|
--- |
|
language: |
|
- da |
|
license: cc-by-sa-4.0 |
|
widget: |
|
- text: Der er et træ i haven. |
|
--- |
|
|
|
# Danish BERT for emotion detection |
|
|
|
The BERT Emotion model detects whether a Danish text is emotional or not. |
|
It is based on the pretrained [Danish BERT](https://github.com/certainlyio/nordic_bert) model by BotXO which has been fine-tuned on social media data. |
|
|
|
See the [DaNLP documentation](https://danlp-alexandra.readthedocs.io/en/latest/docs/tasks/sentiment_analysis.html#bert-emotion) for more details. |
|
|
|
|
|
Here is how to use the model: |
|
|
|
```python |
|
from transformers import BertTokenizer, BertForSequenceClassification |
|
|
|
model = BertForSequenceClassification.from_pretrained("alexandrainst/da-binary-emotion-classification-base") |
|
tokenizer = BertTokenizer.from_pretrained("alexandrainst/da-binary-emotion-classification-base") |
|
``` |
|
|
|
## Training data |
|
|
|
The data used for training has not been made publicly available. It consists of social media data manually annotated in collaboration with Danmarks Radio. |
|
|
|
|
