Most GraphRAG implementations fail silently when traversing multi-hop relations because they assume edge commutativity. In reality, relational composition is strictly non-commutative: order matters, and traditional vector embeddings wash out directional orientation across multi-hop reasoning loo...

Source: [Dev.to](https://dev.to/hordii_bohdan/why-your-graphrag-hallucinates-fix-it-with-wilson-loops-4p4b)

Sponsored