diff --git a/examples/rl/README.md b/examples/rl/README.md
index d8b4f4e49..1cb3d851c 100644
--- a/examples/rl/README.md
+++ b/examples/rl/README.md
@@ -41,7 +41,7 @@ data
 Run:
 
 ```
-python -m qlib.rl.contrib.train_onpolicy.py --config_path ./experiment_config/training/config.yml
+python -m qlib.rl.contrib.train_onpolicy --config_path ./experiment_config/training/config.yml
 ```
 
 After training, checkpoints will be stored under `checkpoints/`.
@@ -49,7 +49,7 @@ After training, checkpoints will be stored under `checkpoints/`.
 ## Run backtest
 
 ```
-python -m qlib.rl.contrib.backtest.py --config_path ./experiment_config/backtest/config.yml
+python -m qlib.rl.contrib.backtest --config_path ./experiment_config/backtest/config.yml
 ```
 
 The backtest workflow will use the trained model in `checkpoints/`. The backtest summary can be found in `outputs/`.