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@@ -13,9 +13,10 @@ import jax.numpy as jnp
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  pipeline = FlaxWhisperPipline("hr16/PhoWhisper-medium-flax", dtype=jnp.bfloat16, batch_size=16)
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  ```
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- Original abstract:
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- PhoWhisper: Automatic Speech Recognition for Vietnamese
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- We introduce PhoWhisper in five versions for Vietnamese automatic speech recognition. PhoWhisper's robustness is achieved through fine-tuning the multilingual Whisper on an 844-hour dataset that encompasses diverse Vietnamese accents. Our experimental study demonstrates state-of-the-art performances of PhoWhisper on benchmark Vietnamese ASR datasets. Please cite our PhoWhisper paper when it is used to help produce published results or is incorporated into other software:
 
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  ```
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  @inproceedings{PhoWhisper,
@@ -26,4 +27,4 @@ We introduce PhoWhisper in five versions for Vietnamese automatic speech recogni
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  }
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  ```
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- For further information or requests, please go to PhoWhisper's homepage!
 
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  pipeline = FlaxWhisperPipline("hr16/PhoWhisper-medium-flax", dtype=jnp.bfloat16, batch_size=16)
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  ```
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+ # PhoWhisper: Automatic Speech Recognition for Vietnamese
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+ We introduce **PhoWhisper** in five versions for Vietnamese automatic speech recognition. PhoWhisper's robustness is achieved through fine-tuning the multilingual [Whisper](https://github.com/openai/whisper) on an 844-hour dataset that encompasses diverse Vietnamese accents. Our experimental study demonstrates state-of-the-art performances of PhoWhisper on benchmark Vietnamese ASR datasets. Please **cite** our PhoWhisper paper when it is used to help produce published results or is incorporated into other software:
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  ```
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  @inproceedings{PhoWhisper,
 
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  }
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  ```
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+ For further information or requests, please go to [PhoWhisper's homepage](https://github.com/VinAIResearch/PhoWhisper)!