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V. Yermakova

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Review Open access Sep 2026

CRITERION-GUIDED AI ARCHITECTURE FOR LEARNING SUPPORT AND PRELIMINARY STUDENT ASSESSMENT

This paper presents a pilot evaluation of a criterion-guided human-in-the-loop architecture for an intelligent educational system that supports learning and preliminary assessment of students’ written and oral responses. Instead of assigning a final score directly, the system combines relevant context, formalized crite...

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

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