Update app.py

app.py

@@ -101,16 +101,15 @@ def get_example():
     return [[["climate_youth_magazine.pdf"], "How much tropical forest is cut annually ?"]]
 
 with gr.Blocks(theme=gr.themes.Soft()) as demo:
-    gr.Markdown("# ColPali: Efficient Document Retrieval with Vision Language Models 📚")
-    gr.Markdown("""Demo to test ColPali on PDF documents. The inference code is based on the [ViDoRe benchmark](https://github.com/illuin-tech/vidore-benchmark).
+    gr.Markdown("# ColFlor: Towards BERT-Size Vision-Language Document Retrieval Models")
+    gr.Markdown("""Demo to test ColFlor on PDF documents. This space is adapted from [ColPali Demo Space](https://huggingface.co/spaces/manu/ColPali-demo)
 
-    ColPali is model implemented from the [ColPali paper](https://arxiv.org/abs/2407.01449).
+    For more details about ColFlor, please refer to our blogpost (https://huggingface.co/blog/ahmed-masry/colflor). 
 
     This demo allows you to upload PDF files and search for the most relevant pages based on your query.
     Refresh the page if you change documents !
 
-    ⚠️ This demo uses a model trained exclusively on A4 PDFs in portrait mode, containing english text. Performance is expected to drop for other page formats and languages.
-    Other models will be released with better robustness towards different languages and document formats !
+    ⚠️ This model performs best on English documents, and does not generalize well to other languages.  
     """)
     with gr.Row():
         with gr.Column(scale=2):
@@ -127,12 +126,6 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
             query = gr.Textbox(placeholder="Enter your query here", label="Query")
             k = gr.Slider(minimum=1, maximum=10, step=1, label="Number of results", value=5)
 
-    # with gr.Row():
-    #    gr.Examples(
-    #        examples=get_example(),
-    #        inputs=[file, query],
-    #    )
-
     # Define the actions
     search_button = gr.Button("🔍 Search", variant="primary")
     output_gallery = gr.Gallery(label="Retrieved Documents", height=600, show_label=True)