change description of the demo.

app.py

@@ -314,11 +314,11 @@ def on_predict_button_click_xclip(textbox_input: str):
 
     xclip_color = "green" if xclip_label.strip() == gt_class.state.strip() else "red"
     xclip_pred_markdown = f"""
-        ### <span style='color:{xclip_color}'>XCLIP: {xclip_label} &nbsp;&nbsp;&nbsp; {xclip_pred_score:.4f}</span>
+        ### <span style='color:{xclip_color}'> {xclip_label} &nbsp;&nbsp;&nbsp; {xclip_pred_score:.4f}</span>
     """
     custom_color = "green" if custom_label.strip() == gt_class.state.strip() else "red"
     custom_pred_markdown = f"""
-        ### <span style='color:{custom_color}'>XCLIP: {custom_label} &nbsp;&nbsp;&nbsp; {custom_pred_score:.4f}</span>
+        ### <span style='color:{custom_color}'> {custom_label} &nbsp;&nbsp;&nbsp; {custom_pred_score:.4f}</span>
     """
     textbox = gr.Textbox.update(visible=False)
     # return textbox, xclip_pred_markdown, xclip_explanation, custom_pred_markdown, modified_explanation
@@ -361,7 +361,11 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css, title="PEEB") as demo:
     with gr.Column():
         title_text = gr.Markdown("# PEEB - demo")
         gr.Markdown(
-            "- In this demo, you can edit the descriptions of a class and see how to model react to it."
+            """
+            - In this demo a demo for PEEB paper (NAACL finding 2024). 
+            - paper: https://arxiv.org/abs/2403.05297
+            - code: https://github.com/anguyen8/peeb/tree/inspect_ddp
+            """
         )
 
     # display the gallery of images