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denoise = False and lang_id = None: the model was trained without prompt denoising or language-ID conditioning.1@article{zhu2026omnivoice,
2 title={OmniVoice: Towards Omnilingual Zero-Shot Text-to-Speech with Diffusion Language Models},
3 author={Zhu, Han and Ye, Lingxuan and Kang, Wei and Yao, Zengwei and Guo, Liyong and Kuang, Fangjun and Han, Zhifeng and Zhuang, Weiji and Lin, Long and Povey, Daniel},
4 journal={arXiv preprint arXiv:2604.00688},
5 year={2026}
6}