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university_project
AmiraliRezaie/university_project
university_project is a text classification model from AmiraliRezaie. 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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.safetensors499 MB · 99%
At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Nov 23, 2023
- Updated
- Jan 7, 2024
- SHA
- 7cd26717
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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. -->
university_project
This model is a fine-tuned version of cardiffnlp/twitter-roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.9390
- Accuracy: 0.8431
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: 0
- 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 |
|---|---|---|---|---|
| 0.4989 | 1.0 | 1135 | 0.6014 | 0.8109 |
| 0.3582 | 2.0 | 2270 | 0.4748 | 0.8352 |
| 0.2795 | 3.0 | 3405 | 0.7906 | 0.8427 |
| 0.156 | 4.0 | 4540 | 0.8115 | 0.8400 |
| 0.0785 | 5.0 | 5675 | 0.9390 | 0.8431 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- Created
- Nov 23, 2023
- Updated
- Jan 7, 2024