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nlp-learning-process's Introduction

 这个Repo主要记录自己学习NLP一些基础任务的历程以及代码实现,主要包括文本分类、实体识别以及Aspect情感分析,会随着学习的进程逐步更新代码。


1. 文本分类任务

  该部分主要基于两个数据集进行实验,一个是IMDB评论数据集,一个是Yelps评论数据集。这两个都是Kaggle上别人选取的部分数据集,也可以自己准备。

FastText

论文:Bag of Tricks for Efficient Text Classification

TextCNN

论文:Convolutional Neural Networks for Sentence Classification

CharCNN

论文:Character-level Convolutional Networks for Text Classification

BiLSTM

博客: Understanding LSTM

BiLSTM+Attention

论文:Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Claasification

RCNN

论文:Recurrent Convolutional Neural Networks for Text Classification

Adversarial LSTM

论文:Adversarial Training Methods for Semi-Supervised Text Classification

HAN

论文:Multilingual Hierarchical Attention Networks for Document Classification

DPCNN

论文:Deep Pyramid Convolution Neurail Networks for Text Categorization

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