diff --git a/README.md b/README.md
index c440fda98..6a96d0372 100644
--- a/README.md
+++ b/README.md
@@ -187,6 +187,7 @@ This project is released under the [Apache 2.0 license](LICENSE).
 - [MMDetection](https://github.com/open-mmlab/mmdetection): OpenMMLab detection toolbox and benchmark.
 - [MMDetection3D](https://github.com/open-mmlab/mmdetection3d): OpenMMLab's next-generation platform for general 3D object detection.
 - [MMRotate](https://github.com/open-mmlab/mmrotate): OpenMMLab rotated object detection toolbox and benchmark.
+- [MMYOLO](https://github.com/open-mmlab/mmyolo): OpenMMLab YOLO series toolbox and benchmark.
 - [MMSegmentation](https://github.com/open-mmlab/mmsegmentation): OpenMMLab semantic segmentation toolbox and benchmark.
 - [MMOCR](https://github.com/open-mmlab/mmocr): OpenMMLab text detection, recognition, and understanding toolbox.
 - [MMPose](https://github.com/open-mmlab/mmpose): OpenMMLab pose estimation toolbox and benchmark.
diff --git a/README_zh-CN.md b/README_zh-CN.md
index cf5fd0a5d..169181941 100644
--- a/README_zh-CN.md
+++ b/README_zh-CN.md
@@ -160,6 +160,7 @@ MMRazor 是一款由来自不同高校和企业的研发人员共同参与贡献
 - [MMDetection](https://github.com/open-mmlab/mmdetection): OpenMMLab 目标检测工具箱
 - [MMDetection3D](https://github.com/open-mmlab/mmdetection3d): OpenMMLab 新一代通用 3D 目标检测平台
 - [MMRotate](https://github.com/open-mmlab/mmrotate): OpenMMLab 旋转框检测工具箱与测试基准
+- [MMYOLO](https://github.com/open-mmlab/mmyolo): OpenMMLab YOLO 系列工具箱与测试基准
 - [MMSegmentation](https://github.com/open-mmlab/mmsegmentation): OpenMMLab 语义分割工具箱
 - [MMOCR](https://github.com/open-mmlab/mmocr): OpenMMLab 全流程文字检测识别理解工具箱
 - [MMPose](https://github.com/open-mmlab/mmpose): OpenMMLab 姿态估计工具箱
diff --git a/docs/en/user_guides/2_train_different_types_algorithms.md b/docs/en/user_guides/2_train_different_types_algorithms.md
index 7acb025a0..06c689708 100644
--- a/docs/en/user_guides/2_train_different_types_algorithms.md
+++ b/docs/en/user_guides/2_train_different_types_algorithms.md
@@ -86,7 +86,7 @@ For example, the default `_channel_cfg_paths` is set in the config below.
 
 ```Python
 python ./tools/train.py \
-  configs/pruning/mmcls/autoslim/autoslim_mbv2_1.5x_subnet_8xb256_in1k_flops-530M \
+  configs/pruning/mmcls/autoslim/autoslim_mbv2_1.5x_subnet_8xb256_in1k_flops-530M.py \
   --work-dir your_work_dir
 ```