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A must-read survey: LLM-empowered knowledge graph construction Connects traditional KG methods with modern LLM-driven techniques, covering: - KG foundations: ontology, extraction, fusion - LLM-enhanced ontology: top-down & bottom-up - LLM-driven extraction: schema-based & schema-free - LLM-powered fusion - Future: KG reasoning, dynamic memory, multimodal KGs
<a target="_blank" href="https://arxiv.org/abs/2510.20345" color="blue">arxiv.org/abs/2510.20345</a>