Update README.md

README.md

@@ -86,7 +86,7 @@ Configuration parameters:
 - `data_dir`: Path to store the test dataset
 - `cli_save_dir`: Path to save results from command-line interface experiments
 - `gradio_save_dir`: Path to save results from Gradio interface experiments
-- `gradio_temp_dir`: Path to save temporary files.
+- `gradio_temp_dir`: Path to save Gradio temporary files
 - `base_model_path`: Path to the base model FLUX.1-Fill-dev
 - `image_encoder_path`: Path to the SigLIP image encoder model
 - `calligrapher_path`: Path to the Calligrapher model weights
@@ -97,19 +97,19 @@ Configuration parameters:
 # Basic Gradio demo
 python gradio_demo.py
 
-# Demo with custom mask upload (recommended for first-time users)
-# This version includes pre-configured examples and is recommended for users to first understand how to use the model
+# PLEASE consider trying examples here first - demo with custom mask upload (recommended for first-time users)
+# This version includes pre-configured examples and is RECOMMENDED for users to first understand how to use the model
 python gradio_demo_upload_mask.py
 ```
 
 ## 🎨 Command Line Usage Examples
 
-### Self Customization
+### Self-reference Customization
 ```bash
 python infer_calligrapher_self_custom.py
 ```
 
-### Cross Customization
+### Cross-reference Customization
 ```bash
 python infer_calligrapher_cross_custom.py
 ```