Update README.md

README.md

@@ -7,7 +7,7 @@ pipeline_tag: fill-mask
 # Ettin: an Open Suite of Paired Encoders and Decoders
 
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
-[![Paper](https://img.shields.io/badge/Paper-Coming%20Soon-red)](https://github.com/jhu-clsp/ettin-encoder-vs-decoder)
+[![Paper](https://img.shields.io/badge/Paper)](https://arxiv.org/abs/2507.11412)
 [![Models](https://img.shields.io/badge/🤗%20Hugging%20Face-12%20Models-blue)](https://huggingface.co/jhu-clsp)
 [![Data](https://img.shields.io/badge/🤗%20Training%20Data-2T%20Tokens-green)](https://huggingface.co/datasets/jhu-clsp)
 [![GitHub](https://img.shields.io/badge/GitHub-Code-black)](https://github.com/jhu-clsp/ettin-encoder-vs-decoder)
@@ -348,11 +348,13 @@ All training artifacts are publicly available:
 If you use Ettin models in your research, please cite our work:
 
 ```bibtex
-@misc{weller2025seqvsseq,
+@misc{weller2025seqvsseqopen,
       title={Seq vs Seq: An Open Suite of Paired Encoders and Decoders}, 
       author={Orion Weller and Kathryn Ricci and Marc Marone and Antoine Chaffin and Dawn Lawrie and Benjamin Van Durme},
       year={2025},
-      note={Paper coming soon},
-      url={https://github.com/jhu-clsp/ettin-encoder-vs-decoder}, 
+      eprint={2507.11412},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2507.11412}, 
 }
 ```