Invention Grant
- Patent Title: Triple verification device and triple verification method
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Application No.: US16697238Application Date: 2019-11-27
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Publication No.: US11562177B2Publication Date: 2023-01-24
- Inventor: Young Tack Park , Jagvaral Batselem , Wan Gon Lee
- Applicant: Foundation of Soongsil University-Industry Cooperation
- Applicant Address: KR Seoul
- Assignee: Foundation of Soongsil University-Industry Cooperation
- Current Assignee: Foundation of Soongsil University-Industry Cooperation
- Current Assignee Address: KR Seoul
- Priority: KR10-2019-0108915 20190903
- Main IPC: G06K9/00
- IPC: G06K9/00 ; G06K9/62 ; G06N3/08 ; G06N3/04 ; G06F17/16 ; G06N20/20 ; G06N20/10 ; G06N5/04

Abstract:
A triple verification method is provided. The triple verification method includes setting a triple having a source entity, a target entity, and a relation value between the source entity and the target entity by a setting unit, extracting a plurality of intermediate entities associated with the source entity and the target entity by the setting unit, defining a connection relation between the intermediate entity, the source entity, and the target entity and generating a plurality of connection paths connecting the source entity, the intermediate entity, and the target entity by a path generation unit, generating a matrix by embedding the plurality of connection paths into vector values by a first processing unit, calculating a feature map by performing a convolution operation on the matrix by a second processing unit, generating an encoding vector for each connection path by encoding the feature map by applying a bidirectional long short-term memory neural network (BiLSTM) technique by a third processing unit, and generating a state vector by summing the encoding vectors for each connection path by applying an attention mechanism and verifying the triple based on a similarity value between the relation value of the triple and the state vector by a determination unit.
Public/Granted literature
- US20210064935A1 TRIPLE VERIFICATION DEVICE AND TRIPLE VERIFICATION METHOD Public/Granted day:2021-03-04
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