Fix doc format (#546)

README.md

@@ -4,17 +4,6 @@
 
 *DeepSpeech on PaddlePaddle* is an open-source implementation of end-to-end Automatic Speech Recognition (ASR) engine, with [PaddlePaddle](https://github.com/PaddlePaddle/Paddle) platform. Our vision is to empower both industrial application and academic research on speech recognition, via an easy-to-use, efficient and scalable implementation, including training, inference & testing module, and demo deployment.
 
-For more information, please see below：
-[Install](docs/install.md)
-[Getting Started](docs/geting_stared.md)
-[Data Prepration](docs/data_preparation.md)
-[Data Augmentation](docs/augmentation.md)
-[Ngram LM](docs/ngram_lm.md)
-[Server Demo](docs/server.md)
-[Benchmark](docs/benchmark.md)
-[Relased Model](docs/released_model.md)
-[FAQ](docs/faq.md)
-
 
 ## Models
 * [Baidu's Deep Speech2](http://proceedings.mlr.press/v48/amodei16.pdf)
@@ -43,6 +32,17 @@ source tools/venv/bin/activate
 
 Please see [Getting Started](docs/geting_started.md) and [tiny egs](examples/tiny/README.md).
 
+## More Information  
+* [Install](docs/install.md)  
+* [Getting Started](docs/geting_stared.md)  
+* [Data Prepration](docs/data_preparation.md)  
+* [Data Augmentation](docs/augmentation.md)  
+* [Ngram LM](docs/ngram_lm.md)  
+* [Server Demo](docs/server.md)  
+* [Benchmark](docs/benchmark.md)  
+* [Relased Model](docs/released_model.md)  
+* [FAQ](docs/faq.md)  
+
 
 ## Questions and Help
 

README_cn.md

@@ -5,17 +5,6 @@
 *DeepSpeech on PaddlePaddle*是一个采用[PaddlePaddle](https://github.com/PaddlePaddle/Paddle)平台的端到端自动语音识别（ASR）引擎的开源项目，
 我们的愿景是为语音识别在工业应用和学术研究上，提供易于使用、高效和可扩展的工具，包括训练，推理，测试模块，以及 demo 部署。同时，我们还将发布一些预训练好的英语和普通话模型。
 
-更多信息如下：
-[安装](docs/install.md)
-[开始](docs/geting_stared.md)
-[数据处理](docs/data_preparation.md)
-[数据增强](docs/augmentation.md)
-[语言模型](docs/ngram_lm.md)
-[服务部署](docs/server.md)
-[Benchmark](docs/benchmark.md)
-[Relased Model](docs/released_model.md)
-[FAQ](docs/faq.md)
-
 ## 模型
 * [Baidu's Deep Speech2](http://proceedings.mlr.press/v48/amodei16.pdf)
 
@@ -43,6 +32,18 @@ source tools/venv/bin/activate
 
 请查看 [Getting Started](docs/geting_started.md) 和 [tiny egs](examples/tiny/README.md)。
 
+## 更多信息
+
+* [安装](docs/install.md)  
+* [开始](docs/geting_stared.md)  
+* [数据处理](docs/data_preparation.md)  
+* [数据增强](docs/augmentation.md)  
+* [语言模型](docs/ngram_lm.md)  
+* [服务部署](docs/server.md)  
+* [Benchmark](docs/benchmark.md)  
+* [Relased Model](docs/released_model.md)  
+* [FAQ](docs/faq.md)  
+
 ## 问题和帮助
 
 欢迎您在[Github问题](https://github.com/PaddlePaddle/models/issues)中提交问题和bug。也欢迎您为这个项目做出贡献。

examples/aishell/README.md

@@ -5,5 +5,3 @@
 | --- | --- | --- | --- |
 | DeepSpeech2 | conf/deepspeech2.yaml | test | 0.078977 |
 | DeepSpeech2 | release 1.8.5 | test | 0.080447 |
-
-

examples/librispeech/README.md

@@ -5,5 +5,3 @@
 | --- | --- | --- | --- |
 | DeepSpeech2 | conf/deepspeech2.yaml | test-clean | 0.073973 |
 | DeepSpeech2 | release 1.8.5 | test-clean | 0.074939 |
-
-