I simply tested it, result are quite different tbh. Now the big question is "Why".
My first thought would be that it's kinda we, humans, behave. It feels a bit the equivalent of the mom-test. If you ask someone "do you like this", he/she is bias to to say "yes", same goes for LLMs (I took a dummy example but you got the idea).
Anyway, I can be wrong, I can be right, ATM no one knows not even me