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.
Patent No.:
Date of Patent:
Oct. 06, 2026
Filed:
Dec. 19, 2024
Optum, Inc., Minnetonka, MN (US);
Sanjit Singh Batra, Millbrae, CA (US);
Robert Elliott Tillman, Long Island City, NY (US);
Ardavan Saeedi, Jersey City, NJ (US);
Joel David Stremmel, Iowa City, IA (US);
OPTUM, INC., Minnetonka, MN (US);
Abstract
Various embodiments of the present disclosure provide an automated language model-based training framework for machine learning classifiers. The techniques comprise receiving a data request that includes a search parameter to be applied to a plurality of data elements, generating a search embedding corresponding to the search parameter via an encoder language model, detecting a first subset of data elements among the plurality of data elements that comprise corresponding embeddings that align with the search embedding in accordance with a first threshold, detecting a second subset of data elements among the first subset of data elements that comprise corresponding classification scores that satisfy a second threshold, and transmitting one or more data packets that comprises one or more data elements of the second subset of data elements in response to the data request.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile