Update README.md

README.md

@@ -88,3 +88,14 @@ For the AutoBencher evaluation used in our work, please refer to [huggingface.co
 - **Language(s) (NLP):** English
 - **License:** The model evaluations are intended for research and educational use in accordance with Ai2's [Responsible Use Guidelines](https://allenai.org/responsible-use)
 - **Contact:** Technical inquiries: `[email protected]`. Press: `[email protected]`
+
+### Citation
+
+```
+@article{heineman2025signal,
+  title={Signal and Noise: A Framework for Reducing Uncertainty in Language Model Evaluation},
+  author={Heineman, David and Hofmann, Valentin and Magnusson, Ian and Gu, Yuling and Smith, Noah A and Hajishirzi, Hannaneh and Lo, Kyle and Dodge, Jesse},
+  journal={arXiv preprint arXiv:2508.13144},
+  year={2025}
+}
+```