Update app.py

app.py

@@ -13,8 +13,8 @@ with demo:
     
     gr.Markdown("# **<p align='center'>ShiftViT: A Vision Transformer without Attention</p>**")
     gr.Markdown("This space demonstrates the use of ShiftViT proposed in the paper: <a href=\"https://arxiv.org/abs/2201.10801/\">When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism</a> for image classification task.")
-    gr.Markdown("Vision Transformers (ViTs) have proven to be very useful for Computer Vision tasks. Many researchers believe that the attention layer is the main reason behind the success of ViTs.")
-    gr.Markdown("In the ShiftViT paper, the authors have tried to show that the attention mechanism may not be vital for the success of ViTs by replacing the attention operation with a shifting operation.")
+    gr.Markdown("Vision Transformers have lately become very popular for computer vision problems and a lot researchers attribute their success to the attention layers.")
+    gr.Markdown("The authors of the ShiftViT paper have tried to show via the ShiftViT model that even without the attention operation, ViTs can reach SoTA results.")
     
     with gr.Tabs():