被Mask掉的单词在预测某个单词的时候不发生作用

相对位置编码
  在Transformer中,一个重要的地方在于其考虑了序列的位置信息。在分段的情况下,如果仅仅对于每个段仍直接使用Transformer中的位置编码,即每个不同段在同一个位置上的表示使用相同的位置编码,就会出现问题。比如,第i−2i-2i−2段和第i−1i-1i−1段的第一个位置将具有相同的位置编码,但它们对于第iii段的建模重要性显然并不相同(例如第i−2i-2i−2段中的第一个位置重要性可能要低一些)。因此,需要对这种位置进行区分。
  论文对于这个问题,提出了一种新的位置编码的方式,即会根据词之间的相对距离而非像Transformer中的绝对位置进行编码。从另一个角度来解读公式的话,可以将attention的计算分为如下四个部分:
  基于内容的“寻址”,即没有添加原始位置编码的原始分数。
  基于内容的位置偏置,即相对于当前内容的位置偏差。
  全局的内容偏置,用于衡量key的重要性。
  全局的位置偏置,根据query和key之间的距离调整重要性。
  详细公式见:Transformer-XL解读(论文 + PyTorch源码)
  5. XLNet与BERT比较
  尽管看上去,XLNet在预训练机制引入的Permutation Language Model这种新的预训练目标,和Bert采用Mask标记这种方式,有很大不同。其实你深入思考一下,会发现,两者本质是类似的。
  区别主要在于:
  Bert是直接在输入端显示地通过引入Mask标记,在输入侧隐藏掉一部分单词,让这些单词在预测的时候不发挥作用,要求利用上下文中其它单词去预测某个被Mask掉的单词;
  而XLNet则抛弃掉输入侧的Mask标记,通过Attention Mask机制,在Transformer内部随机Mask掉一部分单词(这个被Mask掉的单词比例跟当前单词在句子中的位置有关系,位置越靠前,被Mask掉的比例越高,位置越靠后,被Mask掉的比例越低),让这些被Mask掉的单词在预测某个单词的时候不发生作用。
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https://home.fang.com/album/search/(VX52205264)太原外围上门
https://home.fang.com/album/search/(VX52205264)长春外围上门
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https://home.fang.com/album/search/(VX52205264)合肥外围上门
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https://home.fang.com/album/search/(VX52205264)**外围
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https://home.fang.com/album/search/(VX52205264)西宁本地外围
https://home.fang.com/album/search/(VX52205264)呼和浩特本地外围
https://home.fang.com/album/search/(VX52205264)乌鲁木齐本地外围

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