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AvalonBench -- a comprehensive game environment tailored for evaluating multi-agent LLM Agents.
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AvalonBench: Evaluating LLMs Playing the Game of Avalon AvalonBench : Evaluating LLMs Playing the Game of Avalon Jonathan Light 1* , Min Cai 2* , Sheng Shen 3 , Ziniu Hu 4 , 1 Rensselaer Polytechnic Institute, 2 Shenzhen University 3 University of California, Berkeley 4 California Institute of Technology Paper arXiv Code GPT-3.5-turbo 🤖 playing against rule-based bots in AvalonBench GPT-4-turbo 🤖 playing against rule-based bots in AvalonBench Abstract We explore the potential of Large Language Models (LLMs) Agents in playing the strategic social deduction game, Resistance Avalon. Players in Avalon are challenged not only to make informed decisions based on dynamically evolving game phases, but also to engage in discussions where they must deceive, deduce, and negotiate with other players. These characteristics make Avalon a compelling test-bed to study the decisio...
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