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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

ManCAR: Manifold-Constrained Latent Reasoning with Adaptive Test-Time Computation for Sequential Recommendation

Intermediate
Kun Yang, Yuxuan Zhu et al.Feb 23arXiv

ManCAR helps recommendation systems think step by step but keeps their thoughts on realistic paths using a map of how items connect.

#sequential recommendation#latent reasoning#interaction graph