wav2vec2-xls-r-ewe-50-hours
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: 0.8057
- Wer: 0.3383
- Cer: 0.0967
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: 32
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 2
- 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: 50
Training results
Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
---|---|---|---|---|---|
11.6182 | 3.3670 | 500 | 2.5123 | 1.0 | 0.6328 |
1.3765 | 6.7340 | 1000 | 0.3954 | 0.3612 | 0.1030 |
0.8498 | 10.1010 | 1500 | 0.3698 | 0.3378 | 0.0963 |
0.7262 | 13.4680 | 2000 | 0.3916 | 0.3283 | 0.0956 |
0.6137 | 16.8350 | 2500 | 0.3981 | 0.3335 | 0.0971 |
0.52 | 20.2020 | 3000 | 0.4405 | 0.3467 | 0.0999 |
0.4375 | 23.5690 | 3500 | 0.4442 | 0.3506 | 0.1038 |
0.3707 | 26.9360 | 4000 | 0.5235 | 0.3471 | 0.0997 |
0.2992 | 30.3030 | 4500 | 0.5823 | 0.3550 | 0.1009 |
0.2632 | 33.6700 | 5000 | 0.6557 | 0.3449 | 0.0984 |
0.2181 | 37.0370 | 5500 | 0.6931 | 0.3412 | 0.0971 |
0.1888 | 40.4040 | 6000 | 0.7232 | 0.3420 | 0.0980 |
0.1653 | 43.7710 | 6500 | 0.7812 | 0.3394 | 0.0963 |
0.1463 | 47.1380 | 7000 | 0.8057 | 0.3383 | 0.0967 |
Framework versions
- Transformers 4.46.1
- Pytorch 2.5.1+cu121
- Datasets 3.2.0
- Tokenizers 0.20.3
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Base model
facebook/wav2vec2-xls-r-300m