The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
May. 26, 2026

Filed:

Sep. 19, 2025
Applicant:

American International Group, Inc., New York, NY (US);

Inventor:

Lei Zhang, New York, NY (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/334 (2025.01); G06F 40/289 (2020.01);
U.S. Cl.
CPC ...
G06F 16/3347 (2019.01); G06F 40/289 (2020.01);
Abstract

A system for improving retrieval augmentation for information extraction systems deployed over multiple contexts or fields. Representative documents for the context are obtained and used to modify the vector embedding. The documents may be used to generate a frequency term related to the frequency of word term within the context and an inverse prevalence term related to how unique it is for a document to include the word term. The frequency term and the inverse prevalence term are combined into a weight for the respective word term. Weights are used generate a vector text embedding for portions of the document by calculating a weighted average of the word terms in the portion of the document. Retrieval of relevant documents is based on the semantic comparison of the vector text embeddings and an embedding for the information to be extracted and is tailored to the context using the weights.


Find Patent Forward Citations

Zhang, Lei. (2026). Retrieval augmentation system with multiple application-based embeddings (U.S. Patent No. 12639353). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12639353

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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