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:
Jun. 06, 2023

Filed:

Sep. 02, 2020
Applicant:

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

Inventors:

Congying Xia, Chicago, IL (US);

Caiming Xiong, Menlo Park, CA (US);

Assignee:

saleforce.com, inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/56 (2020.01); G06F 16/9032 (2019.01); G06F 40/284 (2020.01); G06N 20/00 (2019.01); G06F 40/30 (2020.01); G06N 7/01 (2023.01);
U.S. Cl.
CPC ...
G06F 40/56 (2020.01); G06F 16/90332 (2019.01); G06F 40/284 (2020.01); G06F 40/30 (2020.01); G06N 7/01 (2023.01); G06N 20/00 (2019.01);
Abstract

Embodiments described herein provide a composed variational natural language generation (CLANG) model that is configured to generate training samples for few-shot intents. Specifically, the CLANG model may build connections between existing training samples of many-shot intents and new training samples of few-shot intents by modeling an intent as a combination of a domain and an action. In this way, the CLANG model transfers knowledge from existing many-shot intents to few-shot intents in natural language generation by learning how to compose utterances with many-shot intents and transferring such knowledge to few-shot intents.


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