Patent · US Active

Retrieval aware embedding

US11971885B2 · kind B2 · utility

1Cited by
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18Claims
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Key dates

Filing dateFeb 10, 2021
Grant dateApr 30, 2024
Priority date
Expiry dateOct 30, 2041

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N3/0895
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Systems and methods for information retrieval are described. Embodiments generate a dense embedding for each of a plurality of media objects to be searched, generate a sparse embedding for each of the media objects using an encoder that takes the dense embedding as an input, wherein the sparse embedding satisfies a sparsity constraint that is applied to at least one layer of the encoder during training, and perform a search on the plurality of media objects based at least in part on the sparse embedding.

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