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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 12688220 B1

PDFFull Text
Date of Patent:
Jul. 21, 2026

Filed:

May. 10, 2021

Model performance through text-to-text transformation via distant supervision from target and auxiliary tasks

Applicant:

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

Inventors:

MD Arafat Sultan, Croton-on-Hudson, NY (US);

Efsun Kayi, Bedford Corners, NY (US);

Revanth Gangi Reddy, Hyderabad, IN;

Rong Zhang, Syosset, NY (US);

Avirup Sil, Hopewell Junction, NY (US);

Vittorio Castelli, Croton-on-Hudson, NY (US);

Assignee:

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

Attorney:

CHIP LAW GROUP

Primary Examiner:

Richemond Dorvil

Assistant Examiner:

Ethan Daniel Kim

Int. Cl.
CPC ...
G06F 16/34 (2025.01); G06F 16/20 (2019.01); G06F 18/214 (2023.01); G06F 40/10 (2020.01); G06F 40/20 (2020.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 16/345 (2019.01); G06F 18/214 (2023.01); G06F 40/10 (2020.01); G06F 40/20 (2020.01); G06N 20/00 (2019.01);
Abstract

A computer-implemented method of performing text-to-text transformation includes performing a text transformation operation on an original input text of a specific task to generate a plurality of transformed text. A task-specific performance metric that measures an operation of the specific task is applied to each one of the plurality of transformed text. Each of the plurality of transformed text are paired with the task-specific performance metric. A training dataset is updated to include each pairing of the plurality of transformed text with the task-specific metric.

Find Patent Forward Citations

Sultan, MD. (2026). Model performance through text-to-text transformation via distant supervision from target and auxiliary tasks (U.S. Patent No. 12688220). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12688220

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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