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:
Jun. 16, 2026

Filed:

Aug. 19, 2022
Applicant:

Fmr Llc, Boston, MA (US);

Inventors:

Vall Herard, Boston, MA (US);

John Mariano, Boston, MA (US);

John Mccrae, Boston, MA (US);

Jason Megaro, Boston, MA (US);

Assignee:

FMR LLC, Boston, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/35 (2020.01); G06F 40/289 (2020.01); G06N 3/045 (2023.01); G06N 3/0895 (2023.01); G06Q 40/06 (2012.01);
U.S. Cl.
CPC ...
G06F 40/289 (2020.01); G06N 3/045 (2023.01);
Abstract

Methods and apparatuses are described for intelligent text classification with limited or no training data. A server computing device receives one or more of structured text or unstructured text corresponding to compliance text data from a database. The server computing device executes a trained few-shot natural language inference (NLI) classification model on one or more sentences in the received compliance text data to identify whether the one or more sentences comprise a compliance violation. The server computing device transmits the results of the model execution to a remote computing device.


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