[empath75]

The way the games play out is so baffling, and the fact that mafia wins so much probably shows that the LLMs in general are pretty poor at reasoning. I'd like to see them sort of cull the poor performers, because looking at the transcripts it's pretty clear that some LLMs are pretty good at being villager and suss out Mafia early but are out voted by the "dumber" llms. Some of them, playing as mafia, don't seem to be able to tell which of their outputs is their own and repeatedly try to vote themselves out -- and they won that game!.