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Research in LLM-based ontology construction follows two complementary directions: a top-down approach, which leverages LLMs as intelligent assistants for formal ontology modeling, and a bottom-up approach, which employs ontology construction to enhance the reasoning and representation capabilities of LLMs themselves.

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