AINeutralarXiv – CS AI · 8h ago6/10
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CourseBlueprint: A Structured Pipeline for Adaptive Pedagogical Video Generation Grounded in Course Corpora
CourseBlueprint introduces a structured pipeline for generating pedagogical videos that encode teaching expertise through typed intermediate representations, prerequisite graphs, and engagement contracts. The system demonstrates that explicit instructional frameworks significantly outperform ad-hoc approaches, with ablation studies showing engagement scores drop from 5.0 to 1.2 when contracts are removed.