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Large Language Models enable three key mechanisms for knowledge graph construction: generative knowledge modeling (synthesizing structured representations from unstructured text), semantic unification (integrating heterogeneous knowledge sources through natural language grounding), and instruction-driven orchestration (coordinating complex construction workflows via prompt-based interaction).

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