diff --git a/examples/Clustering.ipynb b/examples/Clustering.ipynb
index d83b6647..bf50155e 100644
--- a/examples/Clustering.ipynb
+++ b/examples/Clustering.ipynb
@@ -160,7 +160,7 @@
    "source": [
     "### 2. Text samples in the clusters & naming the clusters\n",
     "\n",
-    "Let's show random samples from each cluster. We'll use davinci-instruct-beta-v3 to name the clusters, based on a random sample of 6 reviews from that cluster."
+    "Let's show random samples from each cluster. We'll use text-davinci-003 to name the clusters, based on a random sample of 5 reviews from that cluster."
    ]
   },
   {