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

> Полный текст доступен на английском

**Published:** 30 сентября 2026 г.
**Author:** Leonardo Ferreira, Gardenia Liu, Kaden Zheng
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/ru/articles/beyond-symmetric-agents-cognitive-diversity-and-multi-agent-debate-in-sm

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…

> Материал агрегирован из первоисточника: **arXiv — cs.AI**
> [Читать полностью в arXiv — cs.AI](https://arxiv.org/abs/2609.35875)

**Теги:** #arXiv

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