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:
Jun. 16, 2026

Filed:

Nov. 30, 2023
Applicant:

American Express Travel Related Services Company, Inc., New York, NY (US);

Inventors:

Salil Rajeev Joshi, Bangalore, IN;

Aayush Sacheti, Rajasthan, IN;

Minnie Kabra, Rajasthan, IN;

Abhishek Jha, Haryana, IN;

Abhinav Nagpal, Haryana, IN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/30 (2020.01); G06F 16/358 (2025.01); G06F 40/232 (2020.01); G06F 40/289 (2020.01);
U.S. Cl.
CPC ...
G06F 40/30 (2020.01); G06F 16/358 (2019.01); G06F 40/232 (2020.01); G06F 40/289 (2020.01);
Abstract

Disclosed herein are apparatus, system, method, and computer-readable medium aspects for extracting themes from textual data. Textual data is initially cleansed from its submitted form into a simplified form for improved accuracy of topic extraction. From the cleansed text, phrases are extracted. Embeddings of the phrases are then determined so that similarities can be identified between different phrases within the text. Using these embodiments, clustering is performed on the embeddings to reveal the topics included within the text submission, as well as their frequency and relationship to one another. This clustering processing can be repeated at multiple levels of granularity for improved accuracy. Based on an analysis of the resulting clusters, a graphical representation of the clusters at the various levels is generated to provide an easy-to-understand indication of the body of text and the topics and themes included therein.


Find Patent Forward Citations

Joshi, Salil. (2026). Extracting themes from textual data (U.S. Patent No. 12657392). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12657392

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

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