diff --git a/docs/docs/use_cases/extraction/index.ipynb b/docs/docs/use_cases/extraction/index.ipynb
index d20d2e3a238..78822f39504 100644
--- a/docs/docs/use_cases/extraction/index.ipynb
+++ b/docs/docs/use_cases/extraction/index.ipynb
@@ -56,9 +56,9 @@
     "\n",
     "Head to the [Guidelines](/docs/use_cases/extraction/guidelines) page to see a list of opinionated guidelines on how to get the best performance for extraction use cases.\n",
     "\n",
-    "## Use Case Accelerant\n",
+    "## Reference Application\n",
     "\n",
-    "[langchain-extract](https://github.com/langchain-ai/langchain-extract) is a starter repo that implements a simple web server for information extraction from text and files using LLMs. It is build using **FastAPI**, **LangChain** and **Postgresql**. Feel free to adapt it to your own use cases.\n",
+    "[langchain-extract](https://github.com/langchain-ai/langchain-extract) is a starter repo that implements a simple web server for information extraction from text and files using LLMs. It is built using **FastAPI**, **LangChain** and **Postgresql**. Feel free to adapt it to your own use cases.\n",
     "\n",
     "## Other Resources\n",
     "\n",