A language model game based on deception and cooperation is explored in this paper. Similar to games like Mafia and Among Us, participants must determine who the imposter (or killer) is while trying to escape a room. The study examines if language models improve at deception as they scale up. The results show that larger models like GPT-3 Ada, GPT-3 Curry, GPT 3.5, and GPT-4 exhibit better deception capabilities.

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