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BiLSTM-CRF命名实体识别模型中的CRF层

时间:2017-09-16 11:14:12      阅读:803      评论:0      收藏:0      [点我收藏+]

虽然网上的文章对BiLSTM-CRF模型介绍的文章有很多,但是一般对CRF层的解读比较少。

于是决定,写一系列专门用来解读BiLSTM-CRF模型中的CRF层的文章。

我是用英文写的,发表在了github pages上。

如果文章中有描述不对,不准确或者引起困惑的地方,欢迎随时发表评论。

文章链接:

---------------------------------------------------第一篇 (2017.09.15)-----------------------------------------------------------------------

标题:CRF Layer on the Top of BiLSTM - 1  链接:https://createmomo.github.io/2017/09/12/CRF_Layer_on_the_Top_of_BiLSTM_1/

文章预览:

Outline

The article series will include:

  • Introduction - the general idea of the CRF layer on the top of BiLSTM for named entity recognition tasks
  • A Detailed Example - a toy example to explain how CRF layer works step-by-step
  • Chainer Implementation - a chainer implementation of the CRF Layer

Who could be the readers of this article series?
This article series is for students or someone else who is the beginner of natural language processing or any other AI related areas, I hope you can find what you do want to know from my articles. Moreover, please be free to provide any comments or suggestions to improve the series.

... ...

---------------------------------------------------第二篇------------------------------------------------------------------------

CRF Layer on the Top of BiLSTM - 2

(进行中...)

BiLSTM-CRF命名实体识别模型中的CRF层

原文:http://www.cnblogs.com/createMoMo/p/7529885.html

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