Update app.py

app.py

@@ -185,15 +185,15 @@ def search(query: str, ds, images, k, api_key):
 ################################################
 with gr.Blocks(theme=gr.themes.Ocean()) as demo:
     gr.Markdown(
-        "# Multimodal RAG and Gemini 📚"
+        "# Multimodal RAG with ColPali & Gemini 📚"
     )
     gr.Markdown(
-        """Demo to test ColQwen2 (ColPali) on PDF documents. 
-    ColPali is model implemented from the [ColPali paper](https://arxiv.org/abs/2407.01449).
+        """Demo to test ColQwen2.5 (ColPali) on PDF documents. 
+    ColPali is a model implemented from the [ColPali paper](https://arxiv.org/abs/2407.01449).
     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 !
+    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!
     """
     )
     with gr.Row():