Update README.md

README.md

@@ -32,7 +32,7 @@ The accompanying paper provides internal and external validation of the data: [h
 
 Here we present the instructions for importing the data in R or Python environment. Please consult with the project repository for more information: http://github.com/irlcode/RFSD.
 
-[![Zenodo](http://img.shields.io/badge/DOI-10.5281%20%2F%20zenodo.14622209-blue.svg)](https://doi.org/10.5281/zenodo.14622209) [![arXiv](https://img.shields.io/badge/arXiv-2501.05841-b31b1b.svg)](https://arxiv.org/abs/2501.05841) [![License: CC BY-NC-SA 4.0](https://img.shields.io/badge/License-CC_BY—NC—SA_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc-sa/4.0/) ![R](https://img.shields.io/badge/R-4.0+-blue) ![Python](https://img.shields.io/badge/Python-3.10+-blue.svg) 
+[![Zenodo](http://img.shields.io/badge/DOI-10.5281%20%2F%20zenodo.14622209-blue.svg)](https://doi.org/10.5281/zenodo.14622209) [![Paper-publication](https://img.shields.io/badge/Scientific-Data-darkred)](https://www.nature.com/articles/s41597-025-05150-1) [![arXiv](https://img.shields.io/badge/arXiv-2501.05841-b31b1b.svg)](https://arxiv.org/abs/2501.05841) [![License: CC BY-NC-SA 4.0](https://img.shields.io/badge/License-CC_BY—NC—SA_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc-sa/4.0/) ![R](https://img.shields.io/badge/R-4.0+-blue) ![Python](https://img.shields.io/badge/Python-3.10+-blue.svg) 
 
 ## Importing The Data
 
@@ -178,12 +178,14 @@ Copyright © the respective contributors, as shown by the `AUTHORS` file.
 
 Please cite as:
 ```tex
-@unpublished{bondarkov2025rfsd,
+@article{bondarkov2025rfsd,
   title={{R}ussian {F}inancial {S}tatements {D}atabase},
   author={Bondarkov, Sergey and Ledenev, Victor and Skougarevskiy, Dmitriy},
-  note={arXiv preprint arXiv:2501.05841},
-  doi={https://doi.org/10.48550/arXiv.2501.05841},
-  year={2025}
+  journal={Scientific Data},
+  doi={10.1038/s41597-025-05150-1},
+  year={2025},
+  volume="12",
+  issue="1"
 }
 ```