diff --git a/docs/core_docs/docs/integrations/retrievers/arxiv-retriever.mdx b/docs/core_docs/docs/integrations/retrievers/arxiv-retriever.mdx
index cb4ad949dd1a..254c90ca49fe 100644
--- a/docs/core_docs/docs/integrations/retrievers/arxiv-retriever.mdx
+++ b/docs/core_docs/docs/integrations/retrievers/arxiv-retriever.mdx
@@ -1,8 +1,8 @@
 # ArxivRetriever
 
-## Overview
+The `arXiv Retriever` allows users to query the arXiv database for academic articles. It supports both full-document retrieval (PDF parsing) and summary-based retrieval.
 
-The `arXiv Retriever` allows users to query the arXiv database for academic articles. It supports both full-document retrieval (PDF parsing) and summary-based retrieval. For detailed documentation of all ArxivRetriever features and configurations, head to [API reference](#https://arxiv.org/)
+For detailed documentation of all ArxivRetriever features and configurations, head to the [API reference](https://api.js.langchain.com/classes/_langchain_community.retrievers_arxiv.ArxivRetriever.html)
 
 ## Features