【转载】BERT相关论文、文章和代码资源汇总

原文来自：我爱自然语言处理 的BERT相关论文、文章和代码资源汇总

BERT最近太火，蹭个热点，整理一下相关的资源，包括Paper, 代码和文章解读。

1、Google官方:

1. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
   一切始于10月Google祭出的这篇Paper, 瞬间引爆整个AI圈包括自媒体圈:

2. Github: https://github.com/google-research/bert
   11月Google推出了代码和预训练模型，再次引起群体亢奋。

3. Google AI Blog: Open Sourcing BERT: State-of-the-Art Pre-training for Natural Language Processing

2、第三方解读：

• 张俊林博士的解读， 知乎专栏：从Word Embedding到Bert模型—自然语言处理中的预训练技术发展史
  AINLP微信公众号上转载了这篇文章和张俊林博士分享的PPT：
  从Word Embedding到Bert模型—自然语言处理中的预训练技术发展史
  预训练在自然语言处理的发展: 从Word Embedding到BERT模型

• 知乎: 如何评价 BERT 模型？

• 【NLP】Google BERT详解

• [NLP自然语言处理]谷歌BERT模型深度解析

• BERT Explained: State of the art language model for NLP

• BERT介绍

• 论文解读:BERT模型及fine-tuning

• NLP突破性成果 BERT 模型详细解读

• 干货 | BERT fine-tune 终极实践教程: 奇点智能BERT实战教程，在AI Challenger 2018阅读理解任务中训练一个79+的模型。

• 【BERT详解】《Dissecting BERT》by Miguel Romero Calvo
  Dissecting BERT Part 1: The Encoder
  Understanding BERT Part 2: BERT Specifics
  Dissecting BERT Appendix: The Decoder

• BERT+BiLSTM-CRF-NER用于做ner识别

• AI赋能法律 | NLP最强之谷歌BERT模型在智能司法领域的实践浅谈

3、第三方代码：

• pytorch-pretrained-BERT : https://github.com/huggingface/pytorch-pretrained-BERT
  Google官方推荐的PyTorch BERB版本实现，可加载Google预训练的模型：PyTorch version of Google AI’s BERT model with script to load Google’s pre-trained models

2. BERT-pytorch: https://github.com/codertimo/BERT-pytorch
   另一个Pytorch版本实现：Google AI 2018 BERT pytorch implementation

3. BERT-tensorflow: https://github.com/guotong1988/BERT-tensorflow
   Tensorflow版本：BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

4. bert-chainer: https://github.com/soskek/bert-chainer
   Chanier版本: Chainer implementation of “BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding”

5. bert-as-service: https://github.com/hanxiao/bert-as-service
   将不同长度的句子用BERT预训练模型编码，映射到一个固定长度的向量上：Mapping a variable-length sentence to a fixed-length vector using pretrained BERT model
   这个很有意思，在这个基础上稍进一步是否可以做一个句子相似度计算服务？有没有同学一试？

6. bert_language_understanding: https://github.com/brightmart/bert_language_understanding
   BERT实战：Pre-training of Deep Bidirectional Transformers for Language Understanding: pre-train TextCNN

7. sentiment_analysis_fine_grain: https://github.com/brightmart/sentiment_analysis_fine_grain
   BERT实战，多标签文本分类，在 AI Challenger 2018 细粒度情感分析任务上的尝试：Multi-label Classification with BERT; Fine Grained Sentiment Analysis from AI challenger

8. BERT-NER: https://github.com/kyzhouhzau/BERT-NER
   BERT实战，命名实体识别: Use google BERT to do CoNLL-2003 NER !

9. BERT-keras: https://github.com/Separius/BERT-keras
   Keras版: Keras implementation of BERT with pre-trained weights

10. tbert: https://github.com/innodatalabs/tbert
    PyTorch port of BERT ML model

11. BERT-Classification-Tutorial: https://github.com/Socialbird-AILab/BERT-Classification-Tutorial

12. BERT-BiLSMT-CRF-NER: https://github.com/macanv/BERT-BiLSMT-CRF-NER
    Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning

13. bert-Chinese-classification-task
    bert中文分类实践

14. bert-chinese-ner: https://github.com/ProHiryu/bert-chinese-ner
    使用预训练语言模型BERT做中文NER

15）BERT-BiLSTM-CRF-NER
Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning

16. bert-sequence-tagging: https://github.com/zhpmatrix/bert-sequence-tagging
    基于BERT的中文序列标注