Downloads · 30 days
9
0% of all-time downloads
bert-base-german-cased_German_Hotel_sentiment
Tobias/bert-base-german-cased_German_Hotel_sentiment
bert-base-german-cased_German_Hotel_sentiment is a text classification model from Tobias. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
A model trained on German Hotel Reviews from Switzerland. The base model is the bert-base-german-cased. The last hidden layer of the base model was extracted and a classification layer was added. The entire model was…
All-time downloads
2.1K
Public
Repo size
437 MB
Likes
1
Public
Repo makeup
Click a slice to open those files.
.h5437 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- May 3, 2022
- Updated
- May 3, 2022
- SHA
- c1c53784
Try a prompt
Model card
From the Hugging Face model README
German Hotel Review Sentiment Classification
A model trained on German Hotel Reviews from Switzerland. The base model is the bert-base-german-cased. The last hidden layer of the base model was extracted and a classification layer was added. The entire model was then trained for 5 epochs on our dataset.
Model Performance
| Classes | Precision | Recall | F1 Score |
|---|---|---|---|
| Positive | 90.48% | 82.61% | 86.36% |
| Negative | 70.59% | 92.31% | 80.00% |
| Neutral | 28.57% | 13.33% | 18.18% |
| Accuracy | 76.00% | ||
| Macro Average | 63.21% | 62.75% | 61.52% |
| Weighted Average | 73.43% | 76.00% | 73.65% |
Confusion Matrix
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Languages
- de
- Created
- May 3, 2022
- Updated
- May 3, 2022