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:
Mar. 17, 2026

Filed:

Nov. 21, 2023
Applicant:

Optum, Inc., Minnetonka, MN (US);

Inventors:

Zhichao Yang, Amherst, MA (US);

Joel David Stremmel, Iowa City, IA (US);

Sanjit Singh Batra, Redwood City, CA (US);

Eran Halperin, Santa Monica, CA (US);

Assignee:

Optum, Inc., Minnetonka, MN (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/355 (2025.01); G06F 40/289 (2020.01); G16H 50/20 (2018.01);
U.S. Cl.
CPC ...
G06F 16/355 (2019.01); G06F 40/289 (2020.01); G16H 50/20 (2018.01);
Abstract

Various embodiments of the present disclosure provide methods, apparatus, systems, computing devices, computing entities, and/or the like for identifying one or more evidence text portions comprising one or more bases relied on by a generative machine learning model for assigning a plurality of model-assigned categorical identifiers to a plurality of text segment data objects associated with a document data object, and verifying the one or more evidence text portions with a verifier machine learning model to generate one or more classifications of the document data object and provide the one or more verified evidence text portions along with the one or more classifications.


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