w2v-bert-2.0-gui-ufe
This model is a fine-tuned version of facebook/w2v-bert-2.0 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.9936
- Cer: 0.9839
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: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer |
|---|---|---|---|---|
| 20.8559 | 0.4329 | 100 | 6.4232 | 1.0 |
| 9.4526 | 0.8658 | 200 | 3.0903 | 1.0 |
| 5.9844 | 1.2987 | 300 | 2.9298 | 0.9839 |
| 5.8764 | 1.7316 | 400 | 2.9116 | 0.9839 |
| 6.0712 | 2.1645 | 500 | 2.9086 | 0.9839 |
| 5.9242 | 2.5974 | 600 | 2.9054 | 0.9839 |
| 5.9342 | 3.0303 | 700 | 2.8994 | 0.9672 |
| 5.8950 | 3.4632 | 800 | 2.9021 | 0.9672 |
| 5.8858 | 3.8961 | 900 | 2.8836 | 0.9564 |
| 5.8643 | 4.3290 | 1000 | 2.8842 | 0.9534 |
| 5.8924 | 4.7619 | 1100 | 2.8827 | 0.9564 |
| 5.9962 | 5.1948 | 1200 | 2.8866 | 0.9534 |
| 5.9483 | 5.6277 | 1300 | 2.9003 | 0.9839 |
| 6.2299 | 6.0606 | 1400 | 2.9700 | 0.9839 |
| 6.0203 | 6.4935 | 1500 | 2.9172 | 1.0 |
| 5.9405 | 6.9264 | 1600 | 2.9279 | 1.0 |
| 6.0172 | 7.3593 | 1700 | 2.9474 | 0.9839 |
| 6.0484 | 7.7922 | 1800 | 2.9436 | 0.9839 |
| 5.9753 | 8.2251 | 1900 | 2.9706 | 0.9839 |
| 6.0714 | 8.6580 | 2000 | 2.9838 | 0.9839 |
| 6.0902 | 9.0909 | 2100 | 2.9932 | 0.9839 |
| 6.0858 | 9.5238 | 2200 | 2.9935 | 0.9839 |
| 6.0465 | 9.9567 | 2300 | 2.9936 | 0.9839 |
Framework versions
- Transformers 5.1.0
- Pytorch 2.9.1+cu128
- Datasets 3.6.0
- Tokenizers 0.22.2
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facebook/w2v-bert-2.0