diff --git a/docs/modules/indexes/retrievers/examples/vectorstore-retriever.ipynb b/docs/modules/indexes/retrievers/examples/vectorstore-retriever.ipynb
index cc9c948f73..906bb89125 100644
--- a/docs/modules/indexes/retrievers/examples/vectorstore-retriever.ipynb
+++ b/docs/modules/indexes/retrievers/examples/vectorstore-retriever.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# VectorStore Retriever\n",
     "\n",
-    "The index - and therefor the retriever - that LangChain has the most support for is a VectorStoreRetriever. As the name suggests, this retriever is backed heavily by a VectorStore.\n",
+    "The index - and therefore the retriever - that LangChain has the most support for is a VectorStoreRetriever. As the name suggests, this retriever is backed heavily by a VectorStore.\n",
     "\n",
     "Once you construct a VectorStore, its very easy to construct a retriever. Let's walk through an example."
    ]