Why Would You Ever Fine-tune an LLM?

You can get pretty good results with few-shot prompt templates, why would you go to the trouble of spending expensive GPU hours to fine-tune an LLM with essentially the same process as few-shot prompt templates? It basically comes down to data. How m...