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roberta-base-finetuned
miona-dimic/roberta-base-finetuned
roberta-base-finetuned is a text classification model from miona-dimic. 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
- roberta
- Access
- Public
- Created
- May 6, 2024
- Updated
- May 6, 2024
- SHA
- 698da98c
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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. -->
roberta-base-finetuned
This model is a fine-tuned version of FacebookAI/roberta-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3330
- F1: 0.9333
- Roc Auc: 0.95
- Accuracy: 0.9333
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: 3
- eval_batch_size: 3
- 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 | F1 | Roc Auc | Accuracy |
|---|---|---|---|---|---|---|
| 0.0946 | 1.0 | 6461 | 0.2880 | 0.9 | 0.9250 | 0.9 |
| 0.0686 | 2.0 | 12922 | 0.2729 | 0.9 | 0.9250 | 0.9 |
| 0.0194 | 3.0 | 19383 | 1.0074 | 0.7833 | 0.8375 | 0.7833 |
| 0.0221 | 4.0 | 25844 | 0.3330 | 0.9333 | 0.95 | 0.9333 |
| 0.0036 | 5.0 | 32305 | 0.6225 | 0.85 | 0.8875 | 0.85 |
Framework versions
- Transformers 4.40.1
- Pytorch 2.2.1+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Created
- May 6, 2024
- Updated
- May 6, 2024