通俗理解BiLSTM-CRF命名實體識別模型中的CRF層

雖然網上的文章對BiLSTM-CRF模型介紹的文章有不少,可是通常對CRF層的解讀比較少。git

因而決定,寫一系列專門用來解讀BiLSTM-CRF模型中的CRF層的文章。github

我是用英文寫的,發表在了github pages上。get

若是文章中有描述不對,不許確或者引發困惑的地方,歡迎隨時發表評論。it

 (全站目錄:Table of Contentsio

文章連接:class

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

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

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

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

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

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

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

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

【完結】

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