ZIPCWS-Hmm_BiLSTM-CRF-master.zip 6.14MB

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资源文件列表:

CWS-Hmm_BiLSTM-CRF-master.zip 大约有15个文件
  1. CWS-Hmm_BiLSTM-CRF-master/
  2. CWS-Hmm_BiLSTM-CRF-master/BiLSTM-CRF/
  3. CWS-Hmm_BiLSTM-CRF-master/BiLSTM-CRF/__pycache__/
  4. CWS-Hmm_BiLSTM-CRF-master/BiLSTM-CRF/__pycache__/model.cpython-35.pyc 4.78KB
  5. CWS-Hmm_BiLSTM-CRF-master/BiLSTM-CRF/model.py 6.98KB
  6. CWS-Hmm_BiLSTM-CRF-master/BiLSTM-CRF/train.py 2.74KB
  7. CWS-Hmm_BiLSTM-CRF-master/HMM/
  8. CWS-Hmm_BiLSTM-CRF-master/HMM/hmm_model.py 4.47KB
  9. CWS-Hmm_BiLSTM-CRF-master/LSTM/
  10. CWS-Hmm_BiLSTM-CRF-master/LSTM/model.py 1.84KB
  11. CWS-Hmm_BiLSTM-CRF-master/LSTM/train.py 2.49KB
  12. CWS-Hmm_BiLSTM-CRF-master/README.md 780B
  13. CWS-Hmm_BiLSTM-CRF-master/data/
  14. CWS-Hmm_BiLSTM-CRF-master/data/RenMinData.txt_utf8 16.62MB
  15. CWS-Hmm_BiLSTM-CRF-master/data/data_u.py 2.29KB

资源介绍:

CWS-Hmm_BiLSTM-CRF-master.zip
# CWS Chinese word segmentation 中文分词 ## 实现算法：HMM BiLSTM BiLSTM+CRF 数据集：人民日报 训练：测试=4：1 <br> 数据处理：<br> ``` cd data python data_u.py ``` HMM：<br> ``` cd HMM python hmm_model.py ``` LSTM：<br> ``` cd LSTM python train.py ``` BiLSTM+CRF：<br> ``` cd BiLSTM-CRF python train.py ``` 我运行的结果：<br> ``` BiLSTM+CRF embedding_dim=100 hidden_dim=200 epoch=1 lr=0.005 precision:0.96975528 recall: 0.96779571 fscore: 0.96877451 LSTM： precision:0.94323622 recall: 0.89368218 fscore: 0.91779080 HMM: precision:0.87980196 recall: 0.84381022 fscore: 0.86143031 ``` BiLSTM+CRF pytorch实现 参考 [ChineseNER](https://github.com/buppt/ChineseNER)<br> Hmm实现 参考 [HMM](https://github.com/ldanduo/HMM)<br>
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