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Update README with V2 mention

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@@ -14,7 +14,16 @@ linguistic communities to communicate effortlessly through speech and text.
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  SeamlessM4T covers:
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  - 📥 101 languages for speech input
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  - ⌨️ 96 Languages for text input/output
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- - 🗣️ 35 languages for speech output.
 
 
 
 
 
 
 
 
 
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  This is the "large" variant of the unified model, which enables multiple tasks without relying on multiple separate models:
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  - Speech-to-speech translation (S2ST)
 
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  SeamlessM4T covers:
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  - 📥 101 languages for speech input
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  - ⌨️ 96 Languages for text input/output
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+ - 🗣️ 35 languages for speech output.
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+
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+ -------------------
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+
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+ **🌟 SeamlessM4T v2, an improved version of this version with a novel architecture, has been released [here](https://huggingface.co/facebook/seamless-m4t-v2-large).
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+ This new model improves over SeamlessM4T v1 in quality as well as inference speed in speech generation tasks.**
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+
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+ **SeamlessM4T v2 is also supported by 🤗 Transformers, more on it [in the model card of this new version](https://huggingface.co/facebook/seamless-m4t-v2-large#transformers-usage) or directly in [🤗 Transformers docs](https://huggingface.co/docs/transformers/main/en/model_doc/seamless_m4t_v2).**
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+
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+ -------------------
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  This is the "large" variant of the unified model, which enables multiple tasks without relying on multiple separate models:
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  - Speech-to-speech translation (S2ST)