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:
Jul. 07, 2026

Filed:

Feb. 16, 2021
Applicant:

Socra Ai Inc., Seoul, KR;

Inventors:

Young Duck Choi, Seoul, KR;

Young Nam Lee, Seoul, KR;

Jung Hyun Cho, Seoul, KR;

Jin Eon Baek, Seoul, KR;

Byung Soo Kim, Seoul, KR;

Yeong Min Cha, Gyeonggido, KR;

Dong Min Shin, Seoul, KR;

Chan Bae, Seoul, KR;

Jae We Heo, Seoul, KR;

Assignee:

Socra AI Inc., Seoul, KR;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/045 (2023.01); G06F 17/16 (2006.01); G06F 17/18 (2006.01); G06N 5/02 (2023.01);
U.S. Cl.
CPC ...
G06N 3/045 (2023.01); G06F 17/16 (2013.01); G06F 17/18 (2013.01); G06N 5/02 (2013.01);
Abstract

The present invention relates to a user knowledge tracing method with more improved accuracy, and an operating method for a user knowledge tracing system including a plurality of encoder neural networks and a plurality of decoder neural networks includes: inputting exercise information to a k-th encoder neural network and inputting response information to a k-th decoder neural network; generating query data, which is information on an exercise for which a user is to predict a correct answer probability, by reflecting a weight to the response information and generating attention information to be used as a weight for the query data by reflecting the weight to the exercise information; and training the user knowledge tracing system by using the attention information as the weight for the query data.


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