diff --git a/argilla/docs/getting_started/installation.md b/argilla/docs/getting_started/installation.md
index bd4056a33f..a851a581c1 100644
--- a/argilla/docs/getting_started/installation.md
+++ b/argilla/docs/getting_started/installation.md
@@ -43,7 +43,7 @@ import argilla as rg
 client = rg.Argilla(
     api_url="<api_url>",
     api_key="<api_key>",
-    # extra_headers={"Authorization": f"Bearer {HF_TOKEN}"}
+    # headers={"Authorization": f"Bearer {HF_TOKEN}"}
 )
 ```
 
diff --git a/argilla/docs/getting_started/quickstart.md b/argilla/docs/getting_started/quickstart.md
index d7fa361974..0c9d672c86 100644
--- a/argilla/docs/getting_started/quickstart.md
+++ b/argilla/docs/getting_started/quickstart.md
@@ -49,7 +49,7 @@ import argilla as rg
 client = rg.Argilla(
     api_url="<api_url>",
     api_key="<api_key>"
-    # extra_headers={"Authorization": f"Bearer {HF_TOKEN}"}
+    # headers={"Authorization": f"Bearer {HF_TOKEN}"}
 )
 ```
 
diff --git a/argilla/docs/tutorials/text_classification.ipynb b/argilla/docs/tutorials/text_classification.ipynb
index 37acc89c1d..a6cbadf700 100644
--- a/argilla/docs/tutorials/text_classification.ipynb
+++ b/argilla/docs/tutorials/text_classification.ipynb
@@ -120,7 +120,7 @@
     "client = rg.Argilla(\n",
     "    api_url=\"https://[your-owner-name]-[your_space_name].hf.space\",\n",
     "    api_key=\"owner.apikey\"\n",
-    "    # extra_headers={\"Authorization\": f\"Bearer {HF_TOKEN}\"}\n",
+    "    # headers={\"Authorization\": f\"Bearer {HF_TOKEN}\"}\n",
     ")"
    ]
   },
diff --git a/docs/_source/_common/snippets/start_page.md b/docs/_source/_common/snippets/start_page.md
index 8b7b1ef96f..f17c1e02de 100644
--- a/docs/_source/_common/snippets/start_page.md
+++ b/docs/_source/_common/snippets/start_page.md
@@ -37,7 +37,7 @@ import argilla as rg
 client = rg.Argilla(
     api_url="<api_url>",
     api_key="<api_key>"
-    # extra_headers={"Authorization": f"Bearer {HF_TOKEN}"}
+    # headers={"Authorization": f"Bearer {HF_TOKEN}"}
 )
 ```