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:
Feb. 10, 2026

Filed:

May. 19, 2023
Applicant:

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

Inventors:

Vijay Varma Malladi, Hyderabad, IN;

Suman Roy, Bangalore, IN;

Kaustav Mukherjee, Kolkata, IN;

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/166 (2020.01); G06N 3/044 (2023.01); G06N 3/0455 (2023.01);
U.S. Cl.
CPC ...
G06F 40/166 (2020.01); G06N 3/044 (2023.01); G06N 3/0455 (2023.01);
Abstract

Various embodiments of the present disclosure provide summarization techniques for summarizing complex documents, such as long unstructured call transcripts. The summarization techniques include generating a plurality of interaction topics for an interaction transcript and iteratively summarizing each interaction topic based on a preceding partial summary for the interaction transcript that corresponds to a preceding interaction topic that precedes the interaction topic in the interaction transcript. An abstractive summary is generated using a recursive abstractive model that is trained using training data generated based on holistic similarity scores between interaction topics of a call transcript and summary sentences of a corresponding target summary.


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Malladi, Vijay. (2026). Machine learning divide and conquer techniques for long dialog summarization (U.S. Patent No. 12547822). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12547822

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