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@@ -39,8 +39,7 @@ After fine-tuning, the model shows a 2.5% increase in transcription accuracy for
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  # How to Use
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  You can use this model directly with a simple API call in Hugging Face. Here is a Python code snippet for using the model:
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- # python
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- # Copy code
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  from transformers import AutoModelForCTC, Wav2Vec2Processor
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  model = AutoModelForCTC.from_pretrained("your-username/your-model-name")
@@ -52,6 +51,7 @@ input_audio = processor(path_to_audio_file, return_tensors="pt", padding=True)
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  # Perform the transcription
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  transcription = model.generate(**input_audio)
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  print("Transcription:", transcription)
 
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  # Citation
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  If you use this model in your research, please cite it as follows:
 
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  # How to Use
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  You can use this model directly with a simple API call in Hugging Face. Here is a Python code snippet for using the model:
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+ ```python
 
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  from transformers import AutoModelForCTC, Wav2Vec2Processor
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  model = AutoModelForCTC.from_pretrained("your-username/your-model-name")
 
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  # Perform the transcription
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  transcription = model.generate(**input_audio)
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  print("Transcription:", transcription)
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+ ```
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  # Citation
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  If you use this model in your research, please cite it as follows: