…ty Investigation: Collaboration and Confrontation in Avalon Gameplay Yihuai Lan Zhiqiang Hu Lei Wang Yang Wang Deheng Ye Peilin Zhao Ee-Peng Lim Hui Xiong Hao Wang This paper explores the open research problem of understanding the social behaviors of LLM-based agents. Using Avalo…