diff --git a/UPDATES.md b/UPDATES.md
index f90b4142a..ffffa7336 100644
--- a/UPDATES.md
+++ b/UPDATES.md
@@ -16,4 +16,4 @@ As noted in the documentation, these strings are required to use the fine-tuned
 ### Updated approach
 We recommend sanitizing [these strings](https://github.com/facebookresearch/llama#fine-tuned-chat-models) from any user provided prompts. Sanitization of user prompts mitigates malicious or accidental abuse of these strings. The provided scripts have been updated to do this. 
 
-Note: even with this update safety classifiers should still be applied to catch unsafe behaviors or content produced by the model. An [example](https://github.com/facebookresearch/llama-recipes/blob/main/inference/inference.py) of how to deploy such a classifier can be found in the llama-recipes repository.
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+Note: even with this update safety classifiers should still be applied to catch unsafe behaviors or content produced by the model. An [example](https://github.com/facebookresearch/llama-recipes/blob/main/examples/inference.py) of how to deploy such a classifier can be found in the llama-recipes repository.
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