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Nicholas Sanders

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Preprint Sep 2026

The VoiceMOS Challenge 2026: Evaluating Speech Enhancement, Emotional TTS and Accented TTS Systems

We present the results of the VoiceMOS Challenge 2026, the fifth edition of a scientific challenge on automatic prediction of subjective speech assessments. After expanding the scope to music and general audio in 2025, we refocused the evaluation target on speech and organized three tracks: prediction of absolute and c...

Wen-Chin Huang, Wei Wang, Marvin Sach et al. · 0 citations
#natural language process... Preprint Sep 2026

Distributional Metrics for Evaluating Spoken Conversational Systems

The Conversational Distribution Score (CDS) is introduced, which compares distributions of conversational behaviour using human conversations as a reference, and how many minutes and conversations are required before rankings stabilize is examined.

S. Satish, Erica Cooper, Patrícia Schmidtová et al. · 0 citations
Preprint Aug 2026

Iterative Self-Learning for Expressive Text-to-Speech Synthesis

In the most data-scarce conditions, ISL-trained models outperform single-pass pseudo-labeling and further approach fully supervised performance, demonstrating that gradient-based ISL is an effective solution to expressive label scarcity in low-resource TTS.

Nicholas Sanders, G. Henter, Simon King et al. · 0 citations

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