Relationship Extraction

The process of identifying and characterizing the semantic links and predicates between entities within unstructured text.

Applications in Knowledge Engineering

• Knowledge Graph Construction: A core component in building real-time knowledge graphs from large document collections.
• LLM RAG Pipelines: Used to enhance LLM RAG by providing structured context via graph databases like Neo4j.
• Automated Transformation:
  • Leverages Large Language Models (LLMs) for automated extraction.
  • Utilizes frameworks like Cocoindex to transform markdown and other unstructured data into structured relationships.

Backlinks:

• 2026 04 14 Cocoindex channel and knowledge Graphs for LLM RAG