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xlsr-wav2vec2-model
akhikhan123/xlsr-wav2vec2-model
xlsr-wav2vec2-model is a automatic speech recognition model from akhikhan123. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Apr 22, 2024
- Updated
- Jun 28, 2024
- SHA
- 58d529c2
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
xlsr-wav2vec2-model
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: 0.7303
- Wer: 0.4284
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 |
|---|---|---|---|---|
| 7.3963 | 2.1834 | 500 | 3.4058 | 1.0 |
| 2.9024 | 4.3668 | 1000 | 3.1374 | 1.0 |
| 2.5161 | 6.5502 | 1500 | 1.4918 | 1.0610 |
| 1.1536 | 8.7336 | 2000 | 0.8087 | 0.6197 |
| 0.7102 | 10.9170 | 2500 | 0.6845 | 0.5452 |
| 0.5177 | 13.1004 | 3000 | 0.6658 | 0.5055 |
| 0.3888 | 15.2838 | 3500 | 0.6185 | 0.4784 |
| 0.3311 | 17.4672 | 4000 | 0.6584 | 0.4690 |
| 0.2776 | 19.6507 | 4500 | 0.6956 | 0.4529 |
| 0.24 | 21.8341 | 5000 | 0.6835 | 0.4510 |
| 0.203 | 24.0175 | 5500 | 0.6903 | 0.4452 |
| 0.1945 | 26.2009 | 6000 | 0.7061 | 0.4332 |
| 0.1627 | 28.3843 | 6500 | 0.7303 | 0.4284 |
Framework versions
- Transformers 4.40.2
- Pytorch 2.2.1+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Apr 22, 2024
- Updated
- Jun 28, 2024