Update README.md

README.md

@@ -104,7 +104,7 @@ This dataset promotes the development and evaluation of language models capable
 
 ### Discussion of Biases
 
-The dataset consists of Moroccan Darija stories, which may reflect specific cultural and societal themes relevant to Morocco. Users should be aware of these biases when using the dataset for general language model applications.
+The dataset consists of Moroccan Darija stories, which may reflect specific cultural and societal themes relevant to Morocco. Users should be aware of this when using the dataset for general language model applications.
 
 ## Additional Information
 
@@ -117,15 +117,17 @@ The dataset consists of Moroccan Darija stories, which may reflect specific cult
 - **License:** [ODC-BY](https://opendatacommons.org/licenses/by/1-0/).
 
 
-### Citation Information
+### Citation
 
-If you use this dataset, please cite:
-
-```
-@dataset{darijastory2024,
-  title={DarijaStory: A Moroccan Arabic (Darija) Story Completion Dataset},
-  author={MBZUAI-Paris team},
-  year={2024},
-  howpublished={\url{https://hf.co/datasets/MBZUAI-Paris/DarijaStory}}
+If you use this dataset in your research, please cite our paper:
+```none
+@article{shang2024atlaschatadaptinglargelanguage,
+      title={Atlas-Chat: Adapting Large Language Models for Low-Resource Moroccan Arabic Dialect}, 
+      author={Guokan Shang and Hadi Abdine and Yousef Khoubrane and Amr Mohamed and Yassine Abbahaddou and Sofiane Ennadir and Imane Momayiz and Xuguang Ren and Eric Moulines and Preslav Nakov and Michalis Vazirgiannis and Eric Xing},
+      year={2024},
+      eprint={2409.17912},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2409.17912}, 
 }
 ```