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media-bias-ukraine-dataset-all
franfj/media-bias-ukraine-dataset-all
media-bias-ukraine-dataset-all is a text classification model from franfj. 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.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Mar 7, 2023
- Updated
- Dec 21, 2023
- SHA
- 718fd27a
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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. -->
media-bias-ukraine-dataset-all
This model is a fine-tuned version of distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1657
- F1: 0.7913
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: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| 0.3811 | 1.0 | 114 | 0.1581 | 0.7517 |
| 0.1738 | 2.0 | 228 | 0.1565 | 0.7760 |
| 0.3121 | 3.0 | 342 | 0.1534 | 0.7876 |
| 0.4289 | 4.0 | 456 | 0.1570 | 0.7909 |
| 0.0522 | 5.0 | 570 | 0.1657 | 0.7913 |
Framework versions
- Transformers 4.26.1
- Pytorch 1.13.1
- Datasets 2.10.1
- Tokenizers 0.13.2
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Mar 7, 2023
- Updated
- Dec 21, 2023