diff --git a/docs/modules/indexes/retrievers/examples/vectorstore.ipynb b/docs/modules/indexes/retrievers/examples/vectorstore.ipynb
index 73cc0220..424d1276 100644
--- a/docs/modules/indexes/retrievers/examples/vectorstore.ipynb
+++ b/docs/modules/indexes/retrievers/examples/vectorstore.ipynb
@@ -99,13 +99,14 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "2d958271",
    "metadata": {},
    "source": [
     "## Similarity Score Threshold Retrieval\n",
     "\n",
-    "You can also a retrieval method that sets a similarity score threshold and only returns documents with a score above that threshold"
+    "You can also use a retrieval method that sets a similarity score threshold and only returns documents with a score above that threshold"
    ]
   },
   {