adding paper link

README.md

@@ -98,8 +98,23 @@ The corpus comprises diverse parallel texts sourced from multiple domains:
 
 ## Data Preparation
 
-The data mining process involved local mining techniques, ensuring that parallel sentences were extracted from translations of the same book, document, or article. Sentence alignment was performed using LaBSE (Language-agnostic BERT Sentence Embedding) embeddings. 
-
+The data mining process involved local mining techniques, ensuring that parallel sentences were extracted from translations of the same book, document, or article. Sentence alignment was performed using LaBSE (Language-agnostic BERT Sentence Embedding) embeddings. For more information, plase refet to [our paper](https://arxiv.org/abs/2508.14586).
+
+## Citation
+
+If you use this dataset in your research, please cite our paper:
+
+```bibtex
+@misc{mamasaidov2025fillinggapuzbekcreating,
+      title={Filling the Gap for Uzbek: Creating Translation Resources for Southern Uzbek}, 
+      author={Mukhammadsaid Mamasaidov and Azizullah Aral and Abror Shopulatov and Mironshoh Inomjonov},
+      year={2025},
+      eprint={2508.14586},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2508.14586}, 
+}
+```
 ## Contacts
 
 We believe that this work will enable and inspire all enthusiasts around the world to open the hidden beauty of low-resource languages, in particular Southern Uzbek.