A must-read survey: LLM-empowered knowledge graph construction...

Turing Post@TheTuringPost
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Oct 26, 2025
~1 min read
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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
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
