Update README.md

README.md

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 #### Warning: This dataset contains content that includes toxic, offensive, or otherwise inappropriate language. 
 
-The `toxic-data-bg` dataset consists of 4,384 manually annotated sentences across four categories: toxic language, medical terminology, non-toxic language, and terms related to minority communities.
+The `toxic-data-bg` dataset consists of 4,384 manually annotated sentences across four categories: toxic language, medical terminology, non-toxic language, and terms related to minority communities.
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+![image/png](https://cdn-uploads.huggingface.co/production/uploads/640721cd5e6d06cc2cf35deb/a72a4CrV5nQ2ssfOTm87A.png)
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+The dataset an extention of the ["Hate speech detection in Bulgarian" dataset](http://www.pfeffer.at/data/bulgarian/) and consist of sentences of: 
+- BG-Jargon
+- BG-Nationalisti forum 
+- BG-Mamma forum
+- Proud.bg forum
+- Framar.bg forum. 
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+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.