I like your answer and a great example of the limitation of knowledge/semantic graphs. Personally, I'd put a knowledge graph on top of the responses to expose it to LLM as an authority & frame of reference. I think it should be an effective form of protection against hallucination and preventing outright incorrect / harmful outputs in contradiction with the facts known by the graph. At least in my experiments.