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@@ -41,18 +41,16 @@ Our language model was generated using a dataset of Italian wikipedia articles a
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  ## Download CommonVoice8.0 dataset for italian language
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- ```python
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  from datasets import load_dataset
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  dataset = load_dataset("mozilla-foundation/common_voice_8_0", "it", use_auth_token=True)
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- ```
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  ## Evaluation Commands
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- To evaluate on `mozilla-foundation/common_voice_8_0` with split `test`
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- ```bash
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  python eval.py --model_id radiogroup-crits/wav2vec2-xls-r-1b-italian-doc4lm-5gram --dataset mozilla-foundation/common_voice_8_0 --config it --split test --log_outputs --greedy
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  mv log_mozilla-foundation_common_voice_8_0_it_test_predictions.txt log_mozilla-foundation_common_voice_8_0_it_test_predictions_greedy.txt
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  mv mozilla-foundation_common_voice_8_0_it_test_eval_results.txt mozilla-foundation_common_voice_8_0_it_test_eval_results_greedy.txt
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- ```
 
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  ## Download CommonVoice8.0 dataset for italian language
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  from datasets import load_dataset
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  dataset = load_dataset("mozilla-foundation/common_voice_8_0", "it", use_auth_token=True)
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+
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  ## Evaluation Commands
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+ To evaluate on `mozilla-foundation/common_voice_8_0` with split `test`:
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  python eval.py --model_id radiogroup-crits/wav2vec2-xls-r-1b-italian-doc4lm-5gram --dataset mozilla-foundation/common_voice_8_0 --config it --split test --log_outputs --greedy
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  mv log_mozilla-foundation_common_voice_8_0_it_test_predictions.txt log_mozilla-foundation_common_voice_8_0_it_test_predictions_greedy.txt
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  mv mozilla-foundation_common_voice_8_0_it_test_eval_results.txt mozilla-foundation_common_voice_8_0_it_test_eval_results_greedy.txt
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+