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:
Jul. 22, 2025

Filed:

Jun. 29, 2020
Applicant:

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

Inventors:

Wei Zhang, Littleton, MA (US);

Murray Scott Campbell, Yorktown Heights, NY (US);

Yang Yu, Acton, MA (US);

Sadhana Kumaravel, White Plains, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/214 (2023.01); G06F 40/284 (2020.01); G06F 40/35 (2020.01); G06F 40/56 (2020.01); G06N 3/082 (2023.01);
U.S. Cl.
CPC ...
G06F 40/35 (2020.01); G06F 18/214 (2023.01); G06F 40/284 (2020.01); G06F 40/56 (2020.01); G06N 3/082 (2013.01);
Abstract

An artificial intelligence (AI) platform to support random action replay for natural language (NL) learning. A NL conversation is subject to exploration to train a neural network. One or more tuples are leveraged for the training, with each tuple representing an input action, a vector, an output action, and a reward value. An action is sampled from the vector, with the sampling configured to assess a corresponding first gradient. The first gradient is applied to selectively adjust the neural network. As NL input is received and applied to the selectively adjusted neural network, an output corresponding to the NL input is identified and a corresponding action is subject to be executed.


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