diff --git a/README.md b/README.md
index fd2ab06deebfc0e6eabc3c7ad20c1b5d215e46db..ae4d3e12d0b8468b39e346ee322a7eb75abf32fd 100644
--- a/README.md
+++ b/README.md
@@ -31,7 +31,7 @@ Please see [Getting Started](docs/src/geting_started.md) and [tiny egs](examples
 ## More Information  
 
 * [Install](docs/src/install.md)  
-* [Getting Started](docs/src/geting_stared.md)  
+* [Getting Started](docs/src/getting_started.md)  
 * [Data Prepration](docs/src/data_preparation.md)  
 * [Data Augmentation](docs/src/augmentation.md)  
 * [Ngram LM](docs/src/ngram_lm.md)  
@@ -52,4 +52,4 @@ DeepSpeech is provided under the [Apache-2.0 License](./LICENSE).
 
 ## Acknowledgement
 
-We depends on many open source repos. See [References](docs/src/reference.md) for more information.
+We depends on many open source repos. See [References](docs/src/reference.md) for more information.
\ No newline at end of file
diff --git a/README_cn.md b/README_cn.md
index f124ccf09a2bf7354c92e1c0ca3003f3370749d6..3a77849d1083aec12475b849474d078f2ab9af63 100644
--- a/README_cn.md
+++ b/README_cn.md
@@ -31,7 +31,7 @@
 ## 更多信息
 
 * [安装](docs/src/install.md)  
-* [开始](docs/src/geting_stared.md)  
+* [开始](docs/src/getting_started.md)  
 * [数据处理](docs/src/data_preparation.md)  
 * [数据增强](docs/src/augmentation.md)  
 * [语言模型](docs/src/ngram_lm.md)  
@@ -50,4 +50,4 @@ DeepSpeech遵循[Apache-2.0开源协议](./LICENSE)。
 
 ## 感谢
 
-开发中参考一些优秀的仓库，详情参见 [References](docs/src/reference.md)。
+开发中参考一些优秀的仓库，详情参见 [References](docs/src/reference.md)。
\ No newline at end of file
diff --git a/doc/src/ngram_lm.md b/doc/src/ngram_lm.md
index 7bf21f894caa0655f49e4d3e938031282c603617..119a3b21ccad01d12f987e679923940ebbefb64f 100644
--- a/doc/src/ngram_lm.md
+++ b/doc/src/ngram_lm.md
@@ -1,7 +1,5 @@
 # Ngram LM
 
-
-
 ## Prepare Language Model
 
 A language model is required to improve the decoder's performance. We have prepared two language models (with lossy compression) for users to download and try. One is for English and the other is for Mandarin. The bash script to download LM is example's `local/download_lm_*.sh`.