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:
Apr. 25, 2023

Filed:

Mar. 20, 2020
Applicant:

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

Inventors:

Masayasu Muraoka, Tokyo, JP;

Tetsuya Nasukawa, Kanagawa-ken, JP;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/30 (2020.01); G06F 40/289 (2020.01); G06F 40/166 (2020.01); G06N 3/08 (2023.01); G06N 7/01 (2023.01); G06N 7/00 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 40/166 (2020.01); G06F 40/289 (2020.01); G06F 40/30 (2020.01); G06N 7/01 (2023.01);
Abstract

A computer-implemented method is provided for data augmentation. The method includes calculating, by a hardware processor for each of words in a text data, a word replacement probability based on a word occurrence frequency in the text data, wherein the word replacement probability decreases with increasing word occurrence frequency. The method additionally includes selectively replacing at least one of the words in the text data with words predicted therefor by a Bidirectional Neural Network Language Model (BiNNLM) to generate augmented text data, based on the word replacement probability.


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