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https://github.com/jiali-ms/punctuator

JP puncuator
https://github.com/jiali-ms/punctuator

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JP puncuator

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# 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
```