Update README.md

README.md

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 # Semantic Soft Bootstrapping (SSB)
 
-🔗 Paper link: [Arxiv preprint](https://arxiv.org/abs/2512.05105)
+🔗 Paper link: [Arxiv preprint](https://arxiv.org/abs/2512.05105)
+
+## Citation
+If you find our work useful, consider citing it as:
+```bibtex
+@article{mitra2025semantic,
+  title={Semantic Soft Bootstrapping: Long Context Reasoning in LLMs without Reinforcement Learning},
+  author={Mitra, Purbesh and Ulukus, Sennur},
+  journal={arXiv preprint arXiv:2512.05105},
+  year={2025}
+}
+```