Patent · US Active

Learned evaluation model for grading quality of natural language generation outputs

US12223273B2 · kind B2 · utility

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20Claims
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Key dates

Filing dateSep 25, 2023
Grant dateFeb 11, 2025
Priority date
Expiry dateSep 25, 2043

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06F40/51
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Systems and methods for automatic evaluation of the quality of NLG outputs. In some aspects of the technology, a learned evaluation model may be pretrained first using NLG model pretraining tasks, and then with further pretraining tasks using automatically generated synthetic sentence pairs. In some cases, following pretraining, the evaluation model may be further fine-tuned using a set of human-graded sentence pairs, so that it learns to approximate the grades allocated by the human evaluators.

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