wav2vec2-xls-r-300m-en-phoneme-ctc-60h-noisy
This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1492
- Per: 0.0393
- Phoneme Accuracy: 0.9607
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: 24
- eval_batch_size: 24
- seed: 42
- optimizer: Use adamw_torch_fused with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.05
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Per | Phoneme Accuracy |
|---|---|---|---|---|---|
| 3.8716 | 0.3674 | 500 | 3.7213 | 1.0 | 0.0 |
| 3.5698 | 0.7348 | 1000 | 3.5655 | 1.0 | 0.0 |
| 3.2458 | 1.1021 | 1500 | 2.8473 | 0.9143 | 0.0857 |
| 0.7065 | 1.4695 | 2000 | 0.3996 | 0.0893 | 0.9107 |
| 0.5249 | 1.8369 | 2500 | 0.2702 | 0.0657 | 0.9343 |
| 0.4425 | 2.2043 | 3000 | 0.2217 | 0.0567 | 0.9433 |
| 0.3613 | 2.5716 | 3500 | 0.1995 | 0.0515 | 0.9485 |
| 0.3521 | 2.9390 | 4000 | 0.1897 | 0.0485 | 0.9515 |
| 0.3083 | 3.3064 | 4500 | 0.1808 | 0.0468 | 0.9532 |
| 0.3115 | 3.6738 | 5000 | 0.1823 | 0.0461 | 0.9539 |
| 0.2905 | 4.0411 | 5500 | 0.1667 | 0.0448 | 0.9552 |
| 0.2948 | 4.4085 | 6000 | 0.1700 | 0.0441 | 0.9559 |
| 0.2578 | 4.7759 | 6500 | 0.1682 | 0.0437 | 0.9563 |
| 0.2351 | 5.1433 | 7000 | 0.1586 | 0.0424 | 0.9576 |
| 0.244 | 5.5107 | 7500 | 0.1601 | 0.0422 | 0.9578 |
| 0.2318 | 5.8780 | 8000 | 0.1541 | 0.0414 | 0.9586 |
| 0.2667 | 6.2454 | 8500 | 0.1557 | 0.0413 | 0.9587 |
| 0.2381 | 6.6128 | 9000 | 0.1527 | 0.0405 | 0.9595 |
| 0.2317 | 6.9802 | 9500 | 0.1498 | 0.0401 | 0.9599 |
| 0.1982 | 7.3475 | 10000 | 0.1518 | 0.0406 | 0.9594 |
| 0.2075 | 7.7149 | 10500 | 0.1492 | 0.0404 | 0.9596 |
| 0.2049 | 8.0823 | 11000 | 0.1530 | 0.0396 | 0.9604 |
| 0.1926 | 8.4497 | 11500 | 0.1501 | 0.0393 | 0.9607 |
| 0.2129 | 8.8170 | 12000 | 0.1463 | 0.0395 | 0.9605 |
| 0.2193 | 9.1844 | 12500 | 0.1478 | 0.0393 | 0.9607 |
| 0.1999 | 9.5518 | 13000 | 0.1483 | 0.0390 | 0.9610 |
| 0.2192 | 9.9192 | 13500 | 0.1492 | 0.0393 | 0.9607 |
Framework versions
- Transformers 4.57.3
- Pytorch 2.9.1+cu126
- Datasets 4.4.2
- Tokenizers 0.22.1
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Model tree for bobboyms/wav2vec2-xls-r-300m-en-phoneme-ctc-60h-noisy
Base model
facebook/wav2vec2-xls-r-300m