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.
Patent No.:
Date of Patent:
Sep. 12, 2023
Filed:
Jan. 15, 2021
Applicant:
Salesforce.com, Inc., San Francisco, CA (US);
Inventors:
Samson Min Rong Tan, Singapore, SG;
Shafiq Rayhan Joty, Singapore, SG;
Assignee:
Salesforce, Inc., San Francisco, CA (US);
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 40/45 (2020.01); G06F 40/30 (2020.01); G06F 40/289 (2020.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06F 40/45 (2020.01); G06F 40/289 (2020.01); G06F 40/30 (2020.01); G06N 3/08 (2013.01);
Abstract
Embodiments described herein provide adversarial attacks targeting the cross-lingual generalization ability of massive multilingual representations, demonstrating their effectiveness on multilingual models for natural language inference and question answering. An efficient adversarial training scheme can thus be implemented with the adversarial attacks, which takes the same number of steps as standard supervised training and show that it encourages language-invariance in representations, thereby improving both clean and robust accuracy.