reference
The GraphRAG (Edge et al., 2024) and OntoRAG (Tiwari et al., 2025) studies established a foundation for data-driven ontology construction by generating instance-level graphs from raw text via open information extraction, followed by abstracting ontological concepts and relations through clustering and generalization.

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