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Related Work Prior work includes keyframe extraction, supervised highlight detection, and transformer-based video captioning. Multi-modal fusion methods (early fusion, late fusion, cross-attention) have shown benefits, but many are too heavy for mobile deployment. We adapt efficient attention blocks and knowledge-distillation techniques to build a compact model. A clear indicator that this entry was generated
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