Update README.md

README.md

@@ -7,4 +7,31 @@ pipeline_tag: token-classification
 metrics:
 - accuracy
 - f1
----
+---
+
+# Pretrained spaCy model of Bulgarian language
+
+Full paper: [An Improved Bulgarian Natural Language Processing Pipeline](https://annual.uni-sofia.bg/index.php/fmi/article/view/572/559).
+
+Presentation [here](https://docs.google.com/presentation/d/1igrxFjlWuPxZuU9mDI1_H23iYA7Rq6D4/edit?usp=sharing&ouid=108163209901619891277&rtpof=true&sd=true).
+
+# Usage
+For information how to use the model, refer to the [GitHub repository of the project](https://github.com/melaniab/spacy-pipeline-bg).
+
+# Reference
+
+If you use the pipeline in your academic project, please cite as:
+
+```bibtex
+@article
+{berbatova2023improved,
+title={An improved Bulgarian natural language processing pipelihttps://github.com/melaniab/spacy-pipeline-bgne},
+author={Berbatova, Melania and Ivanov, Filip},
+journal={Annual of Sofia University St. Kliment Ohridski. Faculty of Mathematics and Informatics},
+volume={110},
+pages={37--50},
+year={2023}
+}
+```
+
+If you use this model in non-academic project, such as study project or industry application, please give me a note at melania.berbatova@gmail.com.