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. 13, 2026

Filed:

Apr. 12, 2023
Applicant:

Salesforce, Inc., San Francisco, CA (US);

Inventors:

Artidoro Pagnoni, Seattle, WA (US);

Alexander Fabbri, New York, NY (US);

Wojciech Kryscinski, Palo Alto, CA (US);

Assignee:

Salesforce, Inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 40/40 (2020.01); G06F 3/0482 (2013.01); G06F 16/34 (2019.01);
U.S. Cl.
CPC ...
G06F 40/40 (2020.01); G06F 16/345 (2019.01);
Abstract

Embodiments described herein provide a task-targeted training paradigm which involves reformulating the pretraining objective to match the downstream task, e.g., query-focused summarization with or without guidance, without additional supervision. Specifically, query-focused summarization is foremost a task in which information is selected and compressed. A training objective is computed based on asking questions about sentences considered to be informative about the text that naturally incorporates a form of guidance of the generation process.


Find Patent Forward Citations

Pagnoni, Artidoro. (2026). Systems and methods for question-driven pretraining for controllable summarization (U.S. Patent No. 12524626). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12524626

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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