diff --git a/ch05/12_gemma3/standalone-gemma3-plus-kvcache.ipynb b/ch05/12_gemma3/standalone-gemma3-plus-kvcache.ipynb
index fbde3a5..16c5879 100644
--- a/ch05/12_gemma3/standalone-gemma3-plus-kvcache.ipynb
+++ b/ch05/12_gemma3/standalone-gemma3-plus-kvcache.ipynb
@@ -838,7 +838,7 @@
    },
    "outputs": [],
    "source": [
-    "def load_weights_into_gemma(Gemma3Model, param_config, params):\n",
+    "def load_weights_into_gemma(model, param_config, params):\n",
     "\n",
     "    def assign(left, right, tensor_name=\"unknown\"):\n",
     "        if left.shape != right.shape:\n",
@@ -987,7 +987,7 @@
    "id": "430340f2-78b9-4983-b74e-8395bbd7e574",
    "metadata": {},
    "source": [
-    "- Please note that Google requires that you accept the Gemma 3 licensing terms before you can download the files; to do this, you have to create a Hugging Face Hub account and visit the [google/gemma-3-270m]https://huggingface.co/google/gemma-3-270m) repository to accept the terms\n",
+    "- Please note that Google requires that you accept the Gemma 3 licensing terms before you can download the files; to do this, you have to create a Hugging Face Hub account and visit the [google/gemma-3-270m](https://huggingface.co/google/gemma-3-270m) repository to accept the terms\n",
     "- Next, you will need to create an access token; to generate an access token with READ permissions, click on the profile picture in the upper right and click on \"Settings\"\n",
     "\n",
     "\n",
diff --git a/ch05/12_gemma3/standalone-gemma3.ipynb b/ch05/12_gemma3/standalone-gemma3.ipynb
index b3d0941..9fa65ab 100644
--- a/ch05/12_gemma3/standalone-gemma3.ipynb
+++ b/ch05/12_gemma3/standalone-gemma3.ipynb
@@ -763,7 +763,7 @@
    },
    "outputs": [],
    "source": [
-    "def load_weights_into_gemma(Gemma3Model, param_config, params):\n",
+    "def load_weights_into_gemma(model, param_config, params):\n",
     "\n",
     "    def assign(left, right, tensor_name=\"unknown\"):\n",
     "        if left.shape != right.shape:\n",
@@ -887,7 +887,7 @@
    "id": "430340f2-78b9-4983-b74e-8395bbd7e574",
    "metadata": {},
    "source": [
-    "- Please note that Google requires that you accept the Gemma 3 licensing terms before you can download the files; to do this, you have to create a Hugging Face Hub account and visit the [google/gemma-3-270m]https://huggingface.co/google/gemma-3-270m) repository to accept the terms\n",
+    "- Please note that Google requires that you accept the Gemma 3 licensing terms before you can download the files; to do this, you have to create a Hugging Face Hub account and visit the [google/gemma-3-270m](https://huggingface.co/google/gemma-3-270m) repository to accept the terms\n",
     "- Next, you will need to create an access token; to generate an access token with READ permissions, click on the profile picture in the upper right and click on \"Settings\"\n",
     "\n",
     "\n",