Yea, LLMs hallucinate. They almost never hallucinate if you provide the right context, either via a search enabled LLM (ChatGPT with search, or perplexity.ai or phind.com etc.) or by providing it with more code/text/input to work with. Don't use LLMs as fact database lookup machines.