diff --git a/cookbook/Multi_modal_RAG.ipynb b/cookbook/Multi_modal_RAG.ipynb
index cbfccdfdd01..642e13623b1 100644
--- a/cookbook/Multi_modal_RAG.ipynb
+++ b/cookbook/Multi_modal_RAG.ipynb
@@ -341,7 +341,7 @@
     "Add raw docs and doc summaries to [Multi Vector Retriever](https://python.langchain.com/docs/modules/data_connection/retrievers/multi_vector#summary): \n",
     "\n",
     "* Store the raw texts, tables, and images in the `docstore`.\n",
-    "* Store the texts, table summaries, and image summaries in the `vectorstore` for semantic retrieval."
+    "* Store the texts, table summaries, and image summaries in the `vectorstore` for efficient semantic retrieval."
    ]
   },
   {