text_claasification

A Repository for one of NLP tasks---text classification, with different implementations.

Requirements

• Python 3
• Tensorflow 1.11

Methods

1. CNN

• papaer: Convolutional Neural Networks for Sentence Classification
• blog: 【NLP保姆级教程】手把手带你CNN文本分类(附代码)

2. RNN

• paper: Recurrent Neural Network for Text Classification with Multi-Task Learning
• blog: 【NLP保姆级教程】手把手带你RNN文本分类(附代码)

3. fastText

• paper: Bag of Tricks for Efficient Text Classification
• blog: 【NLP保姆级教程】手把手带你fastText文本分类(附代码)

4. RCNN

• paper: Recurrent Convolutional Neural Networks for Text Classification
• blog: 【NLP保姆级教程】手把手带你RCNN文本分类(附代码)

5. HAN

• paper: Hierarchical Attention Networks for Document Classification
• blog: 【NLP保姆级教程】手把手带你HAN文本分类(附代码)

6. CHAR-CNN

• paper: Character-level Convolutional Networks for Text Classification
• blog: 【NLP保姆级教程】手把手带你CHAR-CNN文本分类(附代码)

7. BERT

• paper: BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
• repository: https://github.com/google-research/bert
• blog: