diff --git a/examples/quantizing_moe/README.md b/examples/quantizing_moe/README.md
index 71e87223c..2ac3db1dd 100644
--- a/examples/quantizing_moe/README.md
+++ b/examples/quantizing_moe/README.md
@@ -17,7 +17,7 @@ pip install -e .
 The provided example script demonstrates an end-to-end process for applying the quantization algorithm:
 
 ```bash
-python3 mixtral_moe.py
+python3 mixtral_moe_fp8.py
 ```
 
 ## Creating a Quantized MoE Model
@@ -96,4 +96,4 @@ config_groups = {
 }
 
 recipe = GPTQModifier(config_groups=config_groups)
-```
\ No newline at end of file
+```