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badrex / xls-r-300-cv17-polish
Model's Last Updated: June 11 2024
automatic-speech-recognition
Introduction of xls-r-300-cv17-polish
Model Details of xls-r-300-cv17-polish
xls-r-300-cv17-polish
This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the common_voice_17_0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.3950
- Wer: 0.2789
- Cer: 0.0606
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: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 50
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
|---|---|---|---|---|---|
| 4.0552 | 1.6 | 100 | 4.2577 | 1.0 | 1.0 |
| 3.2887 | 3.2 | 200 | 3.2578 | 1.0 | 1.0 |
| 3.1481 | 4.8 | 300 | 3.1634 | 1.0 | 1.0 |
| 0.742 | 6.4 | 400 | 0.6905 | 0.6579 | 0.1603 |
| 0.4458 | 8.0 | 500 | 0.4687 | 0.4969 | 0.1169 |
| 0.2013 | 9.6 | 600 | 0.4327 | 0.4055 | 0.0929 |
| 0.2196 | 11.2 | 700 | 0.4180 | 0.4006 | 0.0903 |
| 0.1264 | 12.8 | 800 | 0.4360 | 0.3943 | 0.0898 |
| 0.1678 | 14.4 | 900 | 0.4157 | 0.3635 | 0.0818 |
| 0.1306 | 16.0 | 1000 | 0.3980 | 0.3667 | 0.0814 |
| 0.0471 | 17.6 | 1100 | 0.4206 | 0.3630 | 0.0828 |
| 0.1018 | 19.2 | 1200 | 0.3908 | 0.3522 | 0.0796 |
| 0.0637 | 20.8 | 1300 | 0.4277 | 0.3517 | 0.0785 |
| 0.1134 | 22.4 | 1400 | 0.4209 | 0.3373 | 0.0750 |
| 0.0709 | 24.0 | 1500 | 0.4255 | 0.3387 | 0.0766 |
| 0.046 | 25.6 | 1600 | 0.4301 | 0.3352 | 0.0746 |
| 0.065 | 27.2 | 1700 | 0.4087 | 0.3278 | 0.0724 |
| 0.0625 | 28.8 | 1800 | 0.4203 | 0.3454 | 0.0761 |
| 0.0344 | 30.4 | 1900 | 0.4317 | 0.3203 | 0.0714 |
| 0.0667 | 32.0 | 2000 | 0.4319 | 0.3258 | 0.0725 |
| 0.0305 | 33.6 | 2100 | 0.4260 | 0.3216 | 0.0716 |
| 0.04 | 35.2 | 2200 | 0.4172 | 0.3175 | 0.0697 |
| 0.0454 | 36.8 | 2300 | 0.4182 | 0.2996 | 0.0658 |
| 0.0273 | 38.4 | 2400 | 0.3966 | 0.2970 | 0.0654 |
| 0.0463 | 40.0 | 2500 | 0.4111 | 0.2926 | 0.0644 |
| 0.0321 | 41.6 | 2600 | 0.4094 | 0.2893 | 0.0633 |
| 0.0197 | 43.2 | 2700 | 0.3953 | 0.2846 | 0.0622 |
| 0.0306 | 44.8 | 2800 | 0.3980 | 0.2817 | 0.0613 |
| 0.0459 | 46.4 | 2900 | 0.3937 | 0.2807 | 0.0613 |
| 0.006 | 48.0 | 3000 | 0.3953 | 0.2780 | 0.0604 |
| 0.0329 | 49.6 | 3100 | 0.3950 | 0.2789 | 0.0606 |
Framework versions
- Transformers 4.42.0.dev0
- Pytorch 2.3.1+cu121
- Datasets 2.19.2
- Tokenizers 0.19.1
Runs of badrex xls-r-300-cv17-polish on huggingface.co
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More Information About xls-r-300-cv17-polish huggingface.co Model
Url of xls-r-300-cv17-polish
xls-r-300-cv17-polish huggingface.co Url
Provider of xls-r-300-cv17-polish huggingface.co
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