Update citation to correct arXiv paper

README.md

@@ -85,5 +85,18 @@ python src/benchmark.py
 python app.py
 ```
 
+## Citation
+
+If you use this project or method, please cite the original paper:
+
+```bibtex
+@article{yofo2025,
+  title={You Only Forward Once: An Efficient Compositional Judging Paradigm},
+  journal={arXiv preprint arXiv:2511.16600},
+  year={2025},
+  url={https://arxiv.org/abs/2511.16600}
+}
+```
+
 ## License
 MIT