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# Punctuation Restoration with IWLST2012-Zh
## Get Started
### Data Preprocessing
```bash
./run.sh --stage 0 --stop-stage 0
```
### Model Training
```bash
./run.sh --stage 1 --stop-stage 1
```
### Testing
```bash
./run.sh --stage 2 --stop-stage 2
```
### Punctuation Restoration
```bash
./run.sh --stage 3 --stop-stage 3
```
## Pretrained Model
The pretrained model can be downloaded here [ernie_linear_p3_iwslt2012_zh_ckpt_0.1.1.zip ](https://paddlespeech.bj.bcebos.com/text/ernie_linear_p3_iwslt2012_zh_ckpt_0.1.1.zip ).
### Test Result
- Ernie
| |COMMA | PERIOD | QUESTION | OVERALL|
|:-----:|:-----:|:-----:|:-----:|:-----:|
|Precision |0.510955 |0.526462 |0.820755 |0.619391|
|Recall |0.517433 |0.564179 |0.861386 |0.647666|
|F1 |0.514173 |0.544669 |0.840580 |0.633141|
