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A. Sangeetha

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#graph neural networks Open access Oct 2026

AI-SOLO: A hybrid framework for cognitive assessment in programming education

Traditional programming assessments focus on correctness and efficiency and do not consider students' cognitive learning processes or code structure. Teachers then encounter challenges in providing effective feedback to facilitate cognitive learning in programming education. This study proposes a hybrid AI framework, A...

A. Sangeetha, B. Suthan, P. Vishaliney et al. · 0 citations

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