通俗理解BiLSTM-CRF命名实体识别模型中的CRF层

虽然网上的文章对BiLSTM-CRF模型介绍的文章有不少,可是通常对CRF层的解读比较少。git

因而决定,写一系列专门用来解读BiLSTM-CRF模型中的CRF层的文章。github

我是用英文写的,发表在了github pages上。get

若是文章中有描述不对,不许确或者引发困惑的地方,欢迎随时发表评论。it

 (全站目录:Table of Contentsio

文章连接:class

(2017.09.15)标题:CRF Layer on the Top of BiLSTM - 1 Outline and Introduction英文

(2017.09.23)标题:CRF Layer on the Top of BiLSTM - 2 CRF Layer (Emission and Transition Score)co

(2017.10.08)标题:CRF Layer on the Top of BiLSTM - 3 CRF Loss Functiongithub.io

(2017.10.20)标题:CRF Layer on the Top of BiLSTM - 4 Real Path Scoreoss

(2017.11.11)标题:CRF Layer on the Top of BiLSTM - 5 The Total Score of All the Paths

(2017.11.25)标题:CRF Layer on the Top of BiLSTM - 6 Infer the Labels for a New Sentence

(2017.12.06)标题:CRF Layer on the Top of BiLSTM - 7 Chainer Implementation Warm Up

(2017.12.07)标题:CRF Layer on the Top of BiLSTM - 8 Demo Code

【完结】

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