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A better approach works directly with rich audio representations that carry both what was said and how it was said. Systems like Meta’s SeamlessStreaming and Kyutai’s Hibiki point in this direction: encode the source speech into a representation that preserves meaning alongside paralinguistic information, then decode that representation into the target language while keeping the speaker’s characteristics intact.
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arXiv:2510.01346, 2025.