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Construction of Knowledge Graphs: Current State and Challenges

A research paper on the current state and challenges of constructing knowledge graphs.

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Construction of Knowledge Graphs: Current State and Challenges

By Marvin Hofer, Daniel Obraczka, Alieh Saeedi, Hanna Köpcke, Erhard RahmInformation
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The authors discuss the main graph models for knowledge graphs, introduce requirements for future construction pipelines, and evaluate the state-of-the-art. They identify areas in need of further research and improvement.

The paper provides an overview of necessary steps to build high-quality knowledge graphs, including metadata management and quality assurance.

Abstract

The authors discuss the main graph models for knowledge graphs, introduce requirements for future construction pipelines, and evaluate the state-of-the-art. They identify areas in need of further research and improvement. The paper provides an overview of necessary steps to build high-quality knowledge graphs, including metadata management and quality assurance.

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knowledge graph constructiongraph modelsmetadata managementquality assuranceontology developmentKnowledge GraphsOntology & TaxonomySemantic InteroperabilityContent Engineering
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