Author

Maya Okawa

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Preprint Aug 2026

Emergence of Biased Consensus in Multi-Agent LLM Debates

This work identifies the emergence of collective norms in multi-agent LLM debates and finds that agent heterogeneity suppresses emergence by smoothing this transition, and shows that these insights generalize to realistic decision-making tasks, including investment decisions and LLM-as-a-judge evaluation.

Maya Okawa · 1 citation