diff --git a/site/en/r2/tutorials/text/word_embeddings.ipynb b/site/en/r2/tutorials/text/word_embeddings.ipynb
index 311d7f206bf..c84129e311e 100644
--- a/site/en/r2/tutorials/text/word_embeddings.ipynb
+++ b/site/en/r2/tutorials/text/word_embeddings.ipynb
@@ -103,7 +103,7 @@
         "\n",
         "* The integer-encoding is arbitrary (it does not capture any relationship between words).\n",
         "\n",
-        "* An integer-encoding can be challenging for a model to interpret. A linear classifier, for example, learns a single weight for each feature. Because different words may have a similar encoding, this feature-weight combination is not meaningful.\n",
+        "* An integer-encoding can be challenging for a model to interpret. A linear classifier, for example, learns a single weight for each feature. Because there is no relationship between the similarity of any two words and the similarity of their encodings, this feature-weight combination is not meaningful.\n",
         "\n",
         "### Word embeddings\n",
         "\n",