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:
Feb. 17, 2026

Filed:

Aug. 29, 2023
Applicant:

The Florida State University Research Foundation, Inc., Tallahassee, FL (US);

Inventors:

Jinfeng Zhang, Tallahassee, FL (US);

Chun-Chao Lo, Tallahassee, FL (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/216 (2020.01); G06N 3/091 (2023.01);
U.S. Cl.
CPC ...
G06F 40/216 (2020.01); G06N 3/091 (2023.01);
Abstract

Described herein are systems and methods for performing literature retrieval and related machine learning model training methods. An example computer-implemented method of training a machine learning model configured for literature retrieval I includes receiving a plurality of full-text articles; extracting, from the plurality of full-text articles, a plurality of positive sentence-citation pairs, each positive sentence-citation pair comprising a respective citing sentence and at least one cited article that is associated with the respective citing sentence; creating a labeled dataset comprising the plurality of positive sentence-citation pairs; and training a machine learning model using the labeled dataset.


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Zhang, Jinfeng. (2026). Machine learning-based literature search and retrieval and related machine learning model training methods (U.S. Patent No. 12554927). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12554927

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