Update app.py

app.py

@@ -224,15 +224,22 @@ def main():
 
     blocks = gr.Blocks()
     with blocks:
-
         gr.Markdown(
             """
         # CLIP + GamePhysics - Searching dataset of Gameplay bugs
-        Enter your query and select the game you want to search. The results will be displayed in the console.
+        
         This demo shows how to use the CLIP model to search for gameplay bugs in a video game.
+        
+        Enter your query and select the game you want to search for.
         """
         )
 
+        gr.Markdown(
+            """
+            [Website](https://asgaardlab.github.io/CLIPxGamePhysics/) - [Paper](https://arxiv.org/abs/2203.11096)
+            """
+        )
+
         gr.TabbedInterface([main], ["GTA V Demo"])
 
     blocks.launch(