Evaluating the Opinion Leadership of Large Language Models in the Werewolf Game

Large language models (LLMs) can exhibit strategic behaviors in social deductive games, but their potential opinion leadership has been overlooked. This work employs the Werewolf game as a simulation platform to assess the opinion leadership of LLMs, using novel metrics to measure their reliability and influence on other players' decisions.