Whisper Small He - Tom Apt
This model is a fine-tuned version of openai/whisper-small on the Fleurs dataset. It achieves the following results on the evaluation set:
- Loss: 0.5687
- Wer Ortho: 41.6562
- Wer: 40.9912
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: 1e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: constant_with_warmup
- lr_scheduler_warmup_steps: 50
- training_steps: 500
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
---|---|---|---|---|---|
0.8098 | 0.1121 | 25 | 0.8606 | 45.0808 | 44.3578 |
0.705 | 0.2242 | 50 | 0.8148 | 45.3982 | 44.7695 |
0.7774 | 0.3363 | 75 | 0.7506 | 44.4756 | 43.8231 |
0.711 | 0.4484 | 100 | 0.6873 | 44.7265 | 44.0616 |
0.5994 | 0.5605 | 125 | 0.6026 | 44.1287 | 44.0182 |
0.538 | 0.6726 | 150 | 0.5826 | 43.7080 | 43.3247 |
0.5181 | 0.7848 | 175 | 0.5767 | 42.6895 | 42.5300 |
0.5217 | 0.8969 | 200 | 0.5695 | 43.1692 | 42.3566 |
0.4944 | 1.0090 | 225 | 0.5614 | 41.3905 | 41.0707 |
0.3309 | 1.1211 | 250 | 0.5733 | 44.2394 | 43.7942 |
0.3116 | 1.2332 | 275 | 0.5608 | 42.3574 | 41.6269 |
0.3164 | 1.3453 | 300 | 0.5646 | 44.0254 | 43.2596 |
0.3101 | 1.4574 | 325 | 0.5589 | 42.2762 | 41.7714 |
0.3246 | 1.5695 | 350 | 0.5572 | 42.4386 | 42.2049 |
0.3127 | 1.6816 | 375 | 0.5610 | 41.5898 | 41.1068 |
0.2999 | 1.7937 | 400 | 0.5602 | 40.9329 | 40.8611 |
0.308 | 1.9058 | 425 | 0.5531 | 42.1064 | 41.8726 |
0.2709 | 2.0179 | 450 | 0.5553 | 41.4127 | 40.7311 |
0.171 | 2.1300 | 475 | 0.5640 | 44.5863 | 44.4444 |
0.1592 | 2.2422 | 500 | 0.5687 | 41.6562 | 40.9912 |
Framework versions
- Transformers 4.48.3
- Pytorch 2.5.1+cu124
- Datasets 3.3.2
- Tokenizers 0.21.0
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