文章目录
- 1.Information Extraction 信息提取工具
- 这个是model
- 2. CoreNLP
- 3.AllenNLP
1.Information Extraction 信息提取工具
MITIE (C++) library and tools for information extraction
- 安装、colab
- 小数据集好,训练时间长
- code
Duckling (Haskell) Language, engine, and tooling for expressing, testing, and evaluating composable language rules on input strings.
- 实体提取库
- 使用方法
- code
IEPY (Python) IEPY is an open source tool for Information Extraction focused on Relation Extraction.
- 关系抽取(实体部分通过standfordnlp实现)
- code
- doc
Snorkel A training data creation and management system focused on information extraction
- 实体识别
- 请求演示
这个是model
Neural Relation Extraction implemented with LSTM in TensorFlow
A neural network model for Chinese named entity recognition
bert-chinese-ner 使用预训练语言模型BERT做中文NER
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
2. CoreNLP
ner
doc+code
附带上:openIE:关系抽取
- 使用:例子
缺点:速度慢/连接失败
特点:开放领域关系抽取(无预定义)、pipeline、java
3.AllenNLP
- ner+re:pipeline
- 有一些联合抽取的model(dygie…)