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Strategy adaptation in large language model werewolf agents

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cs.AI 1

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2025 1

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Deceive, Detect, and Disclose: Large Language Models Play Mini-Mafia

cs.AI · 2025-09-27 · unverdicted · novelty 7.0

Mini-Mafia supplies an analytical model logit(p) = v*(m-d) for mafia win probability in LLM role interactions and uses Bayesian inference to estimate per-model parameters that predict tournament results with 76.6% Brier-score improvement over random.

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  • Deceive, Detect, and Disclose: Large Language Models Play Mini-Mafia cs.AI · 2025-09-27 · unverdicted · none · ref 15

    Mini-Mafia supplies an analytical model logit(p) = v*(m-d) for mafia win probability in LLM role interactions and uses Bayesian inference to estimate per-model parameters that predict tournament results with 76.6% Brier-score improvement over random.