distilbert-base-uncased_3epoch10
This model is a fine-tuned version of distilbert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.5208
- Accuracy: 0.6988
- F1: 0.3192
- Precision: 0.4537
- Recall: 0.2462
- Precision Sarcastic: 0.4537
- Recall Sarcastic: 0.2462
- F1 Sarcastic: 0.3192
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: 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: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall | Precision Sarcastic | Recall Sarcastic | F1 Sarcastic |
|---|---|---|---|---|---|---|---|---|---|---|
| No log | 1.0 | 174 | 2.6411 | 0.7017 | 0.1481 | 0.4091 | 0.0905 | 0.4091 | 0.0905 | 0.1481 |
| No log | 2.0 | 348 | 2.0172 | 0.7104 | 0.3045 | 0.4889 | 0.2211 | 0.4889 | 0.2211 | 0.3045 |
| 0.0495 | 3.0 | 522 | 1.9688 | 0.6844 | 0.4097 | 0.4419 | 0.3819 | 0.4419 | 0.3819 | 0.4097 |
| 0.0495 | 4.0 | 696 | 2.1007 | 0.7075 | 0.2671 | 0.4744 | 0.1859 | 0.4744 | 0.1859 | 0.2671 |
| 0.0495 | 5.0 | 870 | 2.4142 | 0.7104 | 0.2744 | 0.4872 | 0.1910 | 0.4872 | 0.1910 | 0.2744 |
| 0.032 | 6.0 | 1044 | 2.3684 | 0.6931 | 0.4132 | 0.4573 | 0.3769 | 0.4573 | 0.3769 | 0.4132 |
| 0.032 | 7.0 | 1218 | 2.5365 | 0.7118 | 0.2754 | 0.4935 | 0.1910 | 0.4935 | 0.1910 | 0.2754 |
| 0.032 | 8.0 | 1392 | 2.5712 | 0.7046 | 0.2756 | 0.4643 | 0.1960 | 0.4643 | 0.1960 | 0.2756 |
| 0.0112 | 9.0 | 1566 | 2.4974 | 0.6960 | 0.3127 | 0.4444 | 0.2412 | 0.4444 | 0.2412 | 0.3127 |
| 0.0112 | 10.0 | 1740 | 2.5208 | 0.6988 | 0.3192 | 0.4537 | 0.2462 | 0.4537 | 0.2462 | 0.3192 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
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Model tree for dianamihalache27/distilbert-base-uncased_3epoch10
Base model
distilbert/distilbert-base-uncased