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bge-small-en-v1.5-sms-spam
robert-moyai/bge-small-en-v1.5-sms-spam
bge-small-en-v1.5-sms-spam is a text classification model from robert-moyai. 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
- bert
- Access
- Public
- Created
- Apr 3, 2024
- Updated
- Apr 3, 2024
- SHA
- e5bc0e7f
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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. -->
bge-small-en-v1.5-sms-spam
This model is a fine-tuned version of BAAI/bge-small-en-v1.5 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0328
- Accuracy: 0.9928
- Precision: 0.9928
- Recall: 0.9928
- F1: 0.9928
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 | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 244 | 0.0481 | 0.9904 | 0.9904 | 0.9904 | 0.9904 |
| No log | 2.0 | 488 | 0.0435 | 0.9916 | 0.9918 | 0.9916 | 0.9917 |
| 0.0902 | 3.0 | 732 | 0.0379 | 0.9904 | 0.9904 | 0.9904 | 0.9903 |
| 0.0902 | 4.0 | 976 | 0.0350 | 0.9916 | 0.9916 | 0.9916 | 0.9916 |
| 0.0173 | 5.0 | 1220 | 0.0328 | 0.9928 | 0.9928 | 0.9928 | 0.9928 |
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
- bert
- License
- mit
- Created
- Apr 3, 2024
- Updated
- Apr 3, 2024