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. 27, 2023

Filed:

Sep. 03, 2020
Applicant:

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

Inventors:

Takumi Yanagawa, Tokyo, JP;

Fumihiko Terui, Edogawa-ku, JP;

Kensuke Matsuoka, Funabashi, JP;

Sayaka Furukawa, Nerima, JP;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 5/045 (2023.01); G06F 40/56 (2020.01); G06N 20/00 (2019.01); G06F 40/268 (2020.01);
U.S. Cl.
CPC ...
G06N 5/045 (2013.01); G06F 40/268 (2020.01); G06F 40/56 (2020.01); G06N 20/00 (2019.01);
Abstract

In an approach to AI explaining for natural language processing, responsive to receiving an input text for a machine learning model, an output is generated from the machine learning model. A plurality of alteration techniques are applied to the input text to generate one or more alternate outputs, where each alternate output corresponds to an alteration technique. A variation rate of the alternate output is calculated for each alteration technique. A preferred technique of generating neighboring data of the input text is generated based on a comparison of the variation rate of the alternate output for each alteration technique.


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