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VoXtream2: Full-stream TTS with dynamic speaking rate control

Nikita Torgashov, Gustav Eje Henter, Gabriel Skantze

Abstract

Full-stream text-to-speech (TTS) for interactive systems must start speaking with minimal delay while remaining controllable as text arrives incrementally. We present VoXtream2, a zero-shot full-stream TTS model with dynamic speaking-rate control that can be updated mid-utterance on the fly. VoXtream2 combines a distribution matching mechanism over duration states with classifier-free guidance across conditioning signals to improve controllability and synthesis quality. Prompt-text masking enables textless audio prompting, removing the need for prompt transcription. Across standard zero-shot benchmarks and a dedicated speaking-rate test set, VoXtream2 achieves competitive objective and subjective results against public baselines despite a smaller model and less training data. In full-stream mode, it runs 4 times faster than real time with 74 ms first-packet latency on a consumer GPU.

VoXtream2: Full-stream TTS with dynamic speaking rate control

Abstract

Full-stream text-to-speech (TTS) for interactive systems must start speaking with minimal delay while remaining controllable as text arrives incrementally. We present VoXtream2, a zero-shot full-stream TTS model with dynamic speaking-rate control that can be updated mid-utterance on the fly. VoXtream2 combines a distribution matching mechanism over duration states with classifier-free guidance across conditioning signals to improve controllability and synthesis quality. Prompt-text masking enables textless audio prompting, removing the need for prompt transcription. Across standard zero-shot benchmarks and a dedicated speaking-rate test set, VoXtream2 achieves competitive objective and subjective results against public baselines despite a smaller model and less training data. In full-stream mode, it runs 4 times faster than real time with 74 ms first-packet latency on a consumer GPU.
Paper Structure (26 sections, 1 equation, 7 figures, 7 tables)

This paper contains 26 sections, 1 equation, 7 figures, 7 tables.

Figures (7)

  • Figure 1: Overview of VoXtream2 architecture.
  • Figure 2: Speaking rate control mechanism.
  • Figure 3: Evaluation of text chunk size in a full-stream.
  • Figure 4: Comparison of different TTS models across various speaking rates for utterance-level control.
  • Figure 6: Correlation between target and synthesized speaking rates across different TTS models.
  • ...and 2 more figures