diff --git a/examples/dreambooth/README_sdxl.md b/examples/dreambooth/README_sdxl.md
index b490de8e2f5f..c5f2d1536b3b 100644
--- a/examples/dreambooth/README_sdxl.md
+++ b/examples/dreambooth/README_sdxl.md
@@ -177,7 +177,7 @@ SDXL's VAE is known to suffer from numerical instability issues. This is why we
 
 ## Notes
 
-In our experiments we found that SDXL yields very good initial results using the default settings of the script. We didn't explore further hyper-parameter tuning experiments, but we do encourage the community to explore this avenue further and share their results with us 🤗
+In our experiments, we found that SDXL yields good initial results without extensive hyperparameter tuning. For example, without fine-tuning the text encoders and without using prior-preservation, we observed decent results. We didn't explore further hyper-parameter tuning experiments, but we do encourage the community to explore this avenue further and share their results with us 🤗
 
 ## Results
 
@@ -186,4 +186,4 @@ You can explore the results from a couple of our internal experiments by checkin
 * [Dogs](https://huggingface.co/datasets/diffusers/dog-example)
 * [Starbucks logo](https://huggingface.co/datasets/diffusers/starbucks-example)
 * [Mr. Potato Head](https://huggingface.co/datasets/diffusers/potato-head-example)
-* [Keramer face](https://huggingface.co/datasets/diffusers/keramer-face-example)
\ No newline at end of file
+* [Keramer face](https://huggingface.co/datasets/diffusers/keramer-face-example)