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@@ -28,11 +28,11 @@ The Drax model family provides speech recognition models based on discrete flow
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  The `drax-v1` model supports eight languages: English, Spanish, French, Portuguese, German, Italian, Japanese and Chinese.
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  It is an encoder-decoder model consists of a Whisper-large-v3 encoder, and a DiT based decoder, with a total of ~1.2B parameters.
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- More details on usage in our GitHub repo, [https://github.com/aiola-lab/drax]() and paper [TBD]().
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  ## Usage
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- See [https://github.com/aiola-lab/drax]() for installation instructions.
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  ```python
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  from drax import Transcriber
 
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  The `drax-v1` model supports eight languages: English, Spanish, French, Portuguese, German, Italian, Japanese and Chinese.
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  It is an encoder-decoder model consists of a Whisper-large-v3 encoder, and a DiT based decoder, with a total of ~1.2B parameters.
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+ More details on usage in our GitHub repo, [https://github.com/aiola-lab/drax](https://github.com/aiola-lab/drax) and our [paper](https://arxiv.org/abs/2510.04162).
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  ## Usage
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+ See [https://github.com/aiola-lab/drax](https://github.com/aiola-lab/drax) for installation instructions.
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  ```python
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  from drax import Transcriber