ethiopic-asr-characters
This model is a fine-tuned version of Samuael/ethiopic-asr-characters on the alffa_amharic dataset. It achieves the following results on the evaluation set:
- Loss: 0.4428
- Wer: 0.2996
- Phoneme Cer: 0.1421
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: 32
- eval_batch_size: 8
- seed: 42
- optimizer: Use adamw_torch 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: 100
- num_epochs: 4
Training results
Training Loss | Epoch | Step | Validation Loss | Wer | Phoneme Cer |
---|---|---|---|---|---|
0.1559 | 0.2312 | 200 | 0.5540 | 0.3212 | 0.1475 |
0.1228 | 0.4624 | 400 | 0.5394 | 0.3142 | 0.1466 |
0.069 | 0.6936 | 600 | 0.5525 | 0.3139 | 0.1466 |
0.0997 | 0.9249 | 800 | 0.5531 | 0.3118 | 0.1462 |
0.0732 | 1.1561 | 1000 | 0.5644 | 0.3196 | 0.1465 |
0.1637 | 1.3873 | 1200 | 0.5367 | 0.3185 | 0.1468 |
0.1145 | 1.6185 | 1400 | 0.5215 | 0.3180 | 0.1468 |
0.1499 | 1.8497 | 1600 | 0.4985 | 0.3141 | 0.1455 |
0.1975 | 2.0809 | 1800 | 0.4814 | 0.3114 | 0.1446 |
0.2116 | 2.3121 | 2000 | 0.4855 | 0.3085 | 0.1446 |
0.2384 | 2.5434 | 2200 | 0.4702 | 0.3083 | 0.1441 |
0.4346 | 2.7746 | 2400 | 0.4762 | 0.3063 | 0.1435 |
0.3156 | 3.0058 | 2600 | 0.4677 | 0.3044 | 0.1432 |
0.5558 | 3.2370 | 2800 | 0.4574 | 0.2993 | 0.1425 |
0.2787 | 3.4682 | 3000 | 0.4478 | 0.2989 | 0.1420 |
0.3268 | 3.6994 | 3200 | 0.4466 | 0.2978 | 0.1418 |
0.3461 | 3.9306 | 3400 | 0.4428 | 0.2996 | 0.1421 |
Framework versions
- Transformers 4.46.2
- Pytorch 2.5.1+cu121
- Datasets 3.1.0
- Tokenizers 0.20.3
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