update readme

README.md

@@ -391,6 +391,30 @@ PaddleSpeech supports a series of most popular models. They are summarized in [r
   </tbody>
 </table>
 
+**Punctuation Restoration**
+
+<table style="width:100%">
+  <thead>
+    <tr>
+      <th> Task </th>
+      <th> Dataset </th>
+      <th> Model Type </th>
+      <th> Link </th>
+    </tr>
+  </thead>
+  <tbody>
+  
+  <tr>
+      <td>Punctuation Restoration</td>
+      <td>IWLST2012_zh</td>
+      <td>Ernie Linear</td>
+      <td>
+      <a href = "./examples/iwslt2012/punc0">iwslt2012-punc0</a>
+      </td>
+    </tr>
+  </tbody>
+</table>
+
 ## Documents
 
 Normally, [Speech SoTA](https://paperswithcode.com/area/speech), [Audio SoTA](https://paperswithcode.com/area/audio) and [Music SoTA](https://paperswithcode.com/area/music) give you an overview of the hot academic topics in the related area. To focus on the tasks in PaddleSpeech, you will find the following guidelines are helpful to grasp the core ideas.

README_cn.md

@@ -386,6 +386,30 @@ PaddleSpeech 的 **语音合成** 主要包含三个模块：文本前端、声
   </tbody>
 </table>
 
+**标点恢复**
+
+<table style="width:100%">
+  <thead>
+    <tr>
+      <th> Task </th>
+      <th> Dataset </th>
+      <th> Model Type </th>
+      <th> Link </th>
+    </tr>
+  </thead>
+  <tbody>
+  
+  <tr>
+      <td>标点恢复</td>
+      <td>IWLST2012_zh</td>
+      <td>Ernie Linear</td>
+      <td>
+      <a href = "./examples/iwslt2012/punc0">iwslt2012-punc0</a>
+      </td>
+    </tr>
+  </tbody>
+</table>
+
 ## 教程文档
 
 对于 PaddleSpeech 的所关注的任务，以下指南有助于帮助开发者快速入门，了解语音相关核心思想。

examples/iwslt2012/punc0/README.md

@@ -20,7 +20,7 @@
 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
-- ErnieLinear
+- Ernie Linear
     |       |COMMA  |  PERIOD | QUESTION | OVERALL|
     |:-----:|:-----:|:-----:|:-----:|:-----:|  
     |Precision  |0.510955  |0.526462  |0.820755  |0.619391|