diff --git a/docs/examples/FastEmbed_vs_HF_Comparison.ipynb b/docs/examples/FastEmbed_vs_HF_Comparison.ipynb
index 3135b1a..07a38e2 100644
--- a/docs/examples/FastEmbed_vs_HF_Comparison.ipynb
+++ b/docs/examples/FastEmbed_vs_HF_Comparison.ipynb
@@ -297,7 +297,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This indicates the embeddings are quite close to each with a correlation of 0.99. Let's visualize the embeddings."
+    "This indicates the embeddings are quite close to each with a cosine similarity of 0.99. This gives us confidence that the embeddings are the same and we are not sacrificing accuracy for speed."
    ]
   }
  ],