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:
Jan. 20, 2026

Filed:

Dec. 21, 2023
Applicant:

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

Inventors:

Nandini Nayar, New York, NY (US);

Prakhar Mishra, Haryana, IN;

Rony Krell, Brooklyn, NY (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/40 (2020.01);
U.S. Cl.
CPC ...
G06F 40/40 (2020.01);
Abstract

Embodiments address various deficiencies and provide technical advantages with respect to evaluating performance of topic models, particularly LLMs that perform topic modeling. Embodiments utilize a second LLM for evaluation, where the LLM is specially configured utilizing a particular evaluation rubric and domain-specific contextual data that enables accurate and automatic use of the configured LLM for topic model evaluation within particular domains.


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