Wav2vec2-fula-567
This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the LEONEL-MAIA/FULFULDE-41 - DEFAULT dataset. It achieves the following results on the evaluation set:
- Loss: 0.0718
- Wer: 0.5262
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: 8
- eval_batch_size: 8
- 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: 1000
- num_epochs: 60.0
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
0.5177 | 0.3855 | 500 | 0.3770 | 0.6746 |
0.3171 | 0.7710 | 1000 | 0.1915 | 0.5956 |
0.2224 | 1.1565 | 1500 | 0.1434 | 0.5711 |
0.2386 | 1.5420 | 2000 | 0.1338 | 0.5773 |
0.1917 | 1.9275 | 2500 | 0.1108 | 0.5524 |
0.1726 | 2.3130 | 3000 | 0.1076 | 0.5468 |
0.1608 | 2.6985 | 3500 | 0.0950 | 0.5438 |
0.1313 | 3.0840 | 4000 | 0.0903 | 0.5342 |
0.1376 | 3.4695 | 4500 | 0.0901 | 0.5404 |
0.1371 | 3.8551 | 5000 | 0.0906 | 0.5366 |
0.1298 | 4.2406 | 5500 | 0.0913 | 0.5400 |
0.1054 | 4.6261 | 6000 | 0.0818 | 0.5315 |
0.106 | 5.0116 | 6500 | 0.0820 | 0.5314 |
0.1543 | 5.3971 | 7000 | 0.0792 | 0.5367 |
0.115 | 5.7826 | 7500 | 0.0849 | 0.5329 |
0.1077 | 6.1681 | 8000 | 0.0810 | 0.5289 |
0.101 | 6.5536 | 8500 | 0.0746 | 0.5270 |
0.0948 | 6.9391 | 9000 | 0.0767 | 0.5282 |
0.102 | 7.3246 | 9500 | 0.0718 | 0.5263 |
0.0816 | 7.7101 | 10000 | 0.0721 | 0.5236 |
0.0942 | 8.0956 | 10500 | 0.0789 | 0.5272 |
0.0902 | 8.4811 | 11000 | 0.0764 | 0.5266 |
Framework versions
- Transformers 4.50.3
- Pytorch 2.7.0+cu126
- Datasets 3.5.0
- Tokenizers 0.21.1
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Base model
facebook/wav2vec2-xls-r-300m