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. 03, 2026

Filed:

Sep. 27, 2021
Applicant:

Amazon Technologies, Inc., Reno, NV (US);

Inventors:

Kun Cao, New York, NY (US);

Sesi Bhushan Somarouthu, Burnaby, CA;

Stuart Myles, Newtown, PA (US);

Matthew Gordon Yanchyshyn, Brooklyn, NY (US);

Tapodipta Ghosh, Princeton Junction, NJ (US);

Assignee:

Amazon Technologies, Inc., Reno, NV (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/02 (2023.01); G06F 18/20 (2023.01); G06F 18/214 (2023.01); G06N 20/20 (2019.01); G06V 10/75 (2022.01);
U.S. Cl.
CPC ...
G06N 5/02 (2013.01); G06F 18/214 (2023.01); G06F 18/29 (2023.01); G06N 20/20 (2019.01); G06V 10/751 (2022.01);
Abstract

Approaches in accordance with various embodiments provide unified training and inference frameworks useful for co-training, and performing inferencing using, models such as language and graphing models. The frameworks can be hierarchical, in that an inner layer can include a language model for generating semantic embeddings from input text content, and these semantic embeddings can be passed as input to an outer layer that can generate graph labels based, at least in part, upon a knowledge graph having these semantic embeddings substituted for textual content. Nodes of a knowledge graph that are determined to be related to the input content can then be used for various purposes, such as to generate tags for the content or determine how to route that content.


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