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:
Dec. 16, 2025

Filed:

Jun. 15, 2023
Applicant:

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

Inventors:

Shiva Kumar Pentyala, Mountain View, CA (US);

Prafulla Kumar Choubey, San Jose, CA (US);

Shashank Harinath, Mountain View, CA (US);

Sitaram Asur, Newark, CA (US);

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

Zachary Alexander, Berkeley, CA (US);

Caiming Xiong, Menlo Park, CA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/284 (2020.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06F 40/284 (2020.01); G06N 3/08 (2013.01);
Abstract

Embodiments described herein provide a training framework for generative NLP models. Specifically, the training input, e.g., in the form of a sequence of tokens representing a user-agent dialogue, may be randomly masked for a few spans, which can be one or more tokens, one or more words, one or more sentences, or one or more paragraphs. These masked spans are replaced with their embeddings generated from pre-trained large language models are then used for training the NLP model.


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