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Doc2KG: Transforming Document Repositories to Knowledge Graphs

机译：Doc2KG: Transforming Document Repositories to Knowledge Graphs

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摘要

Document management systems (DMS) have been used for decades to store large amounts of information in textual form. Their technology paradigm is based on storing vast quantities of textual information enriched with metadata to support searchability. However, this exhibits limitations as it treats textual information as a black box and is based exclusively on user-created metadata, a process that suffers from quality and completeness shortcomings. The use of knowledge graphs in DMS can substantially improve searchability, providing the ability to link data and enabling semantic searching. Recent approaches focus on either creating knowledge graphs from document collections or updating existing ones. In this paper, the authors introduce Doc2KG (Document-to-Knowledge-Graph), an intelligent framework that handles both creation and real-time updating of a knowledge graph, while also exploiting domain-specific ontology standards. They use DIAVGEIA (clarity), an award-winning Greek open government portal, as the case-study and discuss new capabilities for the portal by implementing Doc2KG.

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