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jb_sytem_bin_judge_base
GeorgeDaDude/jb_sytem_bin_judge_base
jb_sytem_bin_judge_base is a text classification model from GeorgeDaDude. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- roberta
- Access
- Public
- Created
- May 23, 2024
- Updated
- May 30, 2024
- SHA
- 6ca92e57
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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. -->
jb_sytem_bin_judge_base
This model is a fine-tuned version of roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.3564
- Accuracy: 0.9157
- Recall: 0.9147
- Precision: 0.8845
- F1: 0.8994
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: 6
- eval_batch_size: 6
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Recall | Precision | F1 |
|---|---|---|---|---|---|---|---|
| 0.3409 | 1.0 | 1708 | 0.3559 | 0.8946 | 0.9254 | 0.8362 | 0.8785 |
| 0.3666 | 2.0 | 3416 | 0.3907 | 0.8973 | 0.8188 | 0.9231 | 0.8678 |
| 0.25 | 3.0 | 5124 | 0.3385 | 0.9148 | 0.8977 | 0.8957 | 0.8967 |
| 0.0546 | 4.0 | 6832 | 0.3714 | 0.9087 | 0.9147 | 0.8702 | 0.8919 |
| 0.363 | 5.0 | 8540 | 0.3564 | 0.9157 | 0.9147 | 0.8845 | 0.8994 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.2.2+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Created
- May 23, 2024
- Updated
- May 30, 2024