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Best models for English → Japanese and English → Chinese translation?

Hugging Face Forums [Unofficial] April 13, 2026
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Hi everyone I’m working on machine translation and need support for both:

  • English → Japanese

  • English → Chinese

I wanted to understand best practice here :

  • Is it better to use separate language‑pair models (e.g., en‑ja and en‑zh individually)?

  • Or is there a single multilingual model that performs well for both (like NLLB or MADLAD) without a noticeable drop in quality?

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