diff --git a/demo.ipynb b/demo.ipynb
index 28bb6ef..b4bf063 100644
--- a/demo.ipynb
+++ b/demo.ipynb
@@ -12,11 +12,11 @@
     "\n",
     "All model architectures, helper functions, and dependencies are defined directly within this notebook so it can run independently of the main repository codebase.\n",
     "\n",
-    "### \ud83d\udd17 Project Resources\n",
-    "- [**\ud83c\udf10 Project Website**](https://video2lora.github.io/)\n",
-    "- [**\ud83d\udcc4 arXiv Paper**](https://arxiv.org/abs/2606.04351)\n",
-    "- [**\ud83e\udd17 Hugging Face Checkpoints**](https://huggingface.co/MananSuri27/Video2LoRA-SmolVLM-ckpts)\n",
-    "- [**\ud83d\udcbb GitHub Repository**](https://github.com/MananSuri27/video2lora)"
+    "### 🔗 Project Resources\n",
+    "- [**🌐 Project Website**](https://video2lora.github.io/)\n",
+    "- [**📄 arXiv Paper**](https://arxiv.org/abs/2606.04351)\n",
+    "- [**🤗 Hugging Face Checkpoints**](https://huggingface.co/MananSuri27/Video2LoRA-SmolVLM-ckpts)\n",
+    "- [**💻 GitHub Repository**](https://github.com/MananSuri27/video2lora)"
    ]
   },
   {
@@ -188,8 +188,15 @@
     "        \"prompt\": \"Which parts of the creature are highlighted in the video? Answer only the question, in one sentence.\",\n",
     "        \"target_text\": \"A close-up of its face, eyes, and hair.\"\n",
     "    }\n",
-    "]\n",
-    "\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "import os\n",
     "import urllib.request\n",
     "\n",
@@ -374,7 +381,8 @@
     "                \"content\": [\n",
     "                    {\"type\": \"video\", \"path\": example[\"video_path\"]},\n",
     "                    {\"type\": \"text\", \"text\": train_args.internalization_prompt}\n",
-    "                ]\n            }\n",
+    "                ]\n",
+    "            }\n",
     "        ]\n",
     "    ]\n",
     "\n",
@@ -442,7 +450,8 @@
     "                \"content\": [\n",
     "                    {\"type\": \"video\", \"path\": example[\"video_path\"]},\n",
     "                    {\"type\": \"text\", \"text\": example[\"prompt\"]}\n",
-    "                ]\n            }\n",
+    "                ]\n",
+    "            }\n",
     "        ]\n",
     "    ]\n",
     "\n",
@@ -482,7 +491,9 @@
     "        [\n",
     "            {\n",
     "                \"role\": \"user\",\n",
-    "                \"content\": [{\"type\": \"text\", \"text\": example[\"prompt\"]}]\n            }\n        ],\n",
+    "                \"content\": [{\"type\": \"text\", \"text\": example[\"prompt\"]}]\n",
+    "            }\n",
+    "        ],\n",
     "        tokenize=True,\n",
     "        add_generation_prompt=True,\n",
     "        return_tensors=\"pt\"\n",
@@ -623,4 +634,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
\ No newline at end of file
+}