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从这个例子可以看到,语料中包含了法译英的内容。那么在训练完上面的文本后,语言模型自然地学习到了法语如何翻译成英语。因此监督学习通常只是无监督学习的一个子集,所以无监督学习的全局最小也必定是监督学习的全局最小。目前的问题变为了无监督学习是否能收敛。
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那么,我们可以问一个问题:超级大模型是否会产生涌现现象呢?很多人可能已经知道答案了,那就是肯定的。
总结第二阶段的过程,首先,监督模型根据每个提示生成K个回答,并按照质量从高到低排序。然后,人工将这些回答作为训练数据,采用成对学习的方法来训练奖励模型。最后,对于训练好的奖励模型,它可以接收作为输入,输出回答的质量得分。得分越高,说明回答的质量越高。
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