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bert-finetuned-danishboksen
roxl12/bert-finetuned-danishboksen
bert-finetuned-danishboksen is a text classification model from roxl12. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as cc-by-4.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- cc-by-4.0
- Model type
- bert
- Access
- Public
- Created
- Jan 31, 2024
- Updated
- Feb 5, 2024
- SHA
- 8bf0f8ac
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Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
bert-finetuned-danishboksen
This model is a fine-tuned version of Maltehb/danish-bert-botxo on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4854
- F1: 0.5556
- Precision: 0.5
- Recall: 0.6667
- Accuracy: 0.6667
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 | Precision | Recall | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.9427 | 1.0 | 6 | 0.8937 | 0.5556 | 0.5 | 0.6667 | 0.6667 |
| 0.611 | 2.0 | 12 | 0.7647 | 0.5556 | 0.5 | 0.6667 | 0.6667 |
| 0.3739 | 3.0 | 18 | 0.4088 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.2494 | 4.0 | 24 | 0.4639 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.1707 | 5.0 | 30 | 0.4854 | 0.5556 | 0.5 | 0.6667 | 0.6667 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- cc-by-4.0
- Created
- Jan 31, 2024
- Updated
- Feb 5, 2024