SEAM expands TTS vocabularies without paired audio fine-tuning
The method matches or approaches baselines with up to four times less data across three languages and two architectures.
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The method matches or approaches baselines with up to four times less data across three languages and two architectures.

Suno's new Speech feature generates spoken audio and matching background music as one track.
A provenance contract audits synthetic Japanese care-handoff speech before attributing behavior to training data.
DEFINE decouples speaker identity from accent in zero-shot TTS using separate audio exemplars, with a single inference-time guidance weight controlling accent strength.

ElevenLabs released Eleven v4 speech model with better audio-tag adherence, 90+ languages, and a 150ms Turbo variant for real-time voice agents.
EmoRES steers frozen text-to-speech models by splitting emotion vectors into shared and residual components, improving control without retraining.
Researchers introduce Live-ProsodyJudge and D-LPJ, Gemini-distilled Qwen3-Omni judges that decouple multi-dimensional prosody scores for live streaming TTS evaluation.
StepAudio 3 Gen unifies TTS, voice design, music, and sound effects via discrete autoregressive modeling over RVQ tokens.
Researchers distill a compact 82M-parameter Thai TTS from synthetic OmniVoice data, enabling on-device fixed-voice synthesis without reference audio.
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