From human experts to machines: An LLM supported approach to ontology and knowledge graph construction

arXiv:2403.08345v1 Announce Type: new
Abstract: The conventional process of building Ontologies and Knowledge Graphs (KGs) heavily relies on human domain experts to define entities and relationship types, establish hierarchies, maintain relevance to the domain, fill the ABox (or populate with instances), and ensure data quality (including amongst others accuracy and completeness). On the other hand, Large Language Models (LLMs) have recently gained popularity for their ability to understand and generate human-like natural language, offering promising ways to automate aspects of …

abstract arxiv building construction cs.cl data data quality domain domain experts experts graph graphs human instances knowledge knowledge graph knowledge graphs llm machines ontologies ontology process quality relationship type types