Abstract: Generative artificial intelligence has become the focus of the intelligent education field, especially in the generation of personalized learning resources. Current learning resource ...

YouTube programming tutorials are widely used by developers, yet their metadata (titles and descriptions) is often generic, incomplete, or dominated by promotional content. In this paper, we ...