diff --git a/docs/source/package_reference/models.mdx b/docs/source/package_reference/models.mdx
index a0e8d68ac..01066fb60 100644
--- a/docs/source/package_reference/models.mdx
+++ b/docs/source/package_reference/models.mdx
@@ -7,8 +7,8 @@
 
 ## Accelerate and Transformers Models
 ### TransformersModel
-[[autodoc]] models.transformers.base_model.TransformersModelConfig
-[[autodoc]] models.transformers.base_model.TransformersModel
+[[autodoc]] models.transformers.transformers_model.TransformersModelConfig
+[[autodoc]] models.transformers.transformers_model.TransformersModel
 
 ### AdapterModel
 [[autodoc]] models.transformers.adapter_model.AdapterModelConfig
diff --git a/src/lighteval/main_accelerate.py b/src/lighteval/main_accelerate.py
index e785034b6..e962d5384 100644
--- a/src/lighteval/main_accelerate.py
+++ b/src/lighteval/main_accelerate.py
@@ -44,7 +44,7 @@ def accelerate(  # noqa C901
     model_args: Annotated[
         str,
         Argument(
-            help="Model arguments in the form key1=value1,key2=value2,... or path to yaml config file (see examples/model_configs/base_model.yaml)"
+            help="Model arguments in the form key1=value1,key2=value2,... or path to yaml config file (see examples/model_configs/transformers_model.yaml)"
         ),
     ],
     tasks: Annotated[str, Argument(help="Comma-separated list of tasks to evaluate on.")],
diff --git a/src/lighteval/main_endpoint.py b/src/lighteval/main_endpoint.py
index bb88e015e..470374e09 100644
--- a/src/lighteval/main_endpoint.py
+++ b/src/lighteval/main_endpoint.py
@@ -46,7 +46,7 @@ def openai(
     model_args: Annotated[
         str,
         Argument(
-            help="Model name as a string (has to be available through the openai API) or path to yaml config file (see examples/model_configs/base_model.yaml)"
+            help="Model name as a string (has to be available through the openai API) or path to yaml config file (see examples/model_configs/transformers_model.yaml)"
         ),
     ],
     tasks: Annotated[str, Argument(help="Comma-separated list of tasks to evaluate on.")],
diff --git a/src/lighteval/main_vllm.py b/src/lighteval/main_vllm.py
index 850343e6d..b1742b117 100644
--- a/src/lighteval/main_vllm.py
+++ b/src/lighteval/main_vllm.py
@@ -40,7 +40,7 @@ def vllm(
     model_args: Annotated[
         str,
         Argument(
-            help="Model arguments in the form key1=value1,key2=value2,... or path to yaml config file (see examples/model_configs/base_model.yaml)"
+            help="Model arguments in the form key1=value1,key2=value2,... or path to yaml config file (see examples/model_configs/transformers_model.yaml)"
         ),
     ],
     tasks: Annotated[str, Argument(help="Comma-separated list of tasks to evaluate on.")],