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KGGen: Extracting Knowledge Graphs from Plain Text with Language Models

4 months ago
  • #natural-language-processing
  • #machine-learning
  • #knowledge-graphs
  • KGGen is a tool that extracts knowledge graphs from plain text using language models.
  • It addresses the scarcity of high-quality knowledge graphs by clustering related entities to reduce sparsity.
  • KGGen is available as a Python library, making it accessible for widespread use.
  • A new benchmark called MINE (Measure of Information in Nodes and Edges) is introduced to evaluate KG extractors.
  • KGGen demonstrates superior performance compared to existing KG extraction tools.