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LLMs
Ontology
Knowledge Graphs
Automation
LLM-supported Ontology Construction

In the paper titled From human experts to machines: An LLM supported approach to ontology and knowledge graph construction, the conventional processes of building Ontologies and Knowledge Graphs (KGs) through LLMs are being automated.

  • Discusses the semi-automated pipeline for creating KGs using LLMs while minimizing expert intervention.
  • Details constructing a deep learning methodology KG by exploiting scholarly publications.
  • The study considers a judge LLM for evaluating generated content against a ground truth.

This research is essential as it demonstrates the pivotal role LLMs can play in automating traditionally labor-intensive processes, making KG construction more efficient and accessible, and investment into further enhancement of knowledge-assisted AI systems.

Personalized AI news from scientific papers.