Elimination Game Benchmark: Social Reasoning, Strategy, and Deception in Multi-Agent LLM Dynamics The Elimination Game is a multi-player tournament that tests LLMs in social reasoning, strategy, and deception. Players engage in public and private conversations, form alliances, and vote to eliminate each other round by round until only two remain. A jury of eliminated players then casts deciding votes to crown the winner. This benchmark goes beyond simple dialogues by creating a rich environment ...