diff --git a/embedding.ipynb b/embedding.ipynb
index 40ec2c4..64d9e17 100644
--- a/embedding.ipynb
+++ b/embedding.ipynb
@@ -23,7 +23,7 @@
     "This notebook attempts to open up 2 LMM models, and swap out the input and output embeddings and tokenizer.\n",
     "It then runs the model to see if the output still makes sense (hint: actually I dont think you need a hint)\n",
     "\n",
-    "Be mindful of the difference between weights[:]= and weights= (I probably messed that up pretty often)"
+    "Be mindful of the difference between weights[:]= and weights= (I may have messed that up at times)"
    ]
   },
   {
@@ -86,11 +86,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": null,
    "id": "153e9ff5",
    "metadata": {},
    "outputs": [],
    "source": [
+    "# Download 2 models.\n",
+    "\n",
     "modelA, tokenizerA = grab_model(\"gpt2\")\n",
     "modelB, tokenizerB = grab_model(\"EleutherAI/gpt-neo-125M\")\n",
     "\n",