Took me 6 hours to get a chatbot to stop making up fake product names

I was trying to fine-tune a small model on our help desk tickets last Saturday and it kept inventing features that don't exist, so I finally figured out the fix was just adding 12 real examples with the exact phrases customers actually use, has anyone else had a model hallucinate fake product names and what did you do?

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