Update app.py

app.py

@@ -27,8 +27,33 @@ def display_leaderboard():
 
 # Create a simple Gradio interface
 with gr.Blocks(title="VideoConviction LLM Leaderboard") as demo:
-    gr.Markdown("# VideoConviction Benchmark Leaderboard")
-    gr.Markdown("This leaderboard shows the F1 scores of various LLMs and MLLMs across the VideoConviction benchmark tasks.")
+    gr.Markdown("""
+    # VideoConviction: A Multimodal Benchmark for Human Conviction and Stock Market Recommendations
+
+    **Paper**: [VideoConviction: A Multimodal Benchmark for Human Conviction and Stock Market Recommendations](https://doi.org/10.1145/3711896.3737417)  
+    **Conference**: ACM SIGKDD 2025  
+    **Authors**: Michael Galarnyk, Veer Kejriwal, Agam Shah, Yash Bhardwaj, Nicholas Watney Meyer, Anand Krishnan, Sudheer Chava
+
+    ## Citation
+
+    If you use this dataset, please cite our paper:
+
+    ```bibtex
+    @inproceedings{galarnyk2025videoconviction,
+      author = {Michael Galarnyk and Veer Kejriwal and Agam Shah and Yash Bhardwaj and Nicholas Watney Meyer and Anand Krishnan and Sudheer Chava},
+      title = {VideoConviction: A Multimodal Benchmark for Human Conviction and Stock Market Recommendations},
+      booktitle = {Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2 (KDD '25)},
+      year = {2025},
+      location = {Toronto, ON, Canada},
+      pages = {12},
+      publisher = {ACM},
+      doi = {10.1145/3711896.3737417}
+    }
+    ```
+
+    # VideoConviction Benchmark Leaderboard
+    This leaderboard shows the F1 scores of various LLMs and MLLMs across the VideoConviction benchmark tasks.
+    """)
     gr.Dataframe(display_leaderboard, interactive=False)
 
 demo.launch()