Fine-tuning for entity extraction?

[gklabs]

Hi Team, FIne-tuning for entity extraction seems to be straight forward in zero-shot setting, however, when fine-tuning da Vinci or ada, for entity extraction, the model seems to hallucinate. Are there any set prompts/ recommended ways fine-tune the model?