diff --git a/docs/docs_skeleton/docs/modules/agents/agent_types/index.mdx b/docs/docs_skeleton/docs/modules/agents/agent_types/index.mdx
index 7327159eee..ddb38c4d9c 100644
--- a/docs/docs_skeleton/docs/modules/agents/agent_types/index.mdx
+++ b/docs/docs_skeleton/docs/modules/agents/agent_types/index.mdx
@@ -12,7 +12,7 @@ Here are the agents available in LangChain.
 
 ### [Zero-shot ReAct](/docs/modules/agents/agent_types/react.html)
 
-This agent uses the [ReAct](https://arxiv.org/pdf/2205.00445.pdf) framework to determine which tool to use
+This agent uses the [ReAct](https://arxiv.org/pdf/2210.03629) framework to determine which tool to use
 based solely on the tool's description. Any number of tools can be provided.
 This agent requires that a description is provided for each tool.