mms-1b-all-multilingual_baseline-1.0.0
This model is a fine-tuned version of facebook/mms-1b-all on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5623
- Wer: 0.4566
- Cer: 0.1522
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: 0.0003
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- 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: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 20.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
|---|---|---|---|---|---|
| 2.6028 | 1.0 | 247 | 0.8022 | 0.5728 | 0.1968 |
| 0.9617 | 2.0 | 494 | 0.9078 | 0.6380 | 0.2448 |
| 0.8932 | 3.0 | 741 | 0.8112 | 0.5736 | 0.2005 |
| 0.8212 | 4.0 | 988 | 0.7287 | 0.5554 | 0.2072 |
| 0.7525 | 5.0 | 1235 | 0.6847 | 0.5221 | 0.1837 |
| 0.7243 | 6.0 | 1482 | 0.6573 | 0.5079 | 0.1792 |
| 0.6728 | 7.0 | 1729 | 0.6458 | 0.5147 | 0.1764 |
| 0.6532 | 8.0 | 1976 | 0.6869 | 0.5262 | 0.1686 |
| 0.6202 | 9.0 | 2223 | 0.6305 | 0.4977 | 0.1703 |
| 0.5919 | 10.0 | 2470 | 0.6300 | 0.4953 | 0.1672 |
| 0.5646 | 11.0 | 2717 | 0.5994 | 0.4873 | 0.1692 |
| 0.5345 | 12.0 | 2964 | 0.6070 | 0.4876 | 0.1701 |
| 0.5035 | 13.0 | 3211 | 0.6027 | 0.4803 | 0.1610 |
| 0.4783 | 14.0 | 3458 | 0.5880 | 0.4792 | 0.1637 |
| 0.452 | 15.0 | 3705 | 0.5698 | 0.4726 | 0.1601 |
| 0.4271 | 16.0 | 3952 | 0.5780 | 0.4727 | 0.1556 |
| 0.3998 | 17.0 | 4199 | 0.5637 | 0.4681 | 0.1581 |
| 0.3761 | 18.0 | 4446 | 0.5732 | 0.4618 | 0.1516 |
| 0.3598 | 19.0 | 4693 | 0.5699 | 0.4588 | 0.1515 |
| 0.3475 | 20.0 | 4940 | 0.5623 | 0.4566 | 0.1522 |
Framework versions
- Transformers 4.57.1
- Pytorch 2.9.0+cu128
- Datasets 4.4.0
- Tokenizers 0.22.1
- Downloads last month
- 4
Model tree for Alvin-Nahabwe/mms-1b-all-multilingual_baseline-1.0.0
Base model
facebook/mms-1b-all