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. 25, 2022

Filed:

Jul. 12, 2018
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Dheeru Dua, Irvine, CA (US);

Cicero Nogueira Dos Santos, White Plains, NY (US);

Bowen Zhou, Beijing, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G10L 15/22 (2006.01); G06F 16/332 (2019.01); G10L 15/197 (2013.01); G06N 3/08 (2006.01); G10L 15/16 (2006.01); G06F 16/33 (2019.01); G06F 40/216 (2020.01);
U.S. Cl.
CPC ...
G06F 16/3329 (2019.01); G06F 16/3347 (2019.01); G06F 40/216 (2020.01); G06N 3/08 (2013.01); G10L 15/16 (2013.01); G10L 15/197 (2013.01); G10L 15/22 (2013.01); G10L 2015/225 (2013.01);
Abstract

Mechanisms are provided for implementing a Question Answering (QA) system utilizing a trained generator of a generative adversarial network (GAN) that generates a bag-of-ngrams (BoN) output representing unlabeled data for performing a natural language processing operation. The QA system obtains a plurality of candidate answers to a natural language question, where each candidate answer comprises one or more ngrams. For each candidate answer, a confidence score is generated based on a comparison of the one or more ngrams in the candidate answer to ngrams in the BoN output of the generator neural network of the GAN. A final answer to the input natural language question is selected from the plurality of candidate answers based on the confidence scores associated with the candidate answers, and is output.


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