Update README.md

README.md

@@ -15,19 +15,19 @@ We offer four different models:
 
 ## Resources
 
-- 💻 **Project Page**: For more details, visit the official [project page](https://rotsteinnoam.github.io/Paint-by-Inpaint/).
+- 💻 [**Project Page**](https://rotsteinnoam.github.io/Paint-by-Inpaint/).
 
-- 📝 **Read the Paper**: You can find the paper [here](https://arxiv.org/abs/2404.18212).
+- 📝 [**Read the Paper**](https://arxiv.org/abs/2404.18212).
 
-- 🚀 **Try Our Demo**: Explore our models, now available on [Huggingface Spaces](https://huggingface.co/spaces/paint-by-inpaint/demo).
+- 🚀 [**Try Our Demo**](https://huggingface.co/spaces/paint-by-inpaint/demo).
 
-- 🗂️ **Use the PIPE Dataset**: The model was trained using the [PIPE Dataset](https://huggingface.co/datasets/paint-by-inpaint/PIPE).
+- 🗂️ [**Use the PIPE Dataset**](https://huggingface.co/datasets/paint-by-inpaint/PIPE).
 
 
 
 #### Running the model
 
-Our models are simple to run using the InstructPix2Pix pipeline:
+The model is simple to run using the InstructPix2Pix pipeline:
 
 ```python
 from diffusers import StableDiffusionInstructPix2PixPipeline, EulerAncestralDiscreteScheduler