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DepRoBERTa-2ndStage
ericNguyen0132/DepRoBERTa-2ndStage
DepRoBERTa-2ndStage is a text classification model from ericNguyen0132. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Jul 10, 2023
- Updated
- Jul 10, 2023
- SHA
- 24017da3
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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. -->
DepRoBERTa-2ndStage
This model is a fine-tuned version of rafalposwiata/deproberta-large-v1 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.6330
- Accuracy: 0.855
- F1: 0.9134
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-06
- train_batch_size: 8
- eval_batch_size: 8
- 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 | F1 |
|---|---|---|---|---|---|
| No log | 1.0 | 469 | 0.3572 | 0.8617 | 0.9224 |
| 0.4953 | 2.0 | 938 | 0.3593 | 0.8783 | 0.9315 |
| 0.3493 | 3.0 | 1407 | 0.4274 | 0.8483 | 0.9091 |
| 0.313 | 4.0 | 1876 | 0.5488 | 0.8617 | 0.9187 |
| 0.2622 | 5.0 | 2345 | 0.6330 | 0.855 | 0.9134 |
Framework versions
- Transformers 4.30.2
- Pytorch 2.0.1+cu118
- Datasets 2.13.1
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- Created
- Jul 10, 2023
- Updated
- Jul 10, 2023