Patent · US Active

Enhanced searching using fine-tuned machine learning models

US12314318B2 · kind B2 · utility

1Cited by
2References
20Claims
0Family size

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Inventors

Key dates

Filing dateFeb 16, 2024
Grant dateMay 27, 2025
Priority date
Expiry dateFeb 16, 2044

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06F16/9558
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

An advanced search system leverages a pre-trained large language model to enhance user query responses. The system, equipped with hardware processors, a search query via an interface and accesses a pre-trained large language model designed to respond to the search query. The system fine-tunes the model to generate a task-specific generative model. The system employs the task-specific generative model to generate a search result to the search query and analyzes the search result based on a performance metric associated with the task-specific generative model. The system refines the task-specific generative model based on the analyzing of the search result.

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