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Papers Benchmarks Datasets Tasks

Song aesthetics evaluation research benchmarks · SOTA2 Research

Song aesthetics evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

internal dataset Average

Proposed Framework

23.7MSE

3

Feb 26, 2026

internal dataset Audio Quality

20.3MSE

3

Feb 26, 2026

internal dataset Arrangement

16MSE

3

Feb 26, 2026

internal dataset Melody

Proposed Framework

29.4MSE

3

Feb 26, 2026

internal dataset Singing

Proposed Framework

27.3MSE

3

Feb 26, 2026

internal dataset Overall

Proposed Framework

21.7MSE

3

Feb 26, 2026

SongEval Average (test)

0.266MSE

3

Feb 26, 2026

SongEval Naturalness (test)

0.259MSE

3

Feb 26, 2026

SongEval Clarity (test)

0.264MSE

3

Feb 26, 2026

SongEval Memorability (test)

0.321MSE

3

Feb 26, 2026

SongEval Coherence (test)

0.243MSE

3

Feb 26, 2026

SongEval Musicality (test)

0.239MSE

3

Feb 26, 2026

Popular datasets

SongEval Internal dataset Melody

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