Text Classification
Transformers
ONNX
Safetensors
German
xlm-roberta
job-classification
german
taxonomy-main
text-embeddings-inference
Instructions to use Ashybalka/xlm-roberta-taxonomy-main-de with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Ashybalka/xlm-roberta-taxonomy-main-de with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="Ashybalka/xlm-roberta-taxonomy-main-de")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Ashybalka/xlm-roberta-taxonomy-main-de") model = AutoModelForSequenceClassification.from_pretrained("Ashybalka/xlm-roberta-taxonomy-main-de", device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 1,877 Bytes
318738c 573d60d 318738c 573d60d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 | precision recall f1-score support
Administration & Office 0.704 0.737 0.720 190
Construction & Building 0.702 0.733 0.717 90
Design & Creative 0.714 0.800 0.755 25
Education & Teaching 0.620 0.689 0.653 45
Engineering 0.788 0.769 0.778 363
Finance, Accounting & Controlling 0.778 0.755 0.766 200
General Management & Consulting 0.611 0.767 0.680 129
Healthcare & Medical 0.892 0.892 0.892 194
Hospitality, Gastronomy & Tourism 0.897 0.776 0.832 67
Human Resources 0.667 0.783 0.720 23
IT & Software 0.907 0.880 0.893 500
Insurance & Real Estate 0.819 0.907 0.861 75
Legal 0.688 0.786 0.733 14
Logistics, Transport & Warehouse 0.859 0.905 0.882 74
Marketing, Communications & PR 0.794 0.711 0.750 38
Production & Manufacturing 0.712 0.767 0.739 129
Public Sector, Security & Defense 0.695 0.725 0.710 91
Sales & Business Development 0.908 0.908 0.908 500
Science & Research 0.733 0.815 0.772 27
Skilled Trades & Crafts 0.873 0.780 0.824 431
Social Work & Care 0.826 0.826 0.826 115
accuracy 0.817 3320
macro avg 0.771 0.796 0.781 3320
weighted avg 0.822 0.817 0.819 3320
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