diff --git a/docs/source/clis.mdx b/docs/source/clis.mdx
index 85d9aef55b1..68c4fcfbf6d 100644
--- a/docs/source/clis.mdx
+++ b/docs/source/clis.mdx
@@ -35,10 +35,10 @@ lr_scheduler_type:
   cosine
 ```
 
-Save that config in a `.yaml` and get directly started ! Note you can overwrite the arguments from the config file by explicitly passing them to the CLI, e.g.:
+Save that config in a `.yaml` and get started immediately! An example CLI config is available as `examples/cli_configs/example_config.yaml`. Note you can overwrite the arguments from the config file by explicitly passing them to the CLI, e.g. from the root folder:
 
 ```bash
-trl sft --config example_config.yaml --output_dir test-trl-cli --lr_scheduler_type cosine_with_restarts
+trl sft --config examples/cli_configs/example_config.yaml --output_dir test-trl-cli --lr_scheduler_type cosine_with_restarts
 ```
 
 Will force-use `cosine_with_restarts` for `lr_scheduler_type`.
diff --git a/example_config.yaml b/examples/cli_configs/example_config.yaml
similarity index 100%
rename from example_config.yaml
rename to examples/cli_configs/example_config.yaml
diff --git a/examples/scripts/dpo_visual.py b/examples/scripts/dpo_visual.py
index b602c8f0098..cb23adaf602 100644
--- a/examples/scripts/dpo_visual.py
+++ b/examples/scripts/dpo_visual.py
@@ -13,7 +13,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 """
-accelerate launch examples/scripts/vdpo.py \
+accelerate launch examples/scripts/dpo_visual.py \
     --dataset_name HuggingFaceH4/rlaif-v_formatted \
     --model_name_or_path HuggingFaceM4/idefics2-8b \
     --per_device_train_batch_size 1 \