diff --git a/ch07/05_dataset-generation/reflection-gpt4.ipynb b/ch07/05_dataset-generation/reflection-gpt4.ipynb
index a78fb36..d176642 100644
--- a/ch07/05_dataset-generation/reflection-gpt4.ipynb
+++ b/ch07/05_dataset-generation/reflection-gpt4.ipynb
@@ -1018,7 +1018,7 @@
    "id": "52dc19b4-926b-4497-8370-496efd970366",
    "metadata": {},
    "source": [
-    "## Finetuning the Model on Improved Instruction Data"
+    "## Creating Improved Instruction Data"
    ]
   },
   {
@@ -1031,14 +1031,6 @@
     "  - [instruction-reflected.json](https://drive.google.com/file/d/1c1QnuTdt9nP1u51vBn4_b05mWR_ZNGBv/view?usp=sharing)\n",
     "  - [response-reflected.json](https://drive.google.com/file/d/1RNckTZ2ELcdUoJtaylao6NvyZPMtNv1v/view?usp=sharing)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "47586cb7-b92b-4897-b912-b1cf6d23de87",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {