| --- |
| language: |
|
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| - Danish |
|
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| 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) |
|
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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) |
|
|
| ## 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 |
| - 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. |
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