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README.md

@@ -157,3 +157,19 @@ rubric = text[text.rfind("<rubric>") + len("<rubric>"):text.rfind("</rubric>")].
 ## Versions
 
 Tested with vLLM 0.18.0, Transformers 5.12.1, PyTorch 2.10.0 and the `openai` client 2.24.0. The checkpoints were saved with Transformers 5.12.1.
+
+## Citation
+
+If you use these models, please cite our paper [Rubrics from the Task, Verdicts from Evidence: Pointwise Rubric Rewards with Tool-Augmented Judges](https://arxiv.org/abs/2610.18766):
+
+```bibtex
+@misc{liu2026rubricstaskverdictsevidence,
+      title={Rubrics from the Task, Verdicts from Evidence: Pointwise Rubric Rewards with Tool-Augmented Judges}, 
+      author={Tianci Liu and Haoyu Wang},
+      year={2026},
+      eprint={2610.18766},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2610.18766}, 
+}
+```