wav2vec2-xlsr-53-ft-cv-cy
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.3657
- Wer: 0.3209
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: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1000
- training_steps: 10000
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
No log | 0.1004 | 200 | 3.0630 | 1.0 |
No log | 0.2008 | 400 | 2.8947 | 1.0 |
4.9602 | 0.3012 | 600 | 1.3590 | 1.0133 |
4.9602 | 0.4016 | 800 | 0.9471 | 0.8022 |
1.1386 | 0.5020 | 1000 | 0.8021 | 0.7323 |
1.1386 | 0.6024 | 1200 | 0.7591 | 0.7313 |
1.1386 | 0.7028 | 1400 | 0.6862 | 0.6640 |
0.7718 | 0.8032 | 1600 | 0.6846 | 0.6641 |
0.7718 | 0.9036 | 1800 | 0.6149 | 0.6094 |
0.648 | 1.0040 | 2000 | 0.5827 | 0.6004 |
0.648 | 1.1044 | 2200 | 0.5644 | 0.5791 |
0.648 | 1.2048 | 2400 | 0.5603 | 0.6075 |
0.5109 | 1.3052 | 2600 | 0.5172 | 0.5455 |
0.5109 | 1.4056 | 2800 | 0.5177 | 0.5344 |
0.4791 | 1.5060 | 3000 | 0.4826 | 0.5282 |
0.4791 | 1.6064 | 3200 | 0.4892 | 0.5087 |
0.4791 | 1.7068 | 3400 | 0.4955 | 0.5177 |
0.456 | 1.8072 | 3600 | 0.4606 | 0.4787 |
0.456 | 1.9076 | 3800 | 0.4503 | 0.4542 |
0.4231 | 2.0080 | 4000 | 0.4367 | 0.4458 |
0.4231 | 2.1084 | 4200 | 0.4310 | 0.4299 |
0.4231 | 2.2088 | 4400 | 0.4280 | 0.4280 |
0.3026 | 2.3092 | 4600 | 0.4275 | 0.4354 |
0.3026 | 2.4096 | 4800 | 0.4091 | 0.4190 |
0.302 | 2.5100 | 5000 | 0.4177 | 0.4192 |
0.302 | 2.6104 | 5200 | 0.3975 | 0.4017 |
0.302 | 2.7108 | 5400 | 0.3830 | 0.3923 |
0.2939 | 2.8112 | 5600 | 0.3870 | 0.3908 |
0.2939 | 2.9116 | 5800 | 0.3951 | 0.3824 |
0.27 | 3.0120 | 6000 | 0.3864 | 0.3755 |
0.27 | 3.1124 | 6200 | 0.4179 | 0.3816 |
0.27 | 3.2129 | 6400 | 0.3908 | 0.3714 |
0.1997 | 3.3133 | 6600 | 0.3918 | 0.3745 |
0.1997 | 3.4137 | 6800 | 0.3852 | 0.3707 |
0.1937 | 3.5141 | 7000 | 0.3830 | 0.3645 |
0.1937 | 3.6145 | 7200 | 0.3788 | 0.3583 |
0.1937 | 3.7149 | 7400 | 0.3864 | 0.3570 |
0.1845 | 3.8153 | 7600 | 0.3664 | 0.3489 |
0.1845 | 3.9157 | 7800 | 0.3582 | 0.3461 |
0.1744 | 4.0161 | 8000 | 0.3701 | 0.3422 |
0.1744 | 4.1165 | 8200 | 0.3785 | 0.3368 |
0.1744 | 4.2169 | 8400 | 0.3786 | 0.3363 |
0.1325 | 4.3173 | 8600 | 0.3853 | 0.3354 |
0.1325 | 4.4177 | 8800 | 0.3799 | 0.3367 |
0.1225 | 4.5181 | 9000 | 0.3710 | 0.3294 |
0.1225 | 4.6185 | 9200 | 0.3734 | 0.3268 |
0.1225 | 4.7189 | 9400 | 0.3689 | 0.3243 |
0.1205 | 4.8193 | 9600 | 0.3646 | 0.3250 |
0.1205 | 4.9197 | 9800 | 0.3660 | 0.3215 |
0.118 | 5.0201 | 10000 | 0.3657 | 0.3209 |
Framework versions
- Transformers 4.44.0
- Pytorch 2.4.0+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for DewiBrynJones/wav2vec2-xlsr-53-ft-cv-cy
Base model
facebook/wav2vec2-large-xlsr-53