源域(source domain)的知识如何应用到目标域(target domain)

所以，本质上两者并没什么太大的不同，只是Mask的位置，Bert更表面化一些，XLNet则把这个过程隐藏在了Transformer内部而已。这样，就可以抛掉表面的[Mask]标记，解决它所说的预训练里带有[Mask]标记导致的和Fine-tuning过程不一致的问题。至于说XLNet说的，Bert里面被Mask掉单词的相互独立问题，也就是说，在预测某个被Mask单词的时候，其它被Mask单词不起作用，这个问题，你深入思考一下，其实是不重要的，因为XLNet在内部Attention Mask的时候，也会Mask掉一定比例的上下文单词，只要有一部分被Mask掉的单词，其实就面临这个问题。而如果训练数据足够大，其实不靠当前这个例子，靠其它例子，也能弥补被Mask单词直接的相互关系问题，因为总有其它例子能够学会这些单词的相互依赖关系。
　　当然，XLNet这种改造，维持了表面看上去的自回归语言模型的从左向右的模式，这个Bert做不到，这个有明显的好处，就是对于生成类的任务，能够在维持表面从左向右的生成过程前提下，模型里隐含了上下文的信息。所以看上去，XLNet貌似应该对于生成类型的NLP任务，会比Bert有明显优势。另外，因为XLNet还引入了Transformer XL的机制，所以对于长文档输入类型的NLP任务，也会比Bert有明显优势。
　　迁移学习（transfer learning）&模型微调（Finetune）
　　迁移学习：机器学习分支，研究源域(source domain)的知识如何应用到目标域(target domain)
　　模型微调：所谓的模型微调，其实就是模型的迁移学习，在深度学习中，通过不断的迭代，更新卷基层中的权值，这里的权值可以称之为 knowledge ， 然后我们可以将这些 knowledge 进行迁移，主要目的是将这些 knowledge 运用到新的模型中，这样既可以减小由于数据量不足导致的过拟合现象，同时又能加快模型的训练速度
　　具体说来，对于卷积神经网络，我们可以把前面的卷基层，池化层看作是 feature extractor ，是一个非常有共性的部分，而后面的全连接层，可以称之为 classifier ， 这一部分就需要针对不同的训练任务进行调整，尤其是最后一层需要根据任务进行相应的调整
　　模型微调的步骤
　　获取预训练模型参数
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来源： https://www.cnblogs.com/cheng81342628/p/14248557.html