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All SourcesarXiv
#retrieval augmented generation

Query-focused and Memory-aware Reranker for Long Context Processing

Intermediate
Yuqing Li, Jiangnan Li et al.Feb 12arXiv

QRRanker is a lightweight way to sort many long text chunks by how helpful they are to a question, using the model’s own attention to score relevance.

#query-focused retrieval heads#attention-based reranking#listwise ranking

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