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:
Oct. 20, 2026

Filed:

Feb. 20, 2024
Applicant:

Capital One Services, Llc, McLean, VA (US);

Inventors:

Samuel Sharpe, Cambridge, MA (US);

Brian Barr, Schenectady, NY (US);

Jeremy Goodsitt, Champaign, IL (US);

Assignee:

Capital One Services, LLC, McLean, VA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 40/284 (2020.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 40/284 (2020.01); G06N 20/00 (2019.01);
Abstract

Systems and methods for classifying token sequences using clustering. In some aspects, the system receives a first set of input sequences and generates a corresponding first plurality of embeddings using a first machine learning model. The system generate a plurality of clusters, each containing embeddings, using a clustering model. For each cluster in the plurality of clusters, the system generates a set of common components in the cluster. The system generates a set of universal components based on the plurality of clusters. For each cluster in the plurality of clusters, the system generates a set of unique components by removing the set of universal components from its associated set of common components. The system classifies a second plurality of embeddings using the sets of unique components.


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Sharpe, Samuel. (2026). Systems and methods for classifying token sequence embeddings (U.S. Patent No. 12769945). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12769945

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