diff --git a/examples/Chat_finetuning_data_prep.ipynb b/examples/Chat_finetuning_data_prep.ipynb
index 3c0f7fd..55ab9b0 100644
--- a/examples/Chat_finetuning_data_prep.ipynb
+++ b/examples/Chat_finetuning_data_prep.ipynb
@@ -10,8 +10,8 @@
     "\n",
     "This notebook serves as a tool to preprocess and analyze the chat dataset used for fine-tuning a chat model. \n",
     "It checks for format errors, provides basic statistics, and estimates token counts for fine-tuning costs.\n",
-    "The method shown here corresponds to [legacy fine-tuning](https://platform.openai.com/docs/guides/legacy-fine-tuning) for models like babbage-002 and davinci-002.\n",
-    "For fine-tuning gpt-3.5-turbo, see [the current fine-tuning page](https://platform.openai.com/docs/guides/fine-tuning)."
+    "The method shown here corresponds to the [current fine-tuning method](https://platform.openai.com/docs/guides/fine-tuning) for gpt-3.5-turbo.\n",
+    "See [legacy fine-tuning](https://platform.openai.com/docs/guides/legacy-fine-tuning) for models like babbage-002 and davinci-002."
    ]
   },
   {