From 190337bd846306e6bce92a2df0bb520a173b9e7d Mon Sep 17 00:00:00 2001
From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
Date: Wed, 6 Mar 2024 15:07:46 -0800
Subject: [PATCH] readme

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 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 99833d07f..8b713409c 100644
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@@ -513,6 +513,7 @@ When output quality is a major concern, it's common to incorporate some combinat
 It can often be tough to evaluation chat bots in multi-turn situations. One way to do this is with simulations.
 
 - [Chat bot evaluation as multi-agent simulation](https://github.com/langchain-ai/langgraph/blob/main/examples/chatbot-simulation-evaluation/agent-simulation-evaluation.ipynb): how to simulate a dialogue between a "virtual user" and your chat bot
+- [Evaluating over a dataset](./examples/chatbot-simulation-evaluation/langsmith-agent-simulation-evaluation.ipynb): benchmark your assistant over a langsmith dataset using a red teaming exercise with a virtual customer.
 
 ### Multimodal Examples