imdb_classification_on_25M_full_pretrained
This model is a fine-tuned version of ltuzova/amazon_domain_pretrained_model on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2037
- Accuracy: 0.9581
- F1 Macro: 0.9581
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=(0.9,0.98) and epsilon=1e-06
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.06
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Macro |
|---|---|---|---|---|---|
| 0.1989 | 1.0 | 1250 | 0.2010 | 0.9506 | 0.9506 |
| 0.1212 | 2.0 | 2500 | 0.1789 | 0.9584 | 0.9584 |
| 0.073 | 3.0 | 3750 | 0.2096 | 0.9586 | 0.9586 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
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Model tree for ltuzova/imdb_classification_on_25M_full_pretrained
Base model
ltuzova/amazon_domain_pretrained_model