This model is a fine-tuned version of openai/whisper-large on the mozilla-foundation/common_voice_13_0 ca dataset. It achieves the following results on the evaluation set:

Loss: 0.1458
Wer: 5.0700

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: 32
eval_batch_size: 16
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 64
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 500
training_steps: 20000

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
0.1059	1.02	1000	0.1744	7.6342
0.0159	3.02	2000	0.1943	7.3850
0.0526	5.02	3000	0.1899	6.8522
0.058	7.02	4000	0.1782	6.7802
0.0161	9.02	5000	0.1995	6.6339
0.065	11.02	6000	0.1563	6.4544
0.082	13.02	7000	0.1789	6.0309
0.0339	15.02	8000	0.1509	5.7554
0.0581	17.01	9000	0.1573	6.0446
0.0181	19.01	10000	0.1838	5.5913
0.0188	21.01	11000	0.1610	5.4804
0.0134	23.01	12000	0.1821	5.3953
0.008	25.01	13000	0.1748	5.3804
0.0071	27.01	14000	0.1858	5.4701
0.0371	29.01	15000	0.1610	5.6599
0.0076	31.01	16000	0.1571	5.1655
0.0181	33.01	17000	0.1449	5.4558
0.0522	35.0	18000	0.1340	5.8388
0.0356	37.0	19000	0.1458	5.0700
0.0132	39.0	20000	0.1310	5.1941

Framework versions

Transformers 4.33.0.dev0
Pytorch 2.0.1+cu117
Datasets 2.14.4
Tokenizers 0.13.3

Citation

If you use these models in your research, please cite:

bibtex

@misc{dezuazo2025whisperlmimprovingasrmodels,
      title={Whisper-LM: Improving ASR Models with Language Models for Low-Resource Languages}, 
      author={Xabier de Zuazo and Eva Navas and Ibon Saratxaga and Inma Hernáez Rioja},
      year={2025},
      eprint={2503.23542},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2503.23542}, 
}

Please, check the related paper preprint in arXiv:2503.23542 for more details.

Licensing

This model is available under the Apache-2.0 License. You are free to use, modify, and distribute this model as long as you credit the original creators.

zuazo/whisper-large-ca

Whisper Large Catalan

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Citation

Licensing

zuazo/
whisper-large-ca