Patent · US Active

Generating a unified metadata graph via a retrieval-augmented generation (RAG) framework systems and methods

US12135740B1 · kind B1 · utility

1Cited by
6References
20Claims
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Key dates

Filing dateApr 4, 2024
Grant dateNov 5, 2024
Priority date
Expiry dateApr 7, 2044

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06F16/9024
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Systems and methods for reducing data retrieval times when accessing siloed data across disparate locations by generating a unified metadata graph via a Retrieval-Augmented Generation (RAG) framework are disclosed. The system selects a first Large Language Model (LLM) prompt corresponding to a first metadata identifier of the set of metadata identifiers. The system then augments the first LLM prompt with the first metadata identifier to be provided to an LLM, where the LLM is configured to generate a first intermediate output. The system then augments the first LLM prompt with the second set of metadata identifiers corresponding to the first metadata identifier to be provided to the LLM, where the LLM generates a second intermediate output. The system then generates a domain-specific unified metadata graph. Responsive to determining that first performance metrics fail to satisfy a performance criteria, the system performs an update process on the domain-specific unified metadata graph.

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