- awesome-chinese-nlp
- A curated list of resources for NLP (Natural Language Processing) for Chinese
图片来自复旦大学邱锡鹏教授
Contents 列表
1. Chinese NLP Toolkits 中文 NLP 工具
Toolkits 综合 NLP 工具包
Popular NLP Toolkits for English/Multi-Language 常用的英文或支持多语言的 NLP 工具包
Chinese Word Segment 中文分词
Information Extraction 信息提取
QA & Chatbot 问答和聊天机器人
2. Corpus 中文语料
3. Organizations 相关中文 NLP 组织和会议
4. Learning Materials 学习资料
Chinese NLP Toolkits 中文 NLP 工具
Toolkits 综合 NLP 工具包
THULAC 中文词法分析工具包 by 清华 (C++/Java/Python)
NLPIR by 中科院 (Java)
LTP 语言技术平台 by 哈工大 (C++)
FudanNLP by 复旦 (Java)
- BosonNLP by Boson (商业 API 服务)
- HanNLP (Java)
- SnowNLP (Python) Python library for processing Chinese text
YaYaNLP (Python) 纯 python 编写的中文自然语言处理包, 取名于牙牙学语
- DeepNLP (Python) Deep Learning NLP Pipeline implemented on Tensorflow with pretrained Chinese models.
- chinese_nlp (C++ & Python) Chinese Natural Language Processing tools and examples
Chinese-Annotator (Python) Annotator for Chinese Text Corpus 中文文本标注工具
Popular NLP Toolkits for English/Multi-Language 常用的英文或支持多语言的 NLP 工具包
- CoreNLP by Stanford (Java) A Java suite of core NLP tools.
- NLTK (Python) Natural Language Toolkit
- spaCy (Python) Industrial-Strength Natural Language Processing
- OpenNLP (Java) A machine learning based toolkit for the processing of natural language text.
- gensim (Python) Gensim is a Python library for topic modelling, document indexing and similarity retrieval with large corpora.
THULAC 中文词法分析工具包 by 清华 (C++/Java/Python)
NLPIR by 中科院 (Java)
LTP 语言技术平台 by 哈工大 (C++)
FudanNLP by 复旦 (Java)
BosonNLP by Boson (商业API服务)
HanNLP (Java)
SnowNLP (Python) Python library for processing Chinese text
YaYaNLP (Python) 纯python编写的中文自然语言处理包,取名于“牙牙学语”
DeepNLP (Python) Deep Learning NLP Pipeline implemented on Tensorflow with pretrained Chinese models.
chinese_nlp (C++ & Python) Chinese Natural Language Processing tools and examples
Chinese-Annotator (Python) Annotator for Chinese Text Corpus 中文文本标注工具
CoreNLP by Stanford (Java) A Java suite of core NLP tools.
NLTK (Python) Natural Language Toolkit
spaCy (Python) Industrial-Strength Natural Language Processing
OpenNLP (Java) A machine learning based toolkit for the processing of natural language text.
gensim (Python) Gensim is a Python library for topic modelling, document indexing and similarity retrieval with large corpora.
Jieba 结巴中文分词 (Python及大量其它编程语言衍生) 做最好的 Python 中文分词组件
kcws 深度学习中文分词 (Python) BiLSTM+CRF与IDCNN+CRF
ID-CNN-CWS (Python) Iterated Dilated Convolutions for Chinese Word Segmentation
Genius 中文分词 (Python) Genius是一个开源的python中文分词组件,采用 CRF(Conditional Random Field)条件随机场算法。
loso 中文分词 (Python)
yaha "哑哈"中文分词 (Python)
ChineseWordSegmentation (Python) Chinese word segmentation algorithm without corpus(无需语料库的中文分词)
MITIE (C++) library and tools for information extraction
Duckling (Haskell) Language, engine, and tooling for expressing, testing, and evaluating composable language rules on input strings.
IEPY (Python) IEPY is an open source tool for Information Extraction focused on Relation Extraction.
Snorkel A training data creation and management system focused on information extraction
Neural Relation Extraction implemented with LSTM in TensorFlow
Information-Extraction-Chinese Chinese Named Entity Recognition with IDCNN/biLSTM+CRF, and Relation Extraction with biGRU+2ATT 中文实体识别与关系提取
Familia 百度出品的 A Toolkit for Industrial Topic Modeling
Text Classification All kinds of text classificaiton models and more with deep learning. 用知乎问答语聊作为测试数据。
Rasa NLU (Python) turn natural language into structured data
Rasa Core (Python) machine learning based dialogue engine for conversational software
Snips NLU (Python) Snips NLU is a Python library that allows to parse sentences written in natural language and extracts structured information.
DeepPavlov (Python) An open source library for building end-to-end dialog systems and training chatbots.
Chatterbot (Python) ChatterBot is a machine learning, conversational dialog engine for creating chat bots.
Chatbot (Python) 基於向量匹配的情境式聊天機器人
Tipask (PHP) 一款开放源码的PHP问答系统,基于Laravel框架开发,容易扩展,具有强大的负载能力和稳定性。
QuestionAnsweringSystem (Java) 一个Java实现的人机问答系统,能够自动分析问题并给出候选答案。
QA-Snake (Python) 基于多搜索引擎和深度学习技术的自动问答
使用深度学习算法实现的中文阅读理解问答系统 (Python)
DuReader中文阅读理解Baseline代码 (Python)
基于SmartQQ的自动机器人框架 (Python)
百度百科100gb语料@百度盘 密码neqs 出处应该是梁斌penny大神
UDChinese (for training spaCy POS)
Synonyms:中文近义词工具包 基于维基百科中文和word2vec训练的近义词库,封装为python包文件。
Chinese_conversation_sentiment A Chinese sentiment dataset may be useful for sentiment analysis.
中文突发事件语料库 Chinese Emergency Corpus
dgk_lost_conv 中文对白语料 chinese conversation corpus
用于训练中英文对话系统的语料库 Datasets for Training Chatbot System
中国股市公告信息爬取 通过python脚本从巨潮网络的服务器获取中国股市(sz,sh)的公告(上市公司和监管机构)
tushare财经数据接口 TuShare是一个免费、开源的python财经数据接口包。
保险行业语料库 [ 52nlp介绍Blog ] OpenData in insurance area for Machine Learning Tasks
最全中华古诗词数据库 唐宋两朝近一万四千古诗人, 接近5.5万首唐诗加26万宋诗. 两宋时期1564位词人,21050首词。
中文语料小数据 包含了中文命名实体识别、中文关系识别、中文阅读理解等一些小量数据
中文人名语料库 中文姓名,姓氏,名字,称呼,日本人名,翻译人名,英文人名。
中文敏感词词库 敏感词过滤的几种实现+某1w词敏感词库
中文数据预处理材料 中文分词词典和中文停用词
SentiBridge: 中文实体情感知识库 刻画人们如何描述某个实体,包含新闻、旅游、餐饮,共计30万对。
OpenCorpus A collection of freely available (Chinese) corpora.
NLP Conference Calender Main conferences, journals, workshops and shared tasks in NLP community.
Stanford CS224n Natural Language Processing with Deep Learning 2017
Speech and Language Processing by Dan Jurafsky and James H. Martin
文本处理实践课资料 文本处理实践课资料,包含文本特征提取(TF-IDF),文本分类,文本聚类,word2vec训练词向量及同义词词林中文词语相似度计算、文档自动摘要,信息抽取,情感分析与观点挖掘等实验。
来源: http://www.tuicool.com/articles/BzYRN3Q