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https://github.com/jiali-ms/punctuator
JP puncuator
https://github.com/jiali-ms/punctuator
Last synced: 3 months ago
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JP puncuator
- Host: GitHub
- URL: https://github.com/jiali-ms/punctuator
- Owner: jiali-ms
- License: mit
- Created: 2018-10-30T06:33:52.000Z (about 6 years ago)
- Default Branch: master
- Last Pushed: 2019-06-20T09:36:08.000Z (over 5 years ago)
- Last Synced: 2024-06-23T10:38:14.350Z (5 months ago)
- Language: Python
- Size: 13.7 KB
- Stars: 6
- Watchers: 1
- Forks: 3
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# punctuator
JP puncuator, tained on BCCWJ
# Result with Japanese BCCWJ corpus
## LSTM
```
precision recall f1-score support
Blank 0.96 0.99 0.97 16920414
Comma 0.67 0.20 0.31 594182
Period 0.68 0.42 0.52 446364
avg / total 0.94 0.95 0.94 17960960
```
## BiLSTM
```
precision recall f1-score support
Blank 0.98 0.99 0.98 16920414
Comma 0.70 0.51 0.59 594182
Period 0.81 0.75 0.78 446364
avg / total 0.96 0.97 0.97 17960960
```
## CBiLSTM
```
precision recall f1-score support
Blank 0.98 0.99 0.98 16920414
Comma 0.70 0.53 0.60 594182
Period 0.82 0.76 0.79 446364
avg / total 0.97 0.97 0.97 17960960
```
## CLSTM
```
precision recall f1-score support
Blank 0.97 0.99 0.98 16920414
Comma 0.69 0.43 0.53 594182
Period 0.79 0.69 0.73 446364
avg / total 0.96 0.96 0.96 17960960
```
## Summary for comma and period
```
Model C-Precision C-Recall P-Precision P-Recall
LSTM 0.67 0.20 0.68 0.42
CLSTM 0.69 0.43 0.79 0.69
BiLSTM 0.70 0.51 0.81 0.75
CBiLSTM 0.70 0.53 0.82 0.76
```