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RoBERTa-base_Banking77
noviciusss/RoBERTa-base_Banking77
RoBERTa-base_Banking77 is a text classification model from noviciusss. 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
- Sep 22, 2025
- Updated
- Sep 22, 2025
- SHA
- ed1525cf
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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. -->
RoBERTa-base_Banking77
This model is a fine-tuned version of FacebookAI/roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2904
- Accuracy: 0.9366
- F1 Macro: 0.9364
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: 32
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Macro |
|---|---|---|---|---|---|
| 0.6606 | 1.0 | 625 | 0.3897 | 0.9135 | 0.9134 |
| 0.3074 | 2.0 | 1250 | 0.3150 | 0.9288 | 0.9288 |
| 0.2165 | 3.0 | 1875 | 0.2949 | 0.9334 | 0.9331 |
| 0.1024 | 4.0 | 2500 | 0.3038 | 0.9317 | 0.9316 |
| 0.0692 | 5.0 | 3125 | 0.2904 | 0.9366 | 0.9364 |
Framework versions
- Transformers 4.56.1
- Pytorch 2.8.0+cu126
- Datasets 4.0.0
- Tokenizers 0.22.0
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Created
- Sep 22, 2025
- Updated
- Sep 22, 2025