About gpt 3.5 turbo fine tuning

Given the example provided by open ai, it seems to me that fine tuning needs to be fed in a conversation like style, while what most ppl have are just plain documents, not faq.
It looks like fine tuning is about have the ai remember conversations.
But I don’t think that the base training was done like that.
Any comments?