diff --git a/docs/docs/use_cases/question_answering/quickstart.ipynb b/docs/docs/use_cases/question_answering/quickstart.ipynb
index 1f464a9615d..06138508c59 100644
--- a/docs/docs/use_cases/question_answering/quickstart.ipynb
+++ b/docs/docs/use_cases/question_answering/quickstart.ipynb
@@ -262,7 +262,7 @@
     "\n",
     "We need to first load the blog post contents. We can use [DocumentLoaders](/docs/modules/data_connection/document_loaders/) for this, which are objects that load in data from a source and return a list of [Documents](https://api.python.langchain.com/en/latest/documents/langchain_core.documents.base.Document.html).  A `Document` is an object with some `page_content` (str) and `metadata` (dict).\n",
     "\n",
-    "In this case we'll use the [WebBaseLoader](/docs/integrations/document_loaders/web_base), which uses `urllib` to load HTML form web URLs and `BeautifulSoup` to parse it to text. We can customize the HTML -> text parsing by passing in parameters to the `BeautifulSoup` parser via `bs_kwargs` (see [BeautifulSoup docs](https://beautiful-soup-4.readthedocs.io/en/latest/#beautifulsoup)). In this case only HTML tags with class \"post-content\", \"post-title\", or \"post-header\" are relevant, so we'll remove all others."
+    "In this case we'll use the [WebBaseLoader](/docs/integrations/document_loaders/web_base), which uses `urllib` to load HTML from web URLs and `BeautifulSoup` to parse it to text. We can customize the HTML -> text parsing by passing in parameters to the `BeautifulSoup` parser via `bs_kwargs` (see [BeautifulSoup docs](https://beautiful-soup-4.readthedocs.io/en/latest/#beautifulsoup)). In this case only HTML tags with class \"post-content\", \"post-title\", or \"post-header\" are relevant, so we'll remove all others."
    ]
   },
   {