diff --git a/README.md b/README.md
index 9b1d07c..de3005c 100644
--- a/README.md
+++ b/README.md
@@ -87,27 +87,31 @@ python inference.py -g 0 -m modelparams/2band_32000.json -P models/MGM-v5-2Band-
 ```
 
 The following examples show how to run the ensemble model scripts -
+
 ```
-python 4Band_ens_inference.py -g 0 -i "INPUT"
-```
-```
-python 12_model_ens_inference.py -g 0 -i "INPUT"
+python ensemble_inference.py -g 0 -i "INPUT"
 ```
 
 Or if you wish to save all individual outputs generated in addition to the final ensembled outputs, please run the following - 
 
 ```
-python 4Band_ens_inference.py -g 0 -s -i "INPUT"
-```
-```
-python 12_model_ens_inference.py -g 0 -s -i "INPUT"
+python ensemble_inference.py -g 0 -s -i "INPUT"
 ```
 
-- **Please Note:** Do not specify the model parameters or a model for the ensemble inference scripts! Those details are already fixed within the script. All final outputs generated through the ensemble scripts can be found in the "ensembled" folder.
+You can also specify the models you wish to ensemble. For the ensemble_inference script specifically, do not input the ".pth" extension within the command, only the name. Here is an example - 
+
+```
+python ensemble_inference.py -g 0 -P "MODELNAME1" "MODELNAME2" "MODELNAME3" -i "INPUT"
+```
+
+- **Please Note the Following:** 
+	- Do not specify the model parameters or architectures for the ensemble inference script. Those details are already fixed. 
+	- When ensembling models with low and high bandwidth conversions, '--bypass' is highly recommended.
+	- The ensembled outputs generated through the ensemble scripts can be found in the "ensembled" folder.
 
 ### Ensembler
 
-The ensembler has the ability to take 2 or more instrumental or vocal outputs generated by different models and combine the best results from all of them! Here is how to use it manually - 
+The stand alone ensembler has the ability to take 2 or more instrumental or vocal outputs generated by different models and combine the best results from all of them! Here is how to use it manually - 
 
 - For instrumental outputs, run the following command: