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Hua-Xuan Wang

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Preprint Aug 2026

Confucius4-TTS: Transcript-Free Cross-Lingual Zero-Shot TTS with a Learnable Speaker Encoder

A multilingual zero-shot TTS system that supports 14 languages and performs both intra-lingual and cross-lingual reference cloning without requiring transcripts of audio prompts, which achieves the best average overall rank in human evaluation among recent open-source and commercial systems.

Hua-Xuan Wang, Hui-Min Wang, Ruiyu Zhang et al. · 0 citations