diff --git a/docs/source/tutorials/qat_finetune.rst b/docs/source/tutorials/qat_finetune.rst
index 0c259bd731..6f83bb6c02 100644
--- a/docs/source/tutorials/qat_finetune.rst
+++ b/docs/source/tutorials/qat_finetune.rst
@@ -136,7 +136,7 @@ used for inference or generation.
 QAT finetuning recipe in torchtune
 ----------------------------------
 
-Putting it all together, we can now fine-tune a model using torchtune’s `QAT recipe <qat_distributed_recipe_label>`.
+Putting it all together, we can now fine-tune a model using torchtune’s :ref:`QAT recipe<qat_distributed_recipe_label>`.
 Make sure that you have first downloaded the Llama3 weights and tokenizer by
 following :ref:`these instructions<download_llama_label>`. In this tutorial,
 we use the following settings to demonstrate QAT’s effectiveness in recovering