diff --git a/README.md b/README.md
index 3edd7a2fea..aba65197e6 100644
--- a/README.md
+++ b/README.md
@@ -65,7 +65,7 @@ Advanced Features:
 
 - [Installation guide](docs/INSTALL.md)
 - [Quick start on small dataset](docs/QUICK_STARTED.md)
-- [Guide to traing, evaluate and arguments description](docs/GETTING_STARTED.md)
+- For detailed training and evaluation workflow, please refer to [GETTING_STARTED](docs/GETTING_STARTED.md)
 - [Guide to preprocess pipeline and custom dataset](docs/DATA.md)
 - [Introduction to the configuration workflow](docs/CONFIG.md)
 - [Examples for detailed configuration explanation](docs/config_example/)
@@ -80,13 +80,13 @@ Advanced Features:
 
 ## Model compression
 
-- [ Quantification aware training example](slim/quantization)
-- [ Pruning compression example](slim/prune)
+- [Quantization-aware training example](slim/quantization)
+- [Model pruning example](slim/prune)
 
-## Depoly
+## Deployment
 
-- [Export model for inference depolyment](docs/EXPORT_MODEL.md)
-- [C++ inference depolyment](inference/README.md)
+- [Export model for inference](docs/EXPORT_MODEL.md)
+- [C++ inference](inference/README.md)
 
 ## Benchmark
 
diff --git a/README_cn.md b/README_cn.md
index 7793d6495b..c30d0713f4 100644
--- a/README_cn.md
+++ b/README_cn.md
@@ -55,7 +55,7 @@ PaddleDetection的目的是为工业界和学术界提供丰富、易用的目
 
 - [安装说明](docs/INSTALL_cn.md)
 - [快速开始](docs/QUICK_STARTED_cn.md)
-- [训练、评估及参数说明](docs/GETTING_STARTED_cn.md)
+- [训练、评估流程](docs/GETTING_STARTED_cn.md)
 - [数据预处理及自定义数据集](docs/DATA_cn.md)
 - [配置模块设计和介绍](docs/CONFIG_cn.md)
 - [详细的配置信息和参数说明示例](docs/config_example/)