AINeutralarXiv – CS AI · 10h ago6/10
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EduStory: A Unified Framework for Pedagogically-Consistent Multi-Shot STEM Instructional Video Generation
EduStory introduces a novel framework for generating pedagogically-consistent multi-shot STEM instructional videos, addressing the challenge of maintaining knowledge coherence across long-horizon video generation. The framework combines pedagogical state modeling, script-guided control, and specialized evaluation metrics, supported by a new benchmark (EduVideoBench) designed to advance reliable and trustworthy educational video synthesis.