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bertje-dutch-cola
bylin/bertje-dutch-cola
bertje-dutch-cola is a text classification model from bylin. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Apr 25, 2024
- Updated
- Apr 25, 2024
- SHA
- 93477c63
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Base models
Datasets
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. -->
bertje-dutch-cola
This model is a fine-tuned version of GroNLP/bert-base-dutch-cased on Dutch CoLA. It achieves the following results on the evaluation set:
- Loss: 0.7208
- Accuracy: 0.7792
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.5395 | 1.0 | 622 | 0.6046 | 0.7346 |
| 0.3626 | 2.0 | 1244 | 0.5864 | 0.7808 |
| 0.261 | 3.0 | 1866 | 0.7208 | 0.7792 |
Framework versions
- Transformers 4.39.0
- Pytorch 2.2.1+cu121
- Datasets 2.19.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Languages
- nl
- Created
- Apr 25, 2024
- Updated
- Apr 25, 2024