Patent · US Active

Efficient generation of specialized large language models for network traffic analysis

US12432128B2 · kind B2 · utility

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20Claims
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Key dates

Filing dateNov 30, 2023
Grant dateSep 30, 2025
Priority date
Expiry dateJan 25, 2044

Classification

  • Technology area (CPC H)Electricity
  • CPC primaryH04L41/16
  • WIPO fieldDigital communication
  • WIPO sectorElectrical engineering

Abstract

Embodiments relate to generating specialized large language models by performing transfer learning on a base large language model. The base large language model is trained using network traffic capture files as training data to predict information in a network traffic capture file during inference. The base large language model is modified into specialized large language models for including in different applications for performing communication network analysis. In this way, the specialized large language models may be developed in an expedient and efficient manner by leveraging the training performed on the base large language model.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.