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FakeNews-bert-base-cased-emoji
Denyol/FakeNews-bert-base-cased-emoji
FakeNews-bert-base-cased-emoji 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 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
- bert
- Access
- Public
- Created
- Oct 20, 2023
- Updated
- Oct 20, 2023
- SHA
- 52a4971e
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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-bert-base-cased-emoji
This model is a fine-tuned version of bert-base-cased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1913
- Accuracy: 0.9570
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 |
|---|---|---|---|---|
| 0.3272 | 1.0 | 803 | 0.3289 | 0.9346 |
| 0.1304 | 2.0 | 1606 | 0.1913 | 0.9570 |
| 0.0628 | 3.0 | 2409 | 0.2507 | 0.9593 |
| 0.0342 | 4.0 | 3212 | 0.2306 | 0.9598 |
| 0.0104 | 5.0 | 4015 | 0.2265 | 0.9659 |
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
- bert
- License
- apache-2.0
- Created
- Oct 20, 2023
- Updated
- Oct 20, 2023