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Papers Benchmarks Datasets Tasks

Singing Voice Synthesis research benchmarks · SOTA2 Research

Singing Voice Synthesis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Singing Voice Industrial Setting

4.33MOS Prediction

11

Feb 26, 2026

Singing Voice (Academic Setting)

4.17MOS Prediction Score

11

Feb 26, 2026

M4Singer and Opencpop (OD)

4.5PESQ

9

Feb 26, 2026

OpenSinger (ID)

4.5PESQ

9

Feb 26, 2026

4.17MOS-Q

8

Apr 14, 2026

SoulX-Singer Chinese (eval)

6.9WER

7

Feb 26, 2026

GMO-SVS Chinese (test)

6.5WER

7

Feb 26, 2026

7.4WER

5

Mar 6, 2026

SoulX-Singer English (eval)

0.129WER

5

Feb 26, 2026

GMO-SVS English (test)

0.149WER

5

Feb 26, 2026

Mandarin (test)

2.364LSD

5

Feb 26, 2026

Singing (evaluation set)

4.45Quality Score

4

May 11, 2026

17.89WER

4

Mar 6, 2026

Korean singing voice dataset (test)

4.592MOS

4

Feb 26, 2026

25.2F0 RMSE

4

Feb 26, 2026

Mandarin singing vocals (DiffRhythm)

YingMusic-Singer

1.28WER

3

Feb 26, 2026

ACE-Opencpop 135-hour (test)

55.83F0 RMSE

3

Feb 26, 2026

Advanced TTS applications SVS (test)

7.2WER

2

Jun 23, 2026

M4Singer (test)

—

—Primary metric

0

Feb 26, 2026

Popular datasets

Singing Voice GMO-SVS SoulX-Singer English Chinese

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