From c2f46b2cdbad36d9ead3ef6702a75cc6a1edcbb6 Mon Sep 17 00:00:00 2001
From: Michael Shen <71194090+haozhenshen@users.noreply.github.com>
Date: Wed, 9 Aug 2023 16:17:46 -0400
Subject: [PATCH] Fixed wrong paper reference (#8970)

The ReAct reference references to MRKL paper. Corrected so that it
points to the actual ReAct paper #8964.
---
 docs/docs_skeleton/docs/modules/agents/agent_types/index.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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.