Whisper Tiny MInDS-14

This model is a fine-tuned version of openai/whisper-tiny on the MInDS-14 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6649
  • Wer: 0.3276
  • Wer Ortho: 0.3270

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: 16
  • eval_batch_size: 16
  • seed: 42
  • 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: constant_with_warmup
  • lr_scheduler_warmup_steps: 50
  • training_steps: 500
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer Wer Ortho
3.1843 0.8929 25 2.2625 0.4050 0.5262
1.3521 1.7857 50 0.5872 0.3849 0.4139
0.4052 2.6786 75 0.4956 0.3548 0.3646
0.2838 3.5714 100 0.4867 0.3306 0.3362
0.1607 4.4643 125 0.5027 0.3383 0.3492
0.0983 5.3571 150 0.5185 0.3264 0.3381
0.0545 6.25 175 0.5317 0.3235 0.3319
0.0285 7.1429 200 0.5650 0.3188 0.3300
0.0134 8.0357 225 0.5830 0.3217 0.3294
0.0064 8.9286 250 0.5854 0.3223 0.3251
0.0033 9.8214 275 0.6045 0.3259 0.3263
0.0022 10.7143 300 0.6145 0.3312 0.3319
0.0017 11.6071 325 0.6275 0.3182 0.3196
0.0013 12.5 350 0.6332 0.3247 0.3251
0.0011 13.3929 375 0.6397 0.3270 0.3276
0.0009 14.2857 400 0.6457 0.3247 0.3251
0.0008 15.1786 425 0.6506 0.3253 0.3263
0.0007 16.0714 450 0.6559 0.3253 0.3270
0.0007 16.9643 475 0.6604 0.3264 0.3270
0.0006 17.8571 500 0.6649 0.3276 0.3270

Framework versions

  • Transformers 4.52.0
  • Pytorch 2.8.0+cu126
  • Datasets 3.6.0
  • Tokenizers 0.21.4
Downloads last month
6
Safetensors
Model size
37.8M params
Tensor type
F32
·
Inference Providers NEW
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Model tree for Sirreajohn/whisper-tiny-minds14-en

Finetuned
(1669)
this model

Dataset used to train Sirreajohn/whisper-tiny-minds14-en

Evaluation results