Update README.md

README.md

@@ -5,6 +5,10 @@ size_categories:
 - n<1K
 task_categories:
 - text-classification
+license: apache-2.0
+tags:
+- not-for-all-audiences
+- medical
 ---
 
 ### Warning: This dataset contains content that includes toxic, offensive, or otherwise inappropriate language.
@@ -19,5 +23,22 @@ Ontology overview:
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/640721cd5e6d06cc2cf35deb/quUedZe9iVeG6vMd0Sni9.png)
 
 
-The paper that presents the study is currently under review. The [conference presentation](https://docs.google.com/presentation/d/1CYQ5uU2lZgabUH5ap4br7-LCqoWZXlsXAG8Z5TfcIYc/edit?usp=sharing)
-can give a bit of detail about this dataset. 
+More information in [the paper](https://www.researchgate.net/publication/388842558_Detecting_Toxic_Language_Ontology_and_BERT-based_Approaches_for_Bulgarian_Text) 
+and in the [conference presentation](https://docs.google.com/presentation/d/1CYQ5uU2lZgabUH5ap4br7-LCqoWZXlsXAG8Z5TfcIYc/edit?usp=sharing). 
+
+# Code and usage
+The code for building the ontology is available in the [GitHub repository of the project](https://github.com/TsvetoslavVasev/toxic-language-classification).
+
+
+# Reference
+
+If you use this dataset in your academic project, please cite as:
+
+```bibtex
+@article
+{berbatova2025detecting,
+title={Detecting Toxic Language: Ontology and BERT-based Approaches for Bulgarian Text},
+author={Berbatova, Melania and Vasev, Tsvetoslav},
+year={2025}
+}
+```