--- library_name: transformers license: apache-2.0 base_model: openai/whisper-tiny tags: - generated_from_trainer datasets: - PolyAI/minds14 metrics: - wer model-index: - name: whisper-tiny results: - task: name: Automatic Speech Recognition type: automatic-speech-recognition dataset: name: PolyAI/minds14 type: PolyAI/minds14 config: en-US split: train args: en-US metrics: - name: Wer type: wer value: 0.31030228254164094 --- # whisper-tiny This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on the PolyAI/minds14 dataset. It achieves the following results on the evaluation set: - Loss: 0.5900 - Wer Ortho: 0.3103 - Wer: 0.3103 ## 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: 5e-05 - train_batch_size: 16 - eval_batch_size: 16 - 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: constant_with_warmup - lr_scheduler_warmup_steps: 500 - training_steps: 500 ### Training results | Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer | |:-------------:|:-------:|:----:|:---------------:|:---------:|:------:| | 1.7824 | 1.7857 | 50 | 1.0732 | 0.4565 | 0.4565 | | 0.3528 | 3.5714 | 100 | 0.4932 | 0.3745 | 0.3745 | | 0.1313 | 5.3571 | 150 | 0.5215 | 0.3430 | 0.3430 | | 0.035 | 7.1429 | 200 | 0.5468 | 0.3387 | 0.3387 | | 0.0103 | 8.9286 | 250 | 0.5900 | 0.3103 | 0.3103 | | 0.0085 | 10.7143 | 300 | 0.6345 | 0.3307 | 0.3307 | | 0.009 | 12.5 | 350 | 0.6771 | 0.3418 | 0.3418 | | 0.0137 | 14.2857 | 400 | 0.6456 | 0.3374 | 0.3374 | | 0.0138 | 16.0714 | 450 | 0.6171 | 0.3294 | 0.3294 | | 0.0151 | 17.8571 | 500 | 0.7379 | 0.4312 | 0.4312 | ### Framework versions - Transformers 4.49.0.dev0 - Pytorch 2.5.1+cu124 - Datasets 3.2.0 - Tokenizers 0.21.0