The full integration of LLM adaptation (LoRA), external knowledge retrieval (RAG), and structured reasoning (CoT) maximizes the reliability and structural integrity of the constructed knowledge graph compared to rule-based methods.

Authors

• Person: Not available Organization: Nature
  The construction and refined extraction techniques of knowledge ...

Sources

• The construction and refined extraction techniques of knowledge ... www.nature.com Nature via serper

Referenced by nodes (3)

• Knowledge Graph concept
• Retrieval-Augmented Generation (RAG) concept
• chain-of-thought concept