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:
Mar. 21, 2023

Filed:

Feb. 05, 2021
Applicant:

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

Inventors:

Nobuyasu Itoh, Sapporo, JP;

Masayuki Suzuki, Tokyo, JP;

Gakuto Kurata, Tokyo, JP;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G10L 15/187 (2013.01); G10L 15/197 (2013.01); G10L 15/06 (2013.01); G10L 15/26 (2006.01); G10L 15/16 (2006.01); G06K 9/62 (2022.01);
U.S. Cl.
CPC ...
G10L 15/187 (2013.01); G06K 9/6226 (2013.01); G10L 15/063 (2013.01); G10L 15/16 (2013.01); G10L 15/197 (2013.01); G10L 15/26 (2013.01); G10L 2015/0631 (2013.01); G10L 2015/0635 (2013.01);
Abstract

A computer-implemented method is provided for generating a language model for an application. The method includes estimating interpolation weights of each of a plurality of language models according to an Expectation Maximization (EM) algorithm based on a first metric. The method further includes classifying the plurality of language models into two or more sets based on characteristics of the two or more sets. The method also includes estimating a hyper interpolation weight for the two or more sets based on a second metric specific to the application. The method additionally includes interpolating the plurality of language models using the interpolation weights and the hyper interpolation weight to generate a final language model.


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