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.

Patent No.:

US 11182557 B1

PDF
Full Text
Expired
Date of Patent:
Nov. 23, 2021

Filed:

Nov. 05, 2018
Applicant:

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

Inventors:

Neil R. Mallinar, Long Island City, NY (US);

Tin Kam Ho, Millburn, NJ (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); H04L 29/06 (2006.01); G06N 7/00 (2006.01); G06F 40/30 (2020.01); G06F 16/2457 (2019.01);
U.S. Cl.
CPC ...
G06F 40/30 (2020.01); G06F 16/24578 (2019.01); G06N 20/00 (2019.01);
Abstract

Embodiments provide for driving intent expansion via anomaly detection by ranking, according to anomaly scores, a plurality of historic utterances that have been associated by a classifier with a given intent of a plurality of predefined intents; identifying a given utterance from the plurality of historic utterances having a given anomaly score greater than an anomaly threshold; in response to verifying that the given utterance is associated with the given intent, adding the given utterance to a training dataset as a positive example for the given intent; and in response to verifying that the given utterance is not associated with the given intent, adding the given utterance to the training dataset as a complement example for the given intent. A complement example for one intent may be added as a positive example for a different intent. The training dataset may be used to train or retrain an intent classifier.


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