Update README.md

README.md

@@ -20,9 +20,24 @@ This dataset had been created as part of joint research of HUMADEX research grou
 Authors:
 dr. Izidor Mlakar, Rigon Sallauka, dr. Umut Arioz, dr. Matej Rojc
 
-## Preprint
-The preprint version of the paper associated with this dataset is available at:
-[Preprint DOI: 10.20944/preprints202504.1356.v1](https://www.preprints.org/manuscript/202504.1356/v1)
+## Publication
+The paper associated with this dataset has been published: [10.3390/app15105585](https://doi.org/10.3390/app15105585)
+
+Please cite this paper as follows if you use this dataset or build upon this work. Your citation supports the authors and the continued development of this research.
+```bibtex
+@article{app15105585,
+  author  = {Sallauka, Rigon and Arioz, Umut and Rojc, Matej and Mlakar, Izidor},
+  title   = {Weakly-Supervised Multilingual Medical NER for Symptom Extraction for Low-Resource Languages},
+  journal = {Applied Sciences},
+  volume  = {15},
+  year    = {2025},
+  number  = {10},
+  article-number = {5585},
+  url     = {https://www.mdpi.com/2076-3417/15/10/5585},
+  issn    = {2076-3417},
+  doi     = {10.3390/app15105585}
+}
+```
 
 ## Dataset Building