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Augmenting KG Hierarchies Using Neural Transformers

  • Sanat Sharma,
  • Mayank Poddar,
  • Jayant Kumar,
  • Kosta Blank,
  • Tracy King

摘要

This work leverages neural transformers to generate hierarchies in an existing knowledge graph. For small ( \({<}\) 10,000 node) domain-specific KGs, we find that a combination of few-shot prompting with one-shot generation works well, while larger KG may require cyclical generation. Hierarchy coverage increased by 98% for intents and 95% for colors.