polixonrio/whisper-small-fy-NL-Transfer-From-EN

Whisper Small Western Frisian (Netherlands)

This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/common_voice_11_0 fy-NL dataset. This is an attempt for cross lingual transfer from English to Frisian, since Whisper doesn't support Frisian.

It achieves the following results on the evaluation set:

• Loss: 0.6915
• Wer: 25.7665

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: 1e-05
• train_batch_size: 64
• eval_batch_size: 32
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 500
• training_steps: 5000
• mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
0.004	17.0	1000	0.6402	26.9349
0.0006	34.01	2000	0.6915	25.7665
0.0003	51.01	3000	0.7274	25.7736
0.0002	68.01	4000	0.7456	25.8772
0.0002	86.0	5000	0.7580	25.9272

Framework versions

• Transformers 4.26.0.dev0
• Pytorch 1.13.0+cu117
• Datasets 2.7.1.dev0
• Tokenizers 0.13.2