Has there been any research on how LLMs perform as recommendation engines?

I'd assume there isn't any algorithms provided weighted comparisons based on my viewing habits, but rather a fairly random list that looks like its based on my viewing habits.

Perhaps, in practice, the difference between those two is academic, but I'm really not keen on leveraging such a heavy everything model for such a specific use case, when something much simpler, and private, would suffice.