diff --git a/nb/Kaggle-Gemma3_(4B).ipynb b/nb/Kaggle-Gemma3_(4B).ipynb
index ac2f981..6d50965 100644
--- a/nb/Kaggle-Gemma3_(4B).ipynb
+++ b/nb/Kaggle-Gemma3_(4B).ipynb
@@ -8,7 +8,7 @@
     "<div class=\"align-center\">\n",
     "<a href=\"https://unsloth.ai/\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/unsloth%20new%20logo.png\" width=\"115\"></a>\n",
     "<a href=\"https://discord.gg/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Discord button.png\" width=\"145\"></a>\n",
-    "<a href=\"https://docs.unsloth.ai/\"><img src=\"https://github.com/unslothai/unsloth/blob/main/images/documentation%20green%20button.png?raw=true\" width=\"125\"></a></a> Join Discord if you need help + \u2b50 <i>Star us on <a href=\"https://github.com/unslothai/unsloth\">Github</a> </i> \u2b50\n",
+    "<a href=\"https://docs.unsloth.ai/\"><img src=\"https://github.com/unslothai/unsloth/blob/main/images/documentation%20green%20button.png?raw=true\" width=\"125\"></a></a> Join Discord if you need help + ⭐ <i>Star us on <a href=\"https://github.com/unslothai/unsloth\">Github</a> </i> ⭐\n",
     "</div>\n",
     "\n",
     "To install Unsloth on your own computer, follow the installation instructions on our Github page [here](https://docs.unsloth.ai/get-started/installing-+-updating).\n",
@@ -44,7 +44,14 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": "%%capture\n!pip install unsloth vllm\n!pip install triton==3.1.0\n!pip install -U pynvml\n# Install latest Hugging Face for Gemma-3!\n!pip install --no-deps git+https://github.com/huggingface/transformers@v4.49.0-Gemma-3"
+   "source": [
+    "%%capture\n",
+    "!pip install unsloth vllm\n",
+    "!pip install triton==3.1.0\n",
+    "!pip install -U pynvml\n",
+    "# Install latest Hugging Face for Gemma-3!\n",
+    "!pip install --no-deps git+https://github.com/huggingface/transformers@v4.49.0-Gemma-3"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -185,8 +192,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\ud83e\udda5 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n",
-      "\ud83e\udda5 Unsloth Zoo will now patch everything to make training faster!\n",
+      "🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n",
+      "🦥 Unsloth Zoo will now patch everything to make training faster!\n",
       "==((====))==  Unsloth 2025.3.14: Fast Gemma3 patching. Transformers: 4.50.0.dev0.\n",
       "   \\\\   /|    Tesla T4. Num GPUs = 1. Max memory: 14.741 GB. Platform: Linux.\n",
       "O^O/ \\_/ \\    Torch: 2.6.0+cu124. CUDA: 7.5. CUDA Toolkit: 12.4. Triton: 3.2.0\n",
@@ -680,7 +687,7 @@
    ],
    "source": [
     "def apply_chat_template(examples):\n",
-    "    texts = tokenizer.apply_chat_template(examples[\"conversations\"])\n",
+    "    texts = tokenizer.apply_chat_template(examples[\"conversations\"], tokenize = False)\n",
     "    return { \"text\" : texts }\n",
     "pass\n",
     "dataset = dataset.map(apply_chat_template, batched = True)"
@@ -1245,6 +1252,7 @@
     "from unsloth.chat_templates import get_chat_template\n",
     "tokenizer = get_chat_template(\n",
     "    tokenizer,\n",
+    "    tokenize = False,\n",
     "    chat_template = \"gemma-3\",\n",
     ")\n",
     "messages = [{\n",
@@ -1306,6 +1314,7 @@
     "}]\n",
     "text = tokenizer.apply_chat_template(\n",
     "    messages,\n",
+    "    tokenize = False,\n",
     "    add_generation_prompt = True, # Must add for generation\n",
     ")\n",
     "\n",
@@ -1408,6 +1417,7 @@
     "}]\n",
     "text = tokenizer.apply_chat_template(\n",
     "    messages,\n",
+    "    tokenize = False,\n",
     "    add_generation_prompt = True, # Must add for generation\n",
     ")\n",
     "\n",
@@ -1538,7 +1548,7 @@
     "  <a href=\"https://discord.gg/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Discord.png\" width=\"145\"></a>\n",
     "  <a href=\"https://docs.unsloth.ai/\"><img src=\"https://github.com/unslothai/unsloth/blob/main/images/documentation%20green%20button.png?raw=true\" width=\"125\"></a>\n",
     "\n",
-    "  Join Discord if you need help + \u2b50\ufe0f <i>Star us on <a href=\"https://github.com/unslothai/unsloth\">Github</a> </i> \u2b50\ufe0f\n",
+    "  Join Discord if you need help + ⭐️ <i>Star us on <a href=\"https://github.com/unslothai/unsloth\">Github</a> </i> ⭐️\n",
     "</div>\n"
    ]
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