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Speech Naturalness Assessment on CVSS-T

3.67UTMOSTri-Task Learning
3.05643.21573.3753.5343Jan 23, 2026

Evaluation results

MethodLinks
Tri-Task LearningSystem=End-to-end, Optimization Stage=After DPO, Back-translation Evaluation Metric=BLEU2026.013.67
Tri-Task LearningSystem=End-to-end, Optimization Stage=After DPO, Back-translation Evaluation Metric=METEOR2026.013.66
VanillaSystem=End-to-end, Optimization Stage=Before DPO2026.013.64
VanillaSystem=End-to-end, Optimization Stage=After DPO, Back-translation Evaluation Metric=METEOR2026.013.64
Tri-Task LearningSystem=End-to-end, Optimization Stage=Before DPO2026.013.63
Chain of ModalitySystem=End-to-end, Optimization Stage=After DPO, Back-translation Evaluation Metric=METEOR2026.013.61
VanillaSystem=End-to-end, Optimization Stage=After DPO, Back-translation Evaluation Metric=BLEU2026.013.61
Chain of ModalitySystem=End-to-end, Optimization Stage=After DPO, Back-translation Evaluation Metric=BLEU2026.013.61
Chain of ModalitySystem=End-to-end, Optimization Stage=Before DPO2026.013.6
S2T+TTSSystem=Cascaded2026.013.08