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本项目是NLP领域一些任务的基准模型实现,包括文本分类、命名实体识别、实体关系抽取、NL2SQL、CKBQA以及BERT的各种下游任务应用。

Python 90.48% Jupyter Notebook 9.52%

awesomenlpbaseline's Introduction

AwesomeNLPBaseline

本项目是NLP领域一些任务的基准模型实现,包括文本分类、命名实体识别、实体关系抽取、NL2SQL、CKBQA以及BERT的各种下游任务应用。

主要使用Tensorflow1.x

话说Tensorflow1.0版本在实现某些任务的时候是真心的不如torch,实力劝退。不要问既然这么难用为什么不用torch(因为不会啊)?问就是正因为难用才要用,而且在公司部署项目的时候,TF的as-server模式真香。

任务介绍

  • 文本分类
  • 命名实体识别
  • bert下游任务
  • 实体关系抽取
  • nl2sql
  • ckbqa
  • doing(持续更新)

目录结构如下

  • text_classification: 文本分类
  • named_entity_recognition: 命名实体识别
  • entity_relation_extraction: 实体关系抽取
  • ckbqa: 中文知识问答
  • nl2sql: 自然语言到Sql语句
  • bert_downstream: 基于bert进行fine-tune下游任务以及bert相关研究

Tip:当前只实现了文本分类,bert下游任务,命名实体识别三个任务,其他的等有空了再补上。

声明

本项目是作者平时学习和工作中遇到的NLP任务积累,仅供学习交流。欢迎提issue和pr。

awesomenlpbaseline's People

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