updated demo

app.py

@@ -283,10 +283,17 @@ with gr.Blocks(theme=gr.themes.Soft(text_size="sm")) as demo:
         ### Citation
         ```bibtex
         @article{sutton2024stealth,
-        title={Stealth edits for provably fixing or attacking large language models},
-        author={Oliver Sutton, Qinghua Zhou, Wei Wang, Desmond Higham, Alexander Gorban, Ivan Tyukin},
-        journal={arXiv preprint arXiv:XXXX:XXXXX},
-        year={2024}
+        title = {Stealth Edits for Provably Fixing or Attacking Large Language Models},
+        author = {Sutton, Oliver J. and Zhou, Qinghua and Wang, Wei and Higham, Desmond J. and Gorban, Alexander N. and Bastounis, Alexander and Tyukin, Ivan Y.},
+        year = {2024},
+        month = jun,
+        number = {arXiv:2406.12670},
+        eprint = {2406.12670},
+        primaryclass = {cs},
+        publisher = {arXiv},
+        doi = {10.48550/arXiv.2406.12670},
+        urldate = {2024-06-20},
+        archiveprefix = {arXiv},
         }
         ```
         """