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A：华为的新方法比之前的MCMC技术快了10倍以上。原来需要2.5分钟才能回答的数学问题，现在只需要0.22分钟就能完成，这种速度提升让高质量AI推理在实际应用中变得可行。

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以前，研究人员发现用强化学习训练的AI模型表现更好，他们以为这是因为AI学会了新技能。但华为的研究团队通过深入分析发现，这些训练过程实际上只是改变了AI选择答案的"偏好"，而不是教会了它新知识。这就像是教一个本来就会做数学题的学生，要优先选择正确的解 ...