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all-roberta-large-v1-banking-15-16-5
fathyshalab/all-roberta-large-v1-banking-15-16-5
all-roberta-large-v1-banking-15-16-5 is a text classification model from fathyshalab. 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
- roberta
- Access
- Public
- Created
- Nov 28, 2022
- Updated
- Nov 30, 2022
- SHA
- 41257d14
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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. -->
all-roberta-large-v1-banking-15-16-5
This model is a fine-tuned version of sentence-transformers/all-roberta-large-v1 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.7470
- Accuracy: 0.0756
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: 48
- eval_batch_size: 48
- 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 | Accuracy |
|---|---|---|---|---|
| 2.8182 | 1.0 | 1 | 2.7709 | 0.0356 |
| 2.6751 | 2.0 | 2 | 2.7579 | 0.0578 |
| 2.5239 | 3.0 | 3 | 2.7509 | 0.0622 |
| 2.4346 | 4.0 | 4 | 2.7470 | 0.0756 |
| 2.4099 | 5.0 | 5 | 2.7452 | 0.0756 |
Framework versions
- Transformers 4.24.0
- Pytorch 1.12.1
- Datasets 2.3.2
- Tokenizers 0.12.1
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- apache-2.0
- Created
- Nov 28, 2022
- Updated
- Nov 30, 2022