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The paper 'LLM-empowered knowledge graph construction: A survey' is organized into sections covering foundations of traditional KG construction (Section 2), LLM-enhanced ontology construction (Section 3), LLM-driven knowledge extraction (Section 4), LLM-powered knowledge fusion (Section 5), and future research directions including KG-based reasoning and dynamic knowledge memory (Section 6).

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