updated texts

app.py

@@ -150,6 +150,16 @@ with gr.Blocks(theme=gr.themes.Soft(text_size="sm")) as demo:
 
     gr.Image("figures/siam2e.png", width=600)
 
+    gr.Markdown(
+        """
+        <br>
+
+        ## Try it out!
+
+        Click on the Tabs below to try out **Steath Edits**, **Steath Attacks**, and **Try to find an inserted Stealth Attack!**
+        """
+    )
+
     with gr.Tab("Stealth Edit!"):
 
 
@@ -414,10 +424,10 @@ with gr.Blocks(theme=gr.themes.Soft(text_size="sm")) as demo:
         ### Citation
         ```bibtex
         @inproceedings{sutton2024stealth,
-        title={Stealth edits to large language models},
-        author={Sutton, Oliver and Zhou, Qinghua and Wang, Wei and Higham, Desmond and Gorban, Alexander and Bastounis, Alexander and Tyukin, Ivan},
-        booktitle={Conference on Neural Information Processing Systems (NeurIPS)},
-        year={2024}
+            title={Stealth edits to large language models},
+            author={Sutton, Oliver and Zhou, Qinghua and Wang, Wei and Higham, Desmond and Gorban, Alexander and Bastounis, Alexander and Tyukin, Ivan},
+            booktitle={Conference on Neural Information Processing Systems (NeurIPS)},
+            year={2024}
         }
         ```
         """