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Papers Benchmarks Datasets Tasks

Music Generation research benchmarks – Page 2 · SOTA2 Research

Music Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Music Generation Subjective Evaluation

46Preference Rate

5

Feb 26, 2026

Subjective Evaluation Set

4Overlap (Po)

5

Feb 26, 2026

SongEval (test)

3.6Coherence

4

Feb 26, 2026

MusicCaps 25s-long clips

Prefix SiMBA/Diffusion

85.202FD (OpenL3)

4

Feb 26, 2026

MusicCaps 10s-long clips

Prefix SiMBA/Diffusion

74.456FD (OpenL3)

4

Feb 26, 2026

Song Describer Dataset no-singing

Stable Audio 2 (pre-trained)

78.7FDopenl3

4

Feb 26, 2026

Song Describer Dataset no-singing (test)

79.09FDopenl3

4

Feb 26, 2026

Lakh MIDI Dataset single-track

Full Attention (base)

78.12Accuracy

3

May 21, 2026

Suno70k academic long-form

14.8FAD

3

Apr 14, 2026

Suno70k academic short-form

31.4FAD

3

Apr 14, 2026

4.3OVL

3

Feb 26, 2026

Song Describer Dataset no-singing 2m

96Stereo Correctness

3

Feb 26, 2026

1.05FAD

3

Feb 26, 2026

Real-time Music Generation

81Tick/Chunk Latency (ms)

2

May 28, 2026

Song Describer Dataset no-singing subset 4m 45s

100Stereo Correctness

2

Feb 26, 2026

MagnaTagATune 2009 (full)

3.554FADVGG Score

2

Feb 26, 2026

AudioSet Music (eval)

2.24FADVGG

2

Feb 26, 2026

Nottingham (test)

0.941BLEU-4

2

Feb 26, 2026

Page 2 of 2

Popular datasets

MusicCaps Song Describer Dataset Lakh MIDI HeartBeats Music Generation

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