Cato Elia Kurtz

Natural Language Access to Domain-Specific Metadata: A Reusable Framework for LLM Query Generation

It is shown that when domain vocabulary and semantics are captured in a well-designed Web Ontology Language (OWL) ontology, Large Language Models (LLMs) can generate accurate structured queries zero-shot, without task-specific fine-tuning, retrieval augmentation, or multi-agent orchestration.