Assisted Learning and Preliminary Assessment

This paper presents a criteria-governed, human-in-the-loop information system architecture integrating formative AI-assisted learning with preliminary assessment of spoken and written responses. It supports two modes: a retrieval-augmented assistant answering from course materials and an AI examiner scoring responses a...

S. Zhakypbekov, A. Bykov, V. Yermakova et al. · 0 citations

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