wav2vec2-xls-r-300m-adult-child-cls
This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1770
- Accuracy: 0.9404
- F1: 0.9440
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: 3e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.25 | 1.0 | 383 | 0.2516 | 0.9077 | 0.9106 |
| 0.2052 | 2.0 | 766 | 0.2138 | 0.9321 | 0.9353 |
| 0.1901 | 3.0 | 1149 | 0.1770 | 0.9404 | 0.9440 |
| 0.2255 | 4.0 | 1532 | 0.1794 | 0.9404 | 0.9440 |
Framework versions
- Transformers 4.17.0.dev0
- Pytorch 1.10.2+cu102
- Datasets 1.18.3
- Tokenizers 0.11.0