AI Research
What Does an Ontology Catch? Curated, LLM-Generated and Data-Derived Ontologies as Checkers of LLM Agents over Knowledge Graphs
A study examines ontology-based checks for LLM agents answering questions over Web knowledge graphs.
LLM agents that answer questions over Web knowledge graphs are increasingly wrapped in checks derived from the graph's ontology, on the assumption that a formal schema makes a reliable judge.
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ArXiv CS.AI
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ArXiv CS.AI
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Ontology-based checks are increasingly used to assess answers from LLM agents querying knowledge graphs. Comparing curated, LLM-generated and data-derived ontologies can test whether these schemas provide reliable checks.
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