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# Pragmatic Prompting

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  1. arXiv

    Speech translation stops carrying only words: Spanish tone is projected into English expression space, then fed to a frozen generator

    On bidirectional Spanish–English speech-to-speech translation, PACT maps source pragmatic cues into the target-language expression space and injects them as continuous prompts into a frozen speech generator, giving the best overall performance among evaluated systems across content fidelity, voice preservation, and expression preservation.

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