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A comparative analysis of current knowledge graph-specific pipelines and toolsets, as presented in 'Construction of Knowledge Graphs: State and Challenges', reveals significant differences in input data structure, construction methods, ontology management, the ability to integrate new information, and the tracking of provenance.

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