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badrex / xls-r-300m-hbs
Model's Last Updated: June 06 2024
automatic-speech-recognition
Introduction of xls-r-300m-hbs
Model Details of xls-r-300m-hbs
xls-r-300m-hbs
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: 1.3506
- Wer: 0.6647
- Cer: 0.1841
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: 0.001
- 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: 100
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
|---|---|---|---|---|---|
| 3.4028 | 3.2258 | 100 | 3.2712 | 1.0 | 1.0 |
| 3.2281 | 6.4516 | 200 | 3.1861 | 0.9834 | 0.9876 |
| 0.87 | 9.6774 | 300 | 1.2597 | 0.9274 | 0.3310 |
| 0.3507 | 12.9032 | 400 | 1.0713 | 0.8318 | 0.2594 |
| 0.2658 | 16.1290 | 500 | 1.1108 | 0.8114 | 0.2559 |
| 0.1747 | 19.3548 | 600 | 1.1567 | 0.7952 | 0.2490 |
| 0.1513 | 22.5806 | 700 | 1.2427 | 0.7891 | 0.2428 |
| 0.0978 | 25.8065 | 800 | 1.2065 | 0.7692 | 0.2293 |
| 0.077 | 29.0323 | 900 | 1.2602 | 0.7631 | 0.2256 |
| 0.0607 | 32.2581 | 1000 | 1.3130 | 0.7772 | 0.2247 |
| 0.0662 | 35.4839 | 1100 | 1.2478 | 0.7615 | 0.2251 |
| 0.0635 | 38.7097 | 1200 | 1.3181 | 0.7533 | 0.2234 |
| 0.0513 | 41.9355 | 1300 | 1.3000 | 0.7596 | 0.2250 |
| 0.0528 | 45.1613 | 1400 | 1.2966 | 0.7533 | 0.2200 |
| 0.0579 | 48.3871 | 1500 | 1.2928 | 0.7352 | 0.2163 |
| 0.048 | 51.6129 | 1600 | 1.2774 | 0.7331 | 0.2138 |
| 0.0667 | 54.8387 | 1700 | 1.2697 | 0.7369 | 0.2158 |
| 0.033 | 58.0645 | 1800 | 1.4078 | 0.7399 | 0.2163 |
| 0.0407 | 61.2903 | 1900 | 1.3587 | 0.7233 | 0.2118 |
| 0.0394 | 64.5161 | 2000 | 1.3075 | 0.7125 | 0.2050 |
| 0.0448 | 67.7419 | 2100 | 1.3510 | 0.7085 | 0.2019 |
| 0.0309 | 70.9677 | 2200 | 1.2944 | 0.7151 | 0.2021 |
| 0.0287 | 74.1935 | 2300 | 1.3337 | 0.7038 | 0.2016 |
| 0.0288 | 77.4194 | 2400 | 1.3190 | 0.7022 | 0.1987 |
| 0.0319 | 80.6452 | 2500 | 1.4298 | 0.7024 | 0.2030 |
| 0.0208 | 83.8710 | 2600 | 1.3855 | 0.6781 | 0.1934 |
| 0.0243 | 87.0968 | 2700 | 1.4120 | 0.6781 | 0.1940 |
| 0.0227 | 90.3226 | 2800 | 1.3965 | 0.6750 | 0.1889 |
| 0.0193 | 93.5484 | 2900 | 1.3366 | 0.6645 | 0.1839 |
| 0.0138 | 96.7742 | 3000 | 1.3430 | 0.6666 | 0.1853 |
| 0.001 | 100.0 | 3100 | 1.3506 | 0.6647 | 0.1841 |
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-300m-hbs on huggingface.co
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More Information About xls-r-300m-hbs huggingface.co Model
Url of xls-r-300m-hbs
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Provider of xls-r-300m-hbs huggingface.co
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