diff --git a/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb b/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb
index 2cf5d38d3..110ffc43f 100644
--- a/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb	
+++ b/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb	
@@ -472,7 +472,7 @@
     "INPUT_FILE = \"./resources/extracted_text.txt\"  # Replace with your file path\n",
     "CHUNK_SIZE = 1000  # Adjust chunk size if needed\n",
     "\n",
-    "chunks = create_word_bounded_chunks(text, CHUNK_SIZE)\n",
+    "chunks = create_word_bounded_chunks(extracted_text, CHUNK_SIZE)\n",
     "num_chunks = len(chunks)\n"
    ]
   },