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distilroberta-base
annsofo/distilroberta-base
distilroberta-base is a text classification model from annsofo. 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
- Oct 14, 2024
- Updated
- Oct 31, 2024
- SHA
- a912cad9
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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. -->
distilroberta-base
This model is a fine-tuned version of distilroberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.7738
- Accuracy: 0.9204
- F1: 0.9204
- Precision: 0.9204
- Recall: 0.9204
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: 2.75e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.98) and epsilon=1e-06
- lr_scheduler_type: linear
- num_epochs: 12
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.3029 | 2.3982 | 1084 | 0.5182 | 0.9038 | 0.9038 | 0.9038 | 0.9038 |
| 0.1449 | 4.7965 | 2168 | 0.4332 | 0.9226 | 0.9226 | 0.9226 | 0.9226 |
| 0.0625 | 7.1947 | 3252 | 0.5710 | 0.9237 | 0.9237 | 0.9237 | 0.9237 |
| 0.032 | 9.5929 | 4336 | 0.7402 | 0.9082 | 0.9082 | 0.9082 | 0.9082 |
| 0.013 | 11.9912 | 5420 | 0.7738 | 0.9204 | 0.9204 | 0.9204 | 0.9204 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.0.0
- Datasets 2.12.0
- Tokenizers 0.20.0
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- apache-2.0
- Created
- Oct 14, 2024
- Updated
- Oct 31, 2024