Update README.md

README.md

@@ -19,8 +19,18 @@ base_model:
 ---
 
 
-X-ALMA builds upon [ALMA-R](https://arxiv.org/pdf/2401.08417) by expanding support from 6 to 50 languages. It utilizes a plug-and-play architecture with language-specific modules, complemented by a carefully designed training recipe. This release includes the **language-specific X-ALMA LoRA module and a merged model that supports the languages in Group 8: English (en), Azerbaijani (az), Kazakh (kk), Kyrgyz (ky), Turkish (tr), Uzbek (uz), Arabic (ar), Hebrew (he), and Persian (fa)**.
-
+[X-ALMA](https://arxiv.org/pdf/2410.03115) builds upon [ALMA-R](https://arxiv.org/pdf/2401.08417) by expanding support from 6 to 50 languages. It utilizes a plug-and-play architecture with language-specific modules, complemented by a carefully designed training recipe. This release includes the **language-specific X-ALMA LoRA module and a merged model that supports the languages in Group 8: English (en), Azerbaijani (az), Kazakh (kk), Kyrgyz (ky), Turkish (tr), Uzbek (uz), Arabic (ar), Hebrew (he), and Persian (fa)**.
+```
+@misc{xu2024xalmaplugplay,
+      title={X-ALMA: Plug & Play Modules and Adaptive Rejection for Quality Translation at Scale}, 
+      author={Haoran Xu and Kenton Murray and Philipp Koehn and Hieu Hoang and Akiko Eriguchi and Huda Khayrallah},
+      year={2024},
+      eprint={2410.03115},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2410.03115}, 
+}
+```
 All X-ALMA checkpoints are released at huggingface:
 | Models | Model Link | Description |
 |:-------------:|:---------------:|:---------------:|