Patent · US Active

Systems and methods for natural language processing using joint energy-based models

US11934952B2 · kind B2 · utility

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20References
15Claims
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Key dates

Filing dateDec 16, 2020
Grant dateMar 19, 2024
Priority date
Expiry dateSep 24, 2042

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06F40/30
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Embodiments described herein provide natural language processing (NLP) systems and methods that utilize energy-based models (EBMs) to compute an exponentially-weighted energy-like term in the loss function to train an NLP classifier. Specifically, noise contrastive estimation (NCE) procedures are applied together with the EBM-based loss objectives for training the NLPs.

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