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distilbert_transaction_classifier
richie28/distilbert_transaction_classifier
distilbert_transaction_classifier is a text classification model from richie28. 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
- Feb 17, 2025
- Updated
- Feb 17, 2025
- SHA
- 8bfbcffc
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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. -->
distilbert_transaction_classifier
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: 0.2804
- Accuracy: 0.8378
- Precision: 0.7794
- Recall: 0.8378
- F1: 0.7949
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: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 376 | 0.2845 | 0.8378 | 0.7794 | 0.8378 | 0.7949 |
| 0.4707 | 2.0 | 752 | 0.2820 | 0.8298 | 0.7739 | 0.8298 | 0.7877 |
| 0.2546 | 3.0 | 1128 | 0.2804 | 0.8378 | 0.7794 | 0.8378 | 0.7949 |
Framework versions
- Transformers 4.48.3
- Pytorch 2.6.0+cpu
- Datasets 3.3.0
- Tokenizers 0.21.0
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Feb 17, 2025
- Updated
- Feb 17, 2025