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. 10, 2024

Filed:

Oct. 13, 2021
Applicant:

Dell Products L.p., Round Rock, TX (US);

Inventors:

Ramakanth Kanagovi, Bengaluru, IN;

Shrikrishna K. Joisa, Bengaluru, IN;

Sandeep Ratnakar, Bengaluru, IN;

Arun Swamy, Bengaluru, IN;

Sumant Sahoo, Bengaluru, IN;

Prakash Sridharan, Bengaluru, IN;

Ravi Shukla, Bengaluru, IN;

Assignee:

Dell Products L.P., Round Rock, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/00 (2019.01); G06F 16/34 (2019.01); G06F 16/35 (2019.01); G06F 40/284 (2020.01); G06F 40/295 (2020.01); G06N 3/045 (2023.01);
U.S. Cl.
CPC ...
G06F 16/345 (2019.01); G06F 16/353 (2019.01); G06F 40/284 (2020.01); G06F 40/295 (2020.01); G06N 3/045 (2023.01);
Abstract

An apparatus comprises at least one processing device configured to receive a query to determine associations between named entities and aspect terms for a document, to generate, utilizing a first machine learning model, a first set of encodings classifying words of the document as being aspect or non-aspect terms, to generate, utilizing a second machine learning model, a second set of encodings classifying associations of the words, and to determine, for a given aspect term, attention weights for a given subset of the words surrounding the given aspect term. The processing device is also configured to generate, utilizing a third machine learning model, predictions of association between the given aspect term and named entities recognized in the given subset of the words, and to provide a response to the query comprising at least one of the predicted associations.


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