Google：思想社会-推理模型协同进化

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这份研究探讨了推理型大语言模型（如 DeepSeek-R1）如何通过模拟“思想社会”来提升逻辑能力。研究发现，高性能模型并非仅靠增加计算量，而是通过内部模拟多智能体对话，引入多样的人格特质与专业视角进行辩论与协作。通过机械解释性方法和强化学习实验，作者证明了这种内部的社交互动结构能有效激发验证、回溯等认知策略。实验表明，仅以准确性为奖励，模型便会自发演化出类似人类群体的集体智慧模式。这种从单白演向结构化对话的转变，揭示了视角多样性是人工智能实现复杂问题求解的核心驱动力。

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Google：思想社会-推理模型协同进化

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