Dynamic Learning Solutions: A System for Personalized Educational Video Generation
We present an automated pipeline that converts NCERT textbooks into interactive video explanations that respond directly to user queries. A user uploads a PDF and asks a question; the system then generates a video-based explanation as output, handling both text and visual elements from the PDF for multi-modal retrieval and response generation. The pipeline combines a Retrieval-Augmented Generation (RAG) model with generative multimedia components. The RAG stage is optimized for the structure of NCERT textbooks and performs best on content from those books. Given a user query, the RAG model retrieves relevant content from the PDF and generates a multi-scene script containing narrative expl...
| Authors | Siddhanth Sridhar, Shreya Chaurasia, Baddela Sai Yaswantha Reddy et al. |
|---|---|
| Primary category | cs.AI |
| Published | 13 September 2026 |
| Last updated at source | 13 September 2026 |
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