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Construction of Knowledge Graphs: State and Challenges

A research paper on the construction and updating of knowledge graphs.

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Construction of Knowledge Graphs: State and Challenges

By Marvin Hofer, Daniel Obraczka, Alieh Saeedi, Hanna Köpcke, Erhard RahmarXiv (Cornell University)
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The authors discuss graph models, requirements for KG construction pipelines, and necessary steps to build high-quality KGs. They evaluate the state-of-the-art and identify areas in need of further research.

The paper provides an overview of the individual steps involved in creating and updating KGs from unstructured and structured data sources.

Abstract

The authors discuss graph models, requirements for KG construction pipelines, and necessary steps to build high-quality KGs. They evaluate the state-of-the-art and identify areas in need of further research. The paper provides an overview of the individual steps involved in creating and updating KGs from unstructured and structured data sources.

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knowledge graphsgraph constructionontology developmentquality assurancedata integrationinformation retrievalKnowledge GraphsOntology & TaxonomyContent EngineeringAI Agents
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