Back to home

Tag

knowledge graph

Knowledge graphs model entities, relations, and rules in a queryable structure. They matter for explainable ML, research discovery, recommendation, and data integration because they give LLMs and analytics systems a factual layer to ground results and trace sources.

3 articles

LightRAG proves graph RAG needs simpler defaults, not more complexity
AI Agent/Jun 19

LightRAG proves graph RAG needs simpler defaults, not more complexity

LightRAG shows that graph RAG wins when it reduces setup, speeds retrieval, and keeps multimodal workflows practical.

5 patterns for graph-enhanced RAG in production
Industry News/May 23

5 patterns for graph-enhanced RAG in production

5 graph-RAG patterns show when SQL, vectors, and graphs work together to answer risk and dependency questions.

LLMs plus knowledge graphs for ML explainability
Research/Apr 20

LLMs plus knowledge graphs for ML explainability

A manufacturing XAI method uses a knowledge graph plus an LLM to turn ML results into clearer, more user-friendly explanations.