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whisper-large-v3-sandi-train-dev-6
This model is a fine-tuned version of ntnu-smil/whisper-large-v3-sandi-train-dev-1-merged on the ntnu-smil/sandi2025-ds dataset. It achieves the following results on the evaluation set:
- Loss: 0.6141
- Wer: 195.1740
- Cer: 103.8099
- Decode Runtime: 302.6853
- Wer Runtime: 0.1962
- Cer Runtime: 0.3691
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: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- optimizer: Use adamw_torch with betas=(0.9,0.98) and epsilon=1e-06 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- training_steps: 392
Training results
Training Loss | Epoch | Step | Validation Loss | Wer | Cer | Decode Runtime | Wer Runtime | Cer Runtime |
---|---|---|---|---|---|---|---|---|
0.5955 | 1.0 | 56 | 0.7708 | 199.7404 | 87.4116 | 297.6150 | 0.1968 | 0.3600 |
0.583 | 2.0 | 112 | 0.6938 | 198.2328 | 86.9214 | 301.9292 | 0.1913 | 0.3584 |
0.4582 | 3.0 | 168 | 0.6606 | 197.2721 | 89.4544 | 308.3536 | 0.1964 | 0.3621 |
0.5814 | 4.0 | 224 | 0.6398 | 196.7833 | 95.2803 | 300.6860 | 0.1962 | 0.3622 |
0.4986 | 5.0 | 280 | 0.6255 | 196.2085 | 95.9717 | 302.4188 | 0.1945 | 0.3630 |
0.4225 | 6.0 | 336 | 0.6170 | 195.3584 | 103.5412 | 301.1984 | 0.1943 | 0.3702 |
0.465 | 7.0 | 392 | 0.6141 | 195.1740 | 103.8099 | 302.6853 | 0.1962 | 0.3691 |
Framework versions
- PEFT 0.15.1
- Transformers 4.48.3
- Pytorch 2.6.0
- Datasets 3.5.0
- Tokenizers 0.21.1
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openai/whisper-large-v3