xls-r-1b-bigcgen-combined-10hrs-model
This model is a fine-tuned version of facebook/wav2vec2-xls-r-1b on the BIGCGEN - NA dataset. It achieves the following results on the evaluation set:
- Loss: 0.5381
- Wer: 0.5532
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: 3e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 8
- 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: 500
- num_epochs: 30.0
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
No log | 0.2114 | 100 | 3.6878 | 1.0 |
No log | 0.4228 | 200 | 2.6383 | 1.0 |
No log | 0.6342 | 300 | 0.9092 | 0.9117 |
No log | 0.8457 | 400 | 0.7955 | 0.7866 |
5.7153 | 1.0571 | 500 | 0.7448 | 0.8103 |
5.7153 | 1.2685 | 600 | 0.7003 | 0.7530 |
5.7153 | 1.4799 | 700 | 0.6151 | 0.6454 |
5.7153 | 1.6913 | 800 | 0.6108 | 0.6133 |
5.7153 | 1.9027 | 900 | 0.5825 | 0.6153 |
1.3819 | 2.1142 | 1000 | 0.5743 | 0.5955 |
1.3819 | 2.3256 | 1100 | 0.5598 | 0.5770 |
1.3819 | 2.5370 | 1200 | 0.5867 | 0.6105 |
1.3819 | 2.7484 | 1300 | 0.5734 | 0.5588 |
1.3819 | 2.9598 | 1400 | 0.5357 | 0.5405 |
1.1226 | 3.1712 | 1500 | 0.5339 | 0.5415 |
1.1226 | 3.3827 | 1600 | 0.5582 | 0.5586 |
1.1226 | 3.5941 | 1700 | 0.5485 | 0.5572 |
1.1226 | 3.8055 | 1800 | 0.5342 | 0.5404 |
1.1226 | 4.0169 | 1900 | 0.5381 | 0.5532 |
Framework versions
- Transformers 4.47.1
- Pytorch 2.5.1+cu124
- Datasets 3.2.0
- Tokenizers 0.21.0
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Model tree for csikasote/xls-r-1b-bigcgen-combined-10hrs-model
Base model
facebook/wav2vec2-xls-r-1b