Update README.md

README.md

@@ -199,3 +199,19 @@ Given a batch of prompts, the following steps are executed:
 
 **License:** MIT  
 **Disclaimer:** The datasets hosted here contain outputs from various third-party open-source models. Users must ensure compliance with the specific licenses of the source models (e.g., Llama Community License, Apache 2.0, Qwen Research License) when using these datasets.
+
+## Citation
+
+If you use our work or the ActiveUltraFeedback datasets, models, please cite us:
+
+```bibtex
+@misc{melikidze2026activeultrafeedbackefficientpreferencedata,
+      title={ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning}, 
+      author={Davit Melikidze and Marian Schneider and Jessica Lam and Martin Wertich and Ido Hakimi and Barna Pásztor and Andreas Krause},
+      year={2026},
+      eprint={2603.09692},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2603.09692}, 
+}
+```