diff --git a/docs/src/notebooks/Multivector_on_LanceDB.ipynb b/docs/src/notebooks/Multivector_on_LanceDB.ipynb
index 36267e54..2b133a9e 100644
--- a/docs/src/notebooks/Multivector_on_LanceDB.ipynb
+++ b/docs/src/notebooks/Multivector_on_LanceDB.ipynb
@@ -428,7 +428,7 @@
         "\n",
         "**Why?**  \n",
         "Embedding the UFO dataset and ingesting it into LanceDB takes **~2 hours on a T4 GPU**. To save time:  \n",
-        "- **Use the pre-prepared table with index created ** (provided below) to proceed directly to step7: search.  \n",
+        "- **Use the pre-prepared table with index created** (provided below) to proceed directly to **Step 7**: search.  \n",
         "- **Step 5a** contains the full ingestion code for reference (run it only if necessary).  \n",
         "- **Step 6** contains the details on creating the index on the multivector column"
       ]