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:
Oct. 10, 2023

Filed:

Dec. 27, 2018
Applicants:

Robert Bosch Gmbh, Stuttgart, DE;

Lin Zhao, Sunnyvale, CA (US);

Kui Xu, Sunnyvale, CA (US);

Zhe Feng, Mountain View, CA (US);

Inventors:

Yifan He, Sunnyvale, CA (US);

Lin Zhao, Sunnyvale, CA (US);

Kui Xu, Sunnyvale, CA (US);

Zhe Feng, Mountain View, CA (US);

Assignee:

Robert Bosch GmbH, Stuttgart, DE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/00 (2019.01); G06N 3/08 (2023.01); G06F 40/237 (2020.01); G06N 3/042 (2023.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06F 16/36 (2019.01); G06F 40/247 (2020.01); G06F 40/279 (2020.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 16/367 (2019.01); G06F 40/237 (2020.01); G06N 3/042 (2023.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06F 40/247 (2020.01); G06F 40/279 (2020.01);
Abstract

A method of automatically generating a terminology definition knowledge base (KB) includes mapping each word in a word sequence to a real value dense vector using dense vector representations. The word sequence is then processed using a Convolutional Neural Network (CNN) model to identify whether the word sequence includes a terminology definition and to label the word sequence with a label indicating whether a terminology definition exists within the word sequence. The word sequence is then processed using a Conditional Random Field (CRF) model to identify boundaries of the terminology definition in the word sequence. The terminology definition is then extracted and added to the terminology definition KB.


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