diff --git a/docs/extras/modules/data_connection/document_loaders/integrations/iugu.ipynb b/docs/extras/modules/data_connection/document_loaders/integrations/iugu.ipynb
index 3fef7fbb..8c7ece33 100644
--- a/docs/extras/modules/data_connection/document_loaders/integrations/iugu.ipynb
+++ b/docs/extras/modules/data_connection/document_loaders/integrations/iugu.ipynb
@@ -54,7 +54,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Create a vectorstore retriver from the loader\n",
+    "# Create a vectorstore retriever from the loader\n",
     "# see https://python.langchain.com/en/latest/modules/data_connection/getting_started.html for more details\n",
     "\n",
     "index = VectorstoreIndexCreator().from_loaders([iugu_loader])\n",
diff --git a/docs/extras/modules/data_connection/document_loaders/integrations/modern_treasury.ipynb b/docs/extras/modules/data_connection/document_loaders/integrations/modern_treasury.ipynb
index 425cde73..a10ded52 100644
--- a/docs/extras/modules/data_connection/document_loaders/integrations/modern_treasury.ipynb
+++ b/docs/extras/modules/data_connection/document_loaders/integrations/modern_treasury.ipynb
@@ -1,6 +1,7 @@
 {
  "cells": [
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -28,6 +29,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -79,7 +81,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Create a vectorstore retriver from the loader\n",
+    "# Create a vectorstore retriever from the loader\n",
     "# see https://python.langchain.com/en/latest/modules/data_connection/getting_started.html for more details\n",
     "\n",
     "index = VectorstoreIndexCreator().from_loaders([modern_treasury_loader])\n",
diff --git a/docs/extras/modules/data_connection/document_loaders/integrations/spreedly.ipynb b/docs/extras/modules/data_connection/document_loaders/integrations/spreedly.ipynb
index 69ec6f36..602d839a 100644
--- a/docs/extras/modules/data_connection/document_loaders/integrations/spreedly.ipynb
+++ b/docs/extras/modules/data_connection/document_loaders/integrations/spreedly.ipynb
@@ -1,6 +1,7 @@
 {
  "cells": [
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -26,6 +27,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -69,7 +71,7 @@
     }
    ],
    "source": [
-    "# Create a vectorstore retriver from the loader\n",
+    "# Create a vectorstore retriever from the loader\n",
     "# see https://python.langchain.com/en/latest/modules/data_connection/getting_started.html for more details\n",
     "\n",
     "index = VectorstoreIndexCreator().from_loaders([spreedly_loader])\n",
diff --git a/docs/extras/modules/data_connection/document_loaders/integrations/stripe.ipynb b/docs/extras/modules/data_connection/document_loaders/integrations/stripe.ipynb
index d8508a84..0188dd90 100644
--- a/docs/extras/modules/data_connection/document_loaders/integrations/stripe.ipynb
+++ b/docs/extras/modules/data_connection/document_loaders/integrations/stripe.ipynb
@@ -1,6 +1,7 @@
 {
  "cells": [
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -25,6 +26,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -62,7 +64,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Create a vectorstore retriver from the loader\n",
+    "# Create a vectorstore retriever from the loader\n",
     "# see https://python.langchain.com/en/latest/modules/data_connection/getting_started.html for more details\n",
     "\n",
     "index = VectorstoreIndexCreator().from_loaders([stripe_loader])\n",
diff --git a/langchain/retrievers/elastic_search_bm25.py b/langchain/retrievers/elastic_search_bm25.py
index 7e319d73..3fe61aa5 100644
--- a/langchain/retrievers/elastic_search_bm25.py
+++ b/langchain/retrievers/elastic_search_bm25.py
@@ -77,7 +77,7 @@ class ElasticSearchBM25Retriever(BaseRetriever):
         texts: Iterable[str],
         refresh_indices: bool = True,
     ) -> List[str]:
-        """Run more texts through the embeddings and add to the retriver.
+        """Run more texts through the embeddings and add to the retriever.
 
         Args:
             texts: Iterable of strings to add to the retriever.