Update README.md

README.md

@@ -23,16 +23,19 @@ For the time being, the easiest way to test the model is to use our [publicly ac
 
 Cedille is a relatively large model and running it in production can get expensive. Consider contacting us for API access at [email protected].
 
-# How do I cite Cedille?
-Thanks for citing our work in case you build on top of Cedille. For the time being, please reference our work like so:
+
+## 📊 Cedille paper
+Our paper is out now! https://arxiv.org/abs/2202.03371
+
+Thanks for citing our work if you make use of Cedille
 ```bibtex
-@misc{cedille2021,
-  author = {Laurent, F. and Muller, M.},
-  title = {Cedille AI},
-  year = {2021},
-  publisher = {GitHub},
-  journal = {GitHub repository},
-  howpublished = {\url{https://github.com/coteries/cedille-ai}}
+@misc{muller2022cedille,
+      title={Cedille: A large autoregressive French language model}, 
+      author={Martin M{\"{u}}ller and Florian Laurent},
+      year={2022},
+      eprint={2202.03371},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
 }
 ```