readme: ---
  language:
  
  - da
  
  tags:
  - Hatespeech
  - Danish
  - BERT
  license: mit
  datasets:
  - DKHate - OffensEval2020
  Classes:
  - Hateful
  - Not Hateful
  ---
  
  
  # DKbert-hatespeech-classification
  
  Use this model to detect hatespeech in Danish. For details, guide and command line tool see [DK hate github](https://github.com/Guscode/DKbert-hatespeech-detection)
  
  ## Training data
  
  Training data is from OffensEval2020 which can be found [here]( https://figshare.com/articles/dataset/Danish_Hate_Speech_Abusive_Language_data/12220805)
  
  ## Performance
  
  The model achieves a macro F1-score of 0.78 
  
  Precision hateful: 0.77
  
  Recall hateful: 0.49
  
  See more on [DK hate github](https://github.com/Guscode/DKbert-hatespeech-detection)
  
  ## Training procedure
  
  - [BOTXO Nordic Bert](https://huggingface.co/DJSammy/bert-base-danish-uncased_BotXO,ai)
  - Learning rate: 1e-5,
  - Batch size: 16
  - Max sequence length: 128
  
  ## Project information
  
  This model was made in collaboration between [Johan Horsmans](https://github.com/JohanHorsmans) and [Gustav Aarup Lauridsen](https://github.com/Guscode) for their Cultural Data Science Exam.
  
  
  