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  A multilingual machine-translation model covering English and 12 Indian languages, trained from scratch in the M2M100 architecture. It translates directly between any supported pair (not only to and from English).
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- > Early research checkpoint. This is an initial from-scratch model; quality varies by language pair. Treat it as a baseline to build on, not a production-grade system.
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  **Version:** `v2` 路 **Languages:** English, Hindi, Bengali, Marathi, Tamil, Telugu, Kannada, Malayalam, Odia, Gujarati, Punjabi, Assamese, Urdu.
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  ## What this model is for
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  ## Limitations
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- - Early checkpoint -- fluency and adequacy trail mature MT systems, especially on long or domain-specific sentences.
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  - Best on short-to-medium sentences; very long inputs are truncated at encode time.
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  - No guarantee of terminology consistency or safe handling of code-mixed input.
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  A multilingual machine-translation model covering English and 12 Indian languages, trained from scratch in the M2M100 architecture. It translates directly between any supported pair (not only to and from English).
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  **Version:** `v2` 路 **Languages:** English, Hindi, Bengali, Marathi, Tamil, Telugu, Kannada, Malayalam, Odia, Gujarati, Punjabi, Assamese, Urdu.
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  ## What this model is for
 
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  ## Limitations
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  - Best on short-to-medium sentences; very long inputs are truncated at encode time.
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  - No guarantee of terminology consistency or safe handling of code-mixed input.
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