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arXiv — cs.AI

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Beyond Symmetric Agents: Cognitive Diversity and Multi-Agent Debate in Small Language Models

arXiv:2609.35875v1 Announce Type: new Abstract: Multi-agent debate (MAD) reportedly improves reasoning and factuality over single-model inference, but prior work treats agents as symmetric peers, leaving open what drives the gains. We test the hypothesis that cognitive diversity…

arXiv — cs.AIBy: Leonardo Ferreira, Gardenia Liu, Kaden ZhengSeptember 30, 2026 (Sep 30)
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  • arXiv:2609.35875v1 Announce Type: new Abstract: Multi-agent debate (MAD) reportedly improves reasoning and factuality over single-model inference, but prior work treats agents as symmetric peers, leaving open what drives the gains
  • We test the hypothesis that cognitive diversity…
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Beyond Symmetric Agents: Cognitive Diversity and Multi-Agent Debate in Small Language Models

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