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README.md
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---
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language:
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- fi
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lisence: apache-2.0
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tags:
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- automatic-speech-recognition
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- mozilla-foundation/common_voice_7_0
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- generated_from_trainer
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- fi
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- speech
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- robust-speech-event
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datasets:
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- mozilla-foundation/common_voice_7_0
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model-index:
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- name: XLS-R 1B Wav2Vec2 Finnish by Rasmus Toivanen
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results:
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- task:
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name: Automatic Speech Recognition
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type: automatic-speech-recognition
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dataset:
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name: Common Voice 7
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type: mozilla-foundation/common_voice_7_0
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args: fi
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metrics:
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- name: Test WER
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type: wer
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value: 10.96
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- name: Test CER
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type: cer
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value: 2.81
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# wav2vec2-xlsr-fi-train-aug-lm-1B
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This model was trained from scratch on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1499
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- Wer: 0.1955
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0001
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 16
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 100
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- num_epochs: 4
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:------:|
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| 0.6473 | 0.29 | 400 | 0.2857 | 0.3825 |
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| 0.6039 | 0.58 | 800 | 0.2459 | 0.3476 |
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| 0.4757 | 0.87 | 1200 | 0.2338 | 0.3274 |
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| 0.4473 | 1.15 | 1600 | 0.2246 | 0.3128 |
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| 0.4322 | 1.44 | 2000 | 0.1962 | 0.2805 |
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| 0.3961 | 1.73 | 2400 | 0.2070 | 0.2797 |
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| 0.3642 | 2.02 | 2800 | 0.1790 | 0.2473 |
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| 0.3561 | 2.31 | 3200 | 0.1769 | 0.2375 |
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| 0.282 | 2.6 | 3600 | 0.1672 | 0.2263 |
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| 0.2978 | 2.89 | 4000 | 0.1636 | 0.2192 |
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| 0.2722 | 3.17 | 4400 | 0.1637 | 0.2102 |
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| 0.2924 | 3.46 | 4800 | 0.1506 | 0.2021 |
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| 0.2631 | 3.75 | 5200 | 0.1499 | 0.1955 |
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### Framework versions
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- Transformers 4.16.0.dev0
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- Pytorch 1.10.1+cu102
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- Datasets 1.17.1.dev0
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- Tokenizers 0.11.0
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---
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language:
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- fi
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lisence: apache-2.0
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tags:
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- automatic-speech-recognition
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- mozilla-foundation/common_voice_7_0
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- generated_from_trainer
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- fi
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- speech
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- robust-speech-event
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datasets:
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- mozilla-foundation/common_voice_7_0
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model-index:
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- name: XLS-R 1B Wav2Vec2 Finnish by Rasmus Toivanen
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results:
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- task:
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name: Automatic Speech Recognition
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type: automatic-speech-recognition
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dataset:
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name: Common Voice 7
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type: mozilla-foundation/common_voice_7_0
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args: fi
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metrics:
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- name: Test WER
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type: wer
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value: 10.96
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- name: Test CER
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type: cer
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value: 2.81
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