Techniques to Mitigate Hallucinations in RAG Solutions

What are some of the most reliably techniques to improve ‘hallucination’ problem in RAG based solutions? Tried few things like adding things like - ‘dont make it up if you dont know’ but still seeing things in output despite the document not containing those. Any ideas?