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ber4
yossir/ber4
ber4 is a text classification model from yossir. 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
- Mar 5, 2023
- Updated
- Mar 5, 2023
- SHA
- 229c91b2
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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. -->
ber4
This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0477
- F1: 0.0
- Roc Auc: 0.5
- Accuracy: 0.0
- F1-macro: 0.5400
- Precision-micro: 0.0
- Precision-macro: 0.0
- Recall-micro: 0.0
- Recall-macro: 0.0
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: 16
- eval_batch_size: 16
- 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 | Roc Auc | Accuracy | F1-macro | Precision-micro | Precision-macro | Recall-micro | Recall-macro |
|---|---|---|---|---|---|---|---|---|---|---|---|
| No log | 1.0 | 121 | 0.2044 | 0.0038 | 0.4993 | 0.0 | 0.4692 | 0.0020 | 0.0002 | 0.1244 | 0.0563 |
| No log | 2.0 | 242 | 0.0895 | 0.0 | 0.5 | 0.0 | 0.5400 | 0.0 | 0.0 | 0.0 | 0.0 |
| No log | 3.0 | 363 | 0.0610 | 0.0 | 0.5 | 0.0 | 0.5400 | 0.0 | 0.0 | 0.0 | 0.0 |
| No log | 4.0 | 484 | 0.0506 | 0.0 | 0.5 | 0.0 | 0.5400 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.17 | 5.0 | 605 | 0.0477 | 0.0 | 0.5 | 0.0 | 0.5400 | 0.0 | 0.0 | 0.0 | 0.0 |
Framework versions
- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.10.1
- Tokenizers 0.13.2
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Mar 5, 2023
- Updated
- Mar 5, 2023