Update README.md

README.md

@@ -11,4 +11,25 @@ license: cc-by-nc-4.0
 short_description: Leaderboard for VideoConviction Dataset
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# 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}
+}
+```