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Emotional Text-to-Speech on ESD plus (test)

4.15WEREmo-LiPO
3.80486.13498.46510.7951Jun 11, 2026

Evaluation results

MethodLinks
Emo-LiPOBackbone=CosyVoice-300M-Instruct, Lambda weighting (λ)=omitted2026.064.154.793.244.1792.326.2137.59
Emo-LiPOBackbone=CosyVoice-300M-Instruct2026.064.264.793.264.1891.9327.5639.54
CosyVoiceBackbone=CosyVoice2026.064.474.713.164.381.8725.129.9
Emo-DPO (E)Preference strategy=pairwise preferences across different emotion categories at the same intensity level2026.064.784.663.234.0691.7324.0834.92
EmoVoiceMode=freestyle text prompting2026.065.44.793.294.2789.8420.5628.51
Emo-DPO (I)Preference strategy=pairwise preferences across different intensity levels within the same emotion category2026.066.794.63.21491.8526.8737.21
Emo-DPO (R)Preference strategy=randomly sampled pairwise preferences2026.0612.784.373.043.991.5224.7733.46