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@@ -38,15 +38,16 @@ $ pip install -r requirements.txt
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  ```
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  ## Download Audio Data
 
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  ```
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  import datasets
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  cv4en = datasets.load_dataset(
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- "mozilla-foundation/common_voice_4_0",
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- "en",
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- cache_dir='path/to/cv4/download',
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  )
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  ```
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  ## Evaluation
 
 
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  ```bash
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  $ python speechqe/score_speechqe.py \
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  --speechqe_model=h-j-han/SpeechQE-TowerInstruct-7B-en2de \
@@ -57,8 +58,6 @@ $ python speechqe/score_speechqe.py \
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  ```
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-
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-
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  ## Reference
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  Please find details in this paper :
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  ```
 
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  ```
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  ## Download Audio Data
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+ Download the audio data from Common Voice. Here, we use mozilla-foundation/common_voice_4_0.
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  ```
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  import datasets
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  cv4en = datasets.load_dataset(
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+ "mozilla-foundation/common_voice_4_0", "en", cache_dir='path/to/cv4/download',
 
 
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  )
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  ```
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  ## Evaluation
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+ We provide SpeechQE benchmark: [h-j-han/SpeechQE-CoVoST2](https://huggingface.co/datasets/h-j-han/SpeechQE-CoVoST2).
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+ BASE_AUDIO_PATH is the path of downloaded Common Voice dataset.
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  ```bash
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  $ python speechqe/score_speechqe.py \
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  --speechqe_model=h-j-han/SpeechQE-TowerInstruct-7B-en2de \
 
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  ```
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  ## Reference
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  Please find details in this paper :
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  ```