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--- |
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language: |
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- da |
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tags: |
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- Hatespeech |
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- Danish |
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- BERT |
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license: MIT |
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datasets: |
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- DKHate - OffensEval2020 |
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Classes: |
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- Hateful |
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- Not Hateful |
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--- |
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# DKbert-hatespeech-classification |
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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) |
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## Training data |
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Training data is from OffensEval2020 which can be found [here]( https://figshare.com/articles/dataset/Danish_Hate_Speech_Abusive_Language_data/12220805) |
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## Performance |
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The model achieves a macro F1-score of 0.78 |
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Precision hateful: 0.77 |
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Recall hateful: 0.49 |
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See more on [DK hate github](https://github.com/Guscode/DKbert-hatespeech-detection) |
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## Training procedure |
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- [BOTXO Nordic Bert](https://huggingface.co/DJSammy/bert-base-danish-uncased_BotXO,ai) |
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- Learning rate: 1e-5, |
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- Batch size: 16 |
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- Max sequence length: 128 |
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## Project information |
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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. |
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