Update app.py

app.py

@@ -577,6 +577,8 @@ with gr.Blocks(css=css, title="ViPer Demo", theme=gr.themes.Base()) as demo:
         gr.Markdown(f"""
                 # **ViPer: Visual Personalization of Generative Models via Individual Preference Learning**
                 \n
+                \nViPer personalizes image creation by asking users to comment on a few images, explaining their likes and dislikes. Using these comments, ViPer infers the user's visual preferences with the help of a large language model. These preferences then guide a text-to-image model to produce images tailored to the individual's tastes.
+                \n
                 \n
                 \n
                 """)
@@ -591,7 +593,6 @@ with gr.Blocks(css=css, title="ViPer Demo", theme=gr.themes.Base()) as demo:
 
             gr.Markdown("Please write your comments on the images below, explaining why you like or dislike each one from an artistic perspective. Focus on images that evoke **strong reactions**, whether positive or negative, and skip those that don't affect you much.\nMore **detailed** comments will help us provide more personalized results. We recommend commenting on **at least 8** images.")
 
-            gr.Markdown("Note that our method works best with an OpenAI API. The free method might result in minor hallucinations in the extracted visual preferences.")
 
             with gr.Accordion("Examples of Effective Comments", open=False):
                 example_comment_1 = gr.Textbox(
@@ -629,6 +630,7 @@ with gr.Blocks(css=css, title="ViPer Demo", theme=gr.themes.Base()) as demo:
                 clear_botton = gr.Button("Clear comments 🗑", interactive=len(comments) != 0)
 
             with gr.Accordion("Enter Claude API (optional)", open=False):
+                gr.Markdown("By default, we extract visual preferences from user comments using a fine-tuned HuggingFaceM4/idefics2-8b model. Optionally, you can experiment with using claude-3-5-sonnet for visual preference extraction by entering your API key below.")
                 with gr.Row():
                     api = gr.Text(
                         max_lines=1,