diff --git a/example/auto_compression/pytorch_yolo_series/README.md b/example/auto_compression/pytorch_yolo_series/README.md
index e7d4af31575fa20119d2db8ba988b6697a6fc79d..9b53955811a4cb0205f4c8ea9cc3db673762c2ff 100644
--- a/example/auto_compression/pytorch_yolo_series/README.md
+++ b/example/auto_compression/pytorch_yolo_series/README.md
@@ -7,8 +7,8 @@
   - [3.1 环境准备](#31-准备环境)
   - [3.2 准备数据集](#32-准备数据集)
   - [3.3 准备预测模型](#33-准备预测模型)
-  - [3.4 测试模型精度](#34-测试模型精度)
-  - [3.5 自动压缩并产出模型](#35-自动压缩并产出模型)
+  - [3.4 自动压缩并产出模型](#34-自动压缩并产出模型)
+  - [3.5 测试模型精度](#35-测试模型精度)
 - [4.预测部署](#4预测部署)
 - [5.FAQ](5FAQ)