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Multi-Vector Index Compression in Any Modality

Beginner
Hanxiang Qin, Alexander Martin et al.Feb 24arXiv

Searching through videos, images, and long documents is powerful but gets very expensive when every tiny piece is stored separately.

#multi-vector retrieval#late interaction#index compression

RANKVIDEO: Reasoning Reranking for Text-to-Video Retrieval

Intermediate
Tyler Skow, Alexander Martin et al.Feb 2arXiv

RANKVIDEO is a video-native reasoning reranker that helps search engines find the right videos for a text query by directly looking at the video’s visuals and audio, not just text captions.

#text-to-video retrieval#video-native reranking#multimodal reasoning