diff --git a/README.md b/README.md
index a6f19adf0..d9564cbea 100644
--- a/README.md
+++ b/README.md
@@ -675,7 +675,7 @@ When output quality is a major concern, it's common to incorporate some combinat
 
 - [Basic Reflection](./examples/reflection/reflection.ipynb): add a simple "reflect" step in your graph to prompt your system to revise its outputs.
 - [Reflexion](./examples/reflexion/reflexion.ipynb): critique missing and superflous aspects of the agent's response to guide subsequent steps. Based on [Reflexion](https://arxiv.org/abs/2303.11366), by Shinn, et. al.
-- [Language Agent Tree Search](./examples/lats/lats.ipynb): execute multiple agents in parallel, using reflection and environmental rewards to drive a Monte Carlo Tree Search. Based on [LATS](https://arxiv.org/abs/2310.04406/LanguageAgentTreeSearch/), by Zhou, et. al.
+- [Language Agent Tree Search](./examples/lats/lats.ipynb): execute multiple agents in parallel, using reflection and environmental rewards to drive a Monte Carlo Tree Search. Based on [LATS](https://arxiv.org/abs/2310.04406), by Zhou, et. al.
 
 ### Multi-agent Examples
 
diff --git a/examples/lats/lats.ipynb b/examples/lats/lats.ipynb
index e81dee6b6..33dcd3a35 100644
--- a/examples/lats/lats.ipynb
+++ b/examples/lats/lats.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# Language Agent Tree Search\n",
     "\n",
-    "[Language Agent Tree Search](https://andyz245.github.io/LanguageAgentTreeSearch/) (LATS), by Zhou, et. al, is a general LLM agent search algorithm that combines reflection/evaluation and search (specifically monte-carlo trees search) to get achieve better overall task performance compared to similar techniques like ReACT, Reflexion, or Tree of Thoughts.\n",
+    "[Language Agent Tree Search](https://arxiv.org/abs/2310.04406) (LATS), by Zhou, et. al, is a general LLM agent search algorithm that combines reflection/evaluation and search (specifically monte-carlo trees search) to get achieve better overall task performance compared to similar techniques like ReACT, Reflexion, or Tree of Thoughts.\n",
     "\n",
     "![LATS diagram](./img/lats.png)\n",
     "\n",