XLRS_FullDataset
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3057
- Wer: 0.2697
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: 0.0001
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1000
- num_epochs: 30
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
4.5696 | 1.0 | 500 | 3.1546 | 1.0 |
2.491 | 2.01 | 1000 | 0.8309 | 0.7872 |
0.7519 | 3.01 | 1500 | 0.3648 | 0.4364 |
0.4704 | 4.02 | 2000 | 0.2998 | 0.3758 |
0.3385 | 5.02 | 2500 | 0.2639 | 0.3439 |
0.2837 | 6.02 | 3000 | 0.2604 | 0.3309 |
0.2233 | 7.03 | 3500 | 0.2734 | 0.3143 |
0.1997 | 8.03 | 4000 | 0.2676 | 0.3121 |
0.1717 | 9.04 | 4500 | 0.2489 | 0.2941 |
0.1558 | 10.04 | 5000 | 0.2777 | 0.2969 |
0.1497 | 11.04 | 5500 | 0.2693 | 0.2890 |
0.1326 | 12.05 | 6000 | 0.2844 | 0.2921 |
0.118 | 13.05 | 6500 | 0.2818 | 0.2969 |
0.119 | 14.06 | 7000 | 0.2798 | 0.2854 |
0.0991 | 15.06 | 7500 | 0.2765 | 0.2858 |
0.108 | 16.06 | 8000 | 0.2904 | 0.2794 |
0.0935 | 17.07 | 8500 | 0.2846 | 0.2773 |
0.0857 | 18.07 | 9000 | 0.3120 | 0.2812 |
0.0928 | 19.08 | 9500 | 0.3073 | 0.2820 |
0.0832 | 20.08 | 10000 | 0.2981 | 0.2808 |
0.0768 | 21.08 | 10500 | 0.3065 | 0.2807 |
0.0768 | 22.09 | 11000 | 0.2960 | 0.2766 |
0.0754 | 23.09 | 11500 | 0.3007 | 0.2783 |
0.063 | 24.1 | 12000 | 0.2918 | 0.2739 |
0.0614 | 25.1 | 12500 | 0.3144 | 0.2748 |
0.0628 | 26.1 | 13000 | 0.3074 | 0.2713 |
0.0595 | 27.11 | 13500 | 0.3103 | 0.2695 |
0.0616 | 28.11 | 14000 | 0.3108 | 0.2697 |
0.0587 | 29.12 | 14500 | 0.3057 | 0.2697 |
Framework versions
- Transformers 4.17.0
- Pytorch 2.5.1+cu121
- Datasets 1.18.3
- Tokenizers 0.20.3
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Base model
facebook/wav2vec2-base