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:
Apr. 16, 2024

Filed:

Jun. 21, 2021
Applicant:

Siemens Aktiengesellschaft, Munich, DE;

Inventors:

Rakebul Muff Hasan, Munich, DE;

Ulugbek Peter Kodirov, Westend, DE;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/00 (2019.01); G06F 40/284 (2020.01); G06F 40/295 (2020.01); G06F 40/49 (2020.01); G06N 3/08 (2023.01); G06N 5/022 (2023.01);
U.S. Cl.
CPC ...
G06N 5/022 (2013.01); G06F 40/284 (2020.01); G06F 40/295 (2020.01); G06F 40/49 (2020.01); G06N 3/08 (2013.01);
Abstract

Provided is a method for performing entity linking between a surface entity mention in a surface text and entities of a knowledge graph, including supplying the surface text to a contextual text representation model, pooling contextual representations of the tokens of a surface entity mention in the surface text with contextual representations of the other tokens within the surface text to provide a contextual entity representation vector representing the surface entity mention; supplying an identifier of a candidate knowledge graph entity to a knowledge graph embedding model, to provide an entity node embedding vector and combining the contextual entity representation vector with the entity node embedding vector to generate an input vector applied to a fully connected layer which provides an unnormalized output transformed by a softmax function into a normalized output processed to classify whether the surface entity mention corresponds to the candidate knowledge graph entity.


Find Patent Forward Citations

Loading…