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summerschool-2layer-irony
afaji/summerschool-2layer-irony
summerschool-2layer-irony is a text classification model from afaji. 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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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Jun 14, 2024
- Updated
- Jun 14, 2024
- SHA
- f7507c11
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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. -->
summerschool-2layer-irony
This model is a fine-tuned version of on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.6777
- Accuracy: 0.5765
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: 16
- eval_batch_size: 16
- 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 |
|---|---|---|---|---|
| 0.7183 | 0.2793 | 50 | 0.6864 | 0.5581 |
| 0.6948 | 0.5587 | 100 | 0.7066 | 0.5068 |
| 0.6915 | 0.8380 | 150 | 0.6904 | 0.5403 |
| 0.686 | 1.1173 | 200 | 0.6764 | 0.5623 |
| 0.6511 | 1.3966 | 250 | 0.6981 | 0.5623 |
| 0.6752 | 1.6760 | 300 | 0.7057 | 0.5351 |
| 0.661 | 1.9553 | 350 | 0.6755 | 0.5686 |
| 0.6343 | 2.2346 | 400 | 0.6735 | 0.5874 |
| 0.6507 | 2.5140 | 450 | 0.6700 | 0.5895 |
| 0.6408 | 2.7933 | 500 | 0.6734 | 0.5738 |
| 0.6337 | 3.0726 | 550 | 0.6697 | 0.5843 |
| 0.6013 | 3.3520 | 600 | 0.6694 | 0.5927 |
| 0.6139 | 3.6313 | 650 | 0.6667 | 0.6031 |
| 0.6037 | 3.9106 | 700 | 0.6676 | 0.6168 |
| 0.592 | 4.1899 | 750 | 0.6691 | 0.5832 |
| 0.5791 | 4.4693 | 800 | 0.6707 | 0.5864 |
| 0.5884 | 4.7486 | 850 | 0.6599 | 0.6042 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.3.0+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Jun 14, 2024
- Updated
- Jun 14, 2024