Towards Universal Video Retrieval: Generalizing Video Embedding via Synthesized Multimodal Pyramid Curriculum

arXiv — cs.CLMonday, November 3, 2025 at 5:00:00 AM
A new framework for video retrieval has been introduced, addressing the limitations of current narrow benchmarks that hinder universal capabilities. By co-designing evaluation, data, and modeling, this approach aims to enhance multi-dimensional generalization in video embedding. This is significant as it could lead to more effective video retrieval systems, benefiting various applications in technology and media.
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