update citation

src/ui.py

@@ -194,19 +194,21 @@ def create_ui():
             show_progress="full",
         )
 
-        gr.Markdown(
-            "### If you found our work useful, please consider citing it:\n"
-            "```bibtex\n"
-            "@dataset{michailidis_2025_15592407,\n"
-            "author       = {Michailidis, Kostis and Tsouros, Dimosthenis and Guns, Tias},\n"
-            "title        = {CP-Bench},\n"
-            "month        = jun,\n"
-            "year         = 2025,\n"
-            "publisher    = {Zenodo},\n"
-            "version      = {1.0.0},\n"
-            "doi          = {10.5281/zenodo.15592407},\n"
-            "url          = {https://doi.org/10.5281/zenodo.15592407},\n"
-            "}"
-        )
+        citation_text = """
+```bibtex
+@misc{michailidis2025cpbench,
+  title={CP-Bench: Evaluating Large Language Models for Constraint Modelling}, 
+  author={Kostis Michailidis and Dimos Tsouros and Tias Guns},
+  year={2025},
+  eprint={2506.06052},
+  archivePrefix={arXiv},
+  primaryClass={cs.AI},
+  url={https://arxiv.org/abs/2506.06052}, 
+}
+```
+"""
+
+        gr.Markdown("### If you found our work useful, please consider citing it:")
+        gr.Markdown(citation_text)
 
     return demo