whisper-large-v3-turbo-common_voice_16_1-zh-TW-pissa
This model is a fine-tuned version of openai/whisper-large-v3-turbo on the JacobLinCool/mozilla-foundation-common_voice_16_1-zh-TW-preprocessed dataset. It achieves the following results on the evaluation set:
- Loss: 0.5133
- Wer: 63.6656
- Cer: 23.5752
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: 0.0005
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 8
- total_train_batch_size: 32
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 10
Training results
Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
---|---|---|---|---|---|
No log | 0 | 0 | 2.7520 | 77.6125 | 20.7783 |
7.6982 | 0.9987 | 377 | 0.8744 | 87.9421 | 41.2804 |
5.1677 | 2.0 | 755 | 0.7499 | 82.5965 | 36.6407 |
3.3647 | 2.9987 | 1132 | 0.6433 | 76.8087 | 31.6068 |
3.4711 | 4.0 | 1510 | 0.6397 | 76.2460 | 30.2862 |
1.5694 | 4.9987 | 1887 | 0.5779 | 71.5434 | 27.5471 |
0.7951 | 6.0 | 2265 | 0.5664 | 71.3223 | 27.0600 |
0.4709 | 6.9987 | 2642 | 0.5492 | 68.8706 | 26.0131 |
0.116 | 8.0 | 3020 | 0.5427 | 66.7605 | 24.8104 |
0.0512 | 8.9987 | 3397 | 0.5298 | 66.1375 | 24.8632 |
0.0273 | 9.9868 | 3770 | 0.5133 | 63.6656 | 23.5752 |
Framework versions
- PEFT 0.13.2
- Transformers 4.46.0
- Pytorch 2.4.0
- Datasets 3.0.2
- Tokenizers 0.20.1
- Downloads last month
- 6
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social
visibility and check back later, or deploy to Inference Endpoints (dedicated)
instead.
Model tree for JacobLinCool/whisper-large-v3-turbo-common_voice_16_1-zh-TW-pissa-merged
Base model
openai/whisper-large-v3
Finetuned
openai/whisper-large-v3-turbo
Dataset used to train JacobLinCool/whisper-large-v3-turbo-common_voice_16_1-zh-TW-pissa-merged
Evaluation results
- Wer on JacobLinCool/mozilla-foundation-common_voice_16_1-zh-TW-preprocessedself-reported63.666