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:
Dec. 14, 2021

Filed:

Jul. 12, 2016
Applicant:

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

Inventors:

John M. Boyer, Victoria, CA;

Kshitij P. Fadnis, Dublin, OH (US);

Dinesh Raghu, New Delhi, IN;

Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/332 (2019.01); G06N 5/04 (2006.01); G06F 16/35 (2019.01); G06F 40/30 (2020.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/3329 (2019.01); G06F 16/355 (2019.01); G06F 40/30 (2020.01); G06N 5/041 (2013.01); G06N 5/047 (2013.01);
Abstract

A mechanism is provided for text classifier training. The mechanism receives a training set of text and class specification pairs to be used as a ground truth for training a text classifier machine learning model for a text classifier. Each text and class specification pair comprises a text and a corresponding class specification. A domain terms selector component identifies at least one domain term in the texts of the training set. A domain terms replacer component replaces the at least one identified domain term in the texts of the training set with a corresponding replacement term to form a revised set of text and class specification pairs. A text classifier trainer component trains the text classifier machine learning model using the revised set to form a trained text classifier machine learning model.


Find Patent Forward Citations

Loading…