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DoteBench is introduced, a bilingual evaluation suite that measures precise instruction following, local preservation, and audio quality across the four controls and their composition, while audio quality remains comparable to existing open-source systems.
HoliTok is proposed, a continuous Holistic speech Tokenization model designed for unified generation-understanding modeling that achieves competitive reconstruction fidelity, improves generative learnability for high-quality and controllable synthesis, and is the only one that operates robustly in the authors' unified...
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