They don't even do any entity disambiguation, the resulting graph won't be very useful indeed. I also saw people then use a different prompt to generate a cypher query from user input for RAG, I can't imagine that actually works well. It would make a little more sense if they then use knowledge graph embeddings, but I'm not sure if neo4j supports that.