mms-1b-nyagen-female-model
This model is a fine-tuned version of facebook/mms-1b-all on the NYAGEN - BEM dataset. It achieves the following results on the evaluation set:
- Loss: 0.2166
- Wer: 0.2541
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: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Use 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_steps: 100
- num_epochs: 30.0
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
7.8679 | 0.3058 | 100 | 0.9128 | 0.6897 |
0.627 | 0.6116 | 200 | 0.3265 | 0.4386 |
0.5004 | 0.9174 | 300 | 0.2951 | 0.4040 |
0.4611 | 1.2232 | 400 | 0.2758 | 0.3659 |
0.4455 | 1.5291 | 500 | 0.2667 | 0.3599 |
0.4142 | 1.8349 | 600 | 0.2601 | 0.3514 |
0.3706 | 2.1407 | 700 | 0.2521 | 0.3479 |
0.3867 | 2.4465 | 800 | 0.2461 | 0.3128 |
0.3537 | 2.7523 | 900 | 0.2449 | 0.3158 |
0.3821 | 3.0581 | 1000 | 0.2413 | 0.2932 |
0.3626 | 3.3639 | 1100 | 0.2360 | 0.3083 |
0.3312 | 3.6697 | 1200 | 0.2336 | 0.2997 |
0.3322 | 3.9755 | 1300 | 0.2285 | 0.2967 |
0.3654 | 4.2813 | 1400 | 0.2235 | 0.2852 |
0.3241 | 4.5872 | 1500 | 0.2198 | 0.2807 |
0.2908 | 4.8930 | 1600 | 0.2167 | 0.2767 |
0.3299 | 5.1988 | 1700 | 0.2170 | 0.2747 |
0.3128 | 5.5046 | 1800 | 0.2147 | 0.2687 |
0.3094 | 5.8104 | 1900 | 0.2140 | 0.2742 |
0.309 | 6.1162 | 2000 | 0.2158 | 0.2702 |
0.3075 | 6.4220 | 2100 | 0.2127 | 0.2652 |
0.2823 | 6.7278 | 2200 | 0.2155 | 0.2672 |
0.3062 | 7.0336 | 2300 | 0.2133 | 0.2556 |
0.3012 | 7.3394 | 2400 | 0.2166 | 0.2541 |
Framework versions
- Transformers 4.48.0.dev0
- Pytorch 2.5.1+cu124
- Datasets 3.2.0
- Tokenizers 0.21.0
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Base model
facebook/mms-1b-all