Audio and speech models are released rapidly, but reported scores often conflate model capability with deployment and evaluation choices. The same checkpoint can produce different predictions under different runtimes, hardware, decoding settings, or fallback policies. Even fixed predictions can receive different scores...
Jing Peng, Jun Du, Yi-Xuan Wang et al.· 0 citations
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.
Hankun Wang, Bo-Han Li, Shiyue Lian et al.· 0 citations
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...
Bo-Han Li, Shiyue Lian, Hankun Wang et al.· 3 citations
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