suicide-distilbert-original-8-5-v2
This model is a fine-tuned version of distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.0057
- Accuracy: {'accuracy': 0.38}
- Precision: 0.3447
- Recall: 0.38
- Fscore: 0.3425
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: 8e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 13
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | Fscore |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 10 | 1.6116 | {'accuracy': 0.17} | 0.0289 | 0.17 | 0.0494 |
| No log | 2.0 | 20 | 1.5254 | {'accuracy': 0.37} | 0.1990 | 0.37 | 0.2437 |
| No log | 3.0 | 30 | 1.4527 | {'accuracy': 0.38} | 0.3031 | 0.38 | 0.2628 |
| No log | 4.0 | 40 | 1.4323 | {'accuracy': 0.39} | 0.1913 | 0.39 | 0.2557 |
| No log | 5.0 | 50 | 1.4748 | {'accuracy': 0.4} | 0.2786 | 0.4 | 0.3192 |
| No log | 6.0 | 60 | 1.6159 | {'accuracy': 0.37} | 0.2911 | 0.37 | 0.2961 |
| No log | 7.0 | 70 | 1.5354 | {'accuracy': 0.38} | 0.3124 | 0.38 | 0.3301 |
| No log | 8.0 | 80 | 1.5825 | {'accuracy': 0.38} | 0.3247 | 0.38 | 0.3449 |
| No log | 9.0 | 90 | 1.6997 | {'accuracy': 0.35} | 0.3365 | 0.35 | 0.3297 |
| No log | 10.0 | 100 | 1.8153 | {'accuracy': 0.36} | 0.3228 | 0.36 | 0.3208 |
| No log | 11.0 | 110 | 1.9071 | {'accuracy': 0.37} | 0.3415 | 0.37 | 0.3333 |
| No log | 12.0 | 120 | 1.9984 | {'accuracy': 0.38} | 0.3313 | 0.38 | 0.3341 |
| No log | 13.0 | 130 | 2.0057 | {'accuracy': 0.38} | 0.3447 | 0.38 | 0.3425 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu118
- Datasets 2.15.0
- Tokenizers 0.15.0
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Model tree for cuadron11/suicide-distilbert-original-8-5-v2
Base model
distilbert/distilbert-base-uncased