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. 11, 2023

Filed:

Oct. 29, 2018
Applicant:

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

Inventors:

Alfio Massimiliano Gliozzo, Brooklyn, NY (US);

Gaetano Rossiello, Brooklyn, NY (US);

Robert G. Farrell, Cornwall, NY (US);

Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2023.01); G06N 3/08 (2023.01); G06N 3/045 (2023.01); G06F 40/20 (2020.01); G06N 3/048 (2023.01);
U.S. Cl.
CPC ...
G06N 3/045 (2023.01); G06F 40/20 (2020.01); G06N 3/048 (2023.01); G06N 3/08 (2013.01);
Abstract

A first neural network is operated on a processor and a memory to encode a first natural language string into a first sentence encoding including a set of word encodings. Using a word-based attention mechanism with a context vector, a weight value for a word encoding within the first sentence encoding is adjusted to form an adjusted first sentence encoding. Using a sentence-based attention mechanism, a first relationship encoding corresponding to the adjusted first sentence encoding is determined. An absolute difference between the first relationship encoding and a second relationship encoding is computed. Using a multi-layer perceptron, a degree of analogical similarity between the first relationship encoding and a second relationship encoding is determined.


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