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  • title: AdANNS: A Framework for Adaptive Semantic Search
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            AdANNS: A Framework for Adaptive Semantic Search
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            AdANNS: A Framework for Adaptive Semantic Search

            Dec 10, 2023

            Speakers

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            Aniket Rege

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            Aditya Kusupati

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            SRS

            Sharan Ranjit S

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            About

            Web-scale search systems learn an encoder to embed a given query which is then hooked into an approximate nearest neighbor search (ANNS) pipeline to retrieve similar data points. To accurately capture tail queries and data points, learned representations typically are _rigid, high-dimensional_ vectors that are generally used as-is in the entire ANNS pipeline and can lead to computationally expensive retrieval. In this paper, we argue that instead of rigid representations, different stages of ANN…

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            NeurIPS 2023

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