Update README.md

README.md

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 # PuoData: A curated corpora for Setswana
 
+We believe that PuoData is a valuable resource for the Setswana language community. We hope that PuoData will be used to develop new and innovative applications that benefit the Setswana-speaking community.
 
 ## Dataset Curation
 
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 The dataset was used to train [PuoBERTa](https://huggingface.co/dsfsi/PuoBERTa) and part of the dataset used for [PuoBERTaJW300](https://huggingface.co/dsfsi/PuoBERTaJW300). 
 
-### Citation Information
+## Citation Information
 
-Bibtex Refrence
+Bibtex Reference
 
 ```
-@article{marivatePuoBERTa2023,
-  title={PuoBERTa: Training and evaluation of a curated language model for Setswana},
-  author={Vukosi Marivate and Moseli Mots'Oehli and Valencia Wagner and Richard Lastrucci and Isheanesu Dzingirai},
-  journal={ArXiv},
+@inproceedings{marivate2023puoberta,
+  title   = {PuoBERTa: Training and evaluation of a curated language model for Setswana},
+  author  = {Vukosi Marivate and Moseli Mots'Oehli and Valencia Wagner and Richard Lastrucci and Isheanesu Dzingirai},
+  year    = {2023},
+  booktitle= {SACAIR 2023 (To Appear)},
+  keywords = {NLP},
+  preprint_url = {https://arxiv.org/abs/2310.09141},
+  dataset_url = {https://github.com/dsfsi/PuoBERTa},
+  software_url = {https://huggingface.co/dsfsi/PuoBERTa}
 }
 ```