AIBullisharXiv – CS AI · Mar 276/10
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Evaluating adaptive and generative AI-based feedback and recommendations in a knowledge-graph-integrated programming learning system
Researchers developed a framework integrating large language models with knowledge graphs to provide programming feedback and exercise recommendations. The hybrid GenAI-adaptive approach outperformed traditional adaptive learning and GenAI-only modes, producing more correct code submissions and fewer incomplete attempts across 4,956 code submissions.