metadata
language: de
tags:
- bert
license: apache-2.0
widget:
- text: Das Frühstück ist sehr gut, es gibt auch Laktosefreie Produkte.
example_title: Example 1
- text: Das Personal ist sehr kompetent und sehr freundlich.
example_title: Example 2
- text: >-
Die Zimmer sind wie beschrieben sehr klein, vergleichbar mit einer
Kreuzfahrtschiffkabine.
example_title: Example 3
- text: Scheinwerfer vor dem Zimmer ganze Nacht an und zu hell
example_title: Example 4
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
