diff --git a/cifar/README.md b/cifar/README.md
index 2016200df..734da7ab7 100644
--- a/cifar/README.md
+++ b/cifar/README.md
@@ -60,5 +60,5 @@ $ cat >hostfile.json
     {"ssh": "host-to-ssh-to", "ips": ["ip-to-bind-to"]},
     {"ssh": "host-to-ssh-to", "ips": ["ip-to-bind-to"]}
 ]
-$ mlx.launch --verbose --hostfile hostfile.json main.py --batch 256 --epochs 5 --arch resnet20
+$ mlx.launch --verbose --hostfile hostfile.json main.py --batch_size 256 --epochs 5 --arch resnet20
 ```
diff --git a/cvae/README.md b/cvae/README.md
index 8cfa26ae0..2e1620917 100644
--- a/cvae/README.md
+++ b/cvae/README.md
@@ -25,7 +25,7 @@ To see the supported options, do `python main.py -h`.
 Training with the default options should give:
 
 ```shell
-$ python train.py 
+$ python main.py 
 Options: 
   Device: GPU
   Seed: 0