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:
Oct. 27, 2026

Filed:

Sep. 26, 2023
Applicant:

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

Inventors:

Wojciech Kryscinski, Palo Alto, CA (US);

Alexander R. Fabbri, New York, NY (US);

Caiming Xiong, Menlo Park, CA (US);

Shafiq Rayhan Joty, San Jose, CA (US);

Chien-Sheng Wu, Mountain View, CA (US);

Divyansh Agarwal, San Francisco, CA (US);

Philippe Laban, New York, NY (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/084 (2023.01); G06F 40/166 (2020.01); G06F 40/40 (2020.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G06F 40/166 (2020.01); G06F 40/40 (2020.01);
Abstract

Embodiments described herein provide systems and methods for training neural network based language models using human feedback. An existing (or generated) summary of a document is provided, and that summary may be used to generate a number of other summaries. A human annotator may reject the summary if there is any factuality issue with the summary. Summaries which are agreed to have no factuality problems are used as baseline summaries. Small atomic edits are made to the baseline summaries (e.g., replacing a single word or phrase) to create a group of summaries. Human annotators label each of these summaries as factual or not. The annotated summaries are used to train a summarization model and/or a factual detector model.


Find Patent Forward Citations

Kryscinski, Wojciech. (2026). Systems and methods for factual natural language processing (U.S. Patent No. 12775847). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12775847

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

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