Extracting Short Entity Descriptions for Open-World Extension to Knowledge Graph Completion Models

knowledge science, engineering and management, pp.16-27, (2020)

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Abstract:

Great advances have been made in closed-world Knowledge Graph Completion (KGC). But it still remains a challenge for open-world KGC. A recently proposed open-world KGC model called OWE found a method to map the text space embedding obtained from the entity name and description to a pre-trained graph embedding space, by which OWE can exten...More

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