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services-ucacue
asquevedos/services-ucacue
services-ucacue is a text classification model from asquevedos. 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
- Mar 12, 2024
- Updated
- May 23, 2024
- SHA
- 9cdd8ae5
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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. -->
services-ucacue
This model is a fine-tuned version of BSC-LT/roberta-base-bne on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.5312
- Accuracy: 0.8260
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: 40
- eval_batch_size: 48
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 160
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 20
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 1.3007 | 1.0 | 158 | 0.6027 | 0.7798 |
| 0.5036 | 2.0 | 316 | 0.4827 | 0.8213 |
| 0.3994 | 3.0 | 474 | 0.4975 | 0.8213 |
| 0.2731 | 4.0 | 632 | 0.4928 | 0.8181 |
| 0.2132 | 5.0 | 790 | 0.5312 | 0.8260 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- apache-2.0
- Created
- Mar 12, 2024
- Updated
- May 23, 2024