transformer 为什么使用 layer normalization,而不是其他的归一化方法? - 知乎

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当然这都是瞎猜,不过有一个间接性的证据是,文章《Root Mean Square Layer Normalization》说将LN换成RMS Norm后效果会变好,而RMS Norm比LN更像L2 Normalzation。 此外,我们以前也做过简单的实验,如果说将Attention换成 a_{i,j}=softmax(e^{\tau \cos(q_i,k_j)}) ,其实效果不会有特别大的变化。


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