diff --git a/examples/parsing_modes/demo_auto_mode.ipynb b/examples/parsing_modes/demo_auto_mode.ipynb
index 2a4b53b..bbf8333 100644
--- a/examples/parsing_modes/demo_auto_mode.ipynb
+++ b/examples/parsing_modes/demo_auto_mode.ipynb
@@ -569,9 +569,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Setup a Simple RAG Pipeline\n",
+    "## Set up a Simple RAG Pipeline\n",
     "\n",
-    "Let's setup a simple RAG pipeline over these documents! "
+    "Let's set up a simple RAG pipeline over these documents! "
    ]
   },
   {