diff --git a/README.md b/README.md
index 5d92c44..9e4b103 100644
--- a/README.md
+++ b/README.md
@@ -4,27 +4,29 @@
 <a href="https://ubisoft-laforge.github.io/world/chord/"><img src="https://img.shields.io/badge/Project-Page-brightgreen?logo=ubisoft&logoColor=white&style=flat-square" alt="Project Page"></a>
 <a href="https://github.com/ubisoft/ubisoft-laforge-chord"><img src="https://img.shields.io/badge/Github-Code-blue?logo=github&logoColor=white&style=flat-square" alt="Code"></a>
 
-ComfyUI Custom Node for paper: **Chord: Chain of Rendering Decomposition for PBR Material Estimation from Generated Texture Images**
+ComfyUI custom node implementation of the paper: **Chord: Chain of Rendering Decomposition for PBR Material Estimation from Generated Texture Images**
 
 ## Installation
 
 1. Download and install ComfyUI. If you are new to ComfyUI, refer to the original [repository](https://github.com/comfyanonymous/ComfyUI) to get started. **Make sure you have the latest version.**
 
-2. Download the pretrained model from [Hugging Face](Ubisoft/ubisoft-laforge-chord) and place the **chord_v1.ckpt** file into the **ComfyUI/models/checkpoints** folder.
+2. Download the pretrained model from [Hugging Face](https://huggingface.co/Ubisoft/ubisoft-laforge-chord) and place the file **chord_v1.ckpt** in the folder **./ComfyUI/models/checkpoints**.
 
-3. Install the custom nodes from the [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager) or manually cloning this repository recursively in the custom nodes folder of ComfyUI:
+3. Install the custom nodes from the [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager) or manually clone this repository **with the argument `--recursive`** in the custom nodes folder of ComfyUI:
 
     ```shell
-    # 1. Clone repo
+    # Clone the repository
     cd ./ComfyUI/custom_nodes
     git clone --recursive https://github.com/ubisoft/ComfyUI-Chord.git
-    # 2. Install dependencies
-    ## For python version
-    cd ComfyUI-Chord
-    pip install -r requirements.txt
-    ## For windows portable version
+
+    # Install dependencies
+    ## For Python version
+    pip install -r .\ComfyUI-Chord\requirements.txt
+
+    ## Or for Windows portable version
     ..\..\python_embeded\python.exe -s -m pip install -r .\ComfyUI-Chord\requirements.txt
     ```
+
 ## Example Workflow
 
 ![Example workflow](examples/chord_example.png)
@@ -34,7 +36,8 @@ You can load this workflow using the JSON file:
 
 ## License
 
-This project is released under the **Ubisoft Machine Learning License (Research-Only - Copyleft)**. See the full terms in the [LICENSE](LICENSE) file
+This project is released under the **Ubisoft Machine Learning License (Research-Only - Copyleft)**. See the full terms in the [LICENSE](LICENSE) file.
+
 ## Citation
 
 If you find our work useful, please consider citing: