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:
Sep. 08, 2026

Filed:

Sep. 02, 2022
Applicant:

Xero Limited, Te Aro, NZ;

Inventors:

Delia Rusu, Te Aro, NZ;

Quentin Gabriel Thurier, Te Aro, NZ;

Soon-Ee Cheah, Te Aro, NZ;

Rebecca Dridan, Te Aro, NZ;

Assignee:

Xero Limited, Te Aro, NZ;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/022 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/022 (2013.01);
Abstract

Described embodiments relate to a method comprising: determining a training dataset of example documents, each associated with first and second hierarchical level category labels. The method comprises generating a predicted first hierarchical level category and a predicted second hierarchical level category; determining a first loss value and a second loss value based on the predictions; determining a combined loss value based on the first loss value and the second loss value; and adjusting one or more weights of the numerical representation generation model based on the combined loss value.


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