diff --git a/docs/extras/use_cases/graph/tot.ipynb b/docs/extras/use_cases/graph/tot.ipynb
index aff26feaad4..b6ae199a73c 100644
--- a/docs/extras/use_cases/graph/tot.ipynb
+++ b/docs/extras/use_cases/graph/tot.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# Tree of Thought (ToT) example\n",
     "\n",
-    "The Tree of Thought (ToT) is a chain that allows you to query a Large Language Model (LLM) using the Tree of Thought technique. This is based on the papaer [\"Large Language Model Guided Tree-of-Thought\"](https://arxiv.org/pdf/2305.08291.pdf)"
+    "The Tree of Thought (ToT) is a chain that allows you to query a Large Language Model (LLM) using the Tree of Thought technique. This is based on the paper [\"Large Language Model Guided Tree-of-Thought\"](https://arxiv.org/pdf/2305.08291.pdf)"
    ]
   },
   {