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FakeNews-roberta-base-stopwords
Denyol/FakeNews-roberta-base-stopwords
FakeNews-roberta-base-stopwords is a text classification model from Denyol. 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
- Oct 21, 2023
- Updated
- Oct 21, 2023
- SHA
- d180bbc4
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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. -->
FakeNews-roberta-base-stopwords
This model is a fine-tuned version of roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1370
- Accuracy: 0.9706
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: 8
- eval_batch_size: 8
- 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 |
|---|---|---|---|---|
| 0.354 | 1.0 | 803 | 0.2671 | 0.9477 |
| 0.1529 | 2.0 | 1606 | 0.1617 | 0.9565 |
| 0.1071 | 3.0 | 2409 | 0.1370 | 0.9706 |
| 0.0482 | 4.0 | 3212 | 0.1861 | 0.9710 |
| 0.0263 | 5.0 | 4015 | 0.1864 | 0.9710 |
Framework versions
- Transformers 4.34.1
- Pytorch 2.1.0+cu118
- Datasets 2.14.5
- Tokenizers 0.14.1
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Created
- Oct 21, 2023
- Updated
- Oct 21, 2023