Update README.md

README.md

@@ -5,6 +5,16 @@ This repository contains the composer training checkpoints for BioClinical Moder
 
 The training checkpoints for Bio ModernBERT [base](https://huggingface.co/thomas-sounack/Bio-ModernBERT-base) and [large](https://huggingface.co/thomas-sounack/Bio-ModernBERT-large) are also included.
 
-Please refer to our paper for more information:
+If you use BioClinical ModernBERT in your work, please cite our preprint:
 
-TODO
+```
+@misc{sounack2025bioclinicalmodernbertstateoftheartlongcontext,
+      title={BioClinical ModernBERT: A State-of-the-Art Long-Context Encoder for Biomedical and Clinical NLP}, 
+      author={Thomas Sounack and Joshua Davis and Brigitte Durieux and Antoine Chaffin and Tom J. Pollard and Eric Lehman and Alistair E. W. Johnson and Matthew McDermott and Tristan Naumann and Charlotta Lindvall},
+      year={2025},
+      eprint={2506.10896},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2506.10896}, 
+}
+```