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Symbolic music generation research benchmarks · SOTA2 Research

Symbolic music generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

95.5PR

23

Feb 26, 2026

0.716Mean NLL

11

Mar 17, 2026

1.087Mean NLL

11

Mar 17, 2026

0.294Mean NLL

11

Mar 17, 2026

0.474Mean NLL

11

Mar 17, 2026

SOD conditioned unconditioned

0.47Delta (δ)

10

Jun 18, 2026

MuseScore (test)

77Precision (PR)

8

Feb 26, 2026

Symbolic Orchestral Database (SOD) (test)

3.37Coherence

4

Mar 17, 2026

SOD H/S → L/L scenario

53.06Pitch Accuracy

2

Jun 18, 2026

SOD L/L → H/S scenario

64.09Pitch Error

2

Jun 18, 2026

SOD H/L → L/S scenario

57.64Pitch Accuracy

2

Jun 18, 2026

SOD L/S → H/L scenario

67.12Pitch Accuracy

2

Jun 18, 2026

Lakh MIDI Dataset (test)

3.33Coherence

2

Feb 26, 2026

MAESTRO v1 (val)

1.82Negative Log-Likelihood

2

Feb 26, 2026

MAESTRO v3 (val)

1.9NLL

1

Feb 26, 2026

MAESTRO v3 (test)

1.91Negative Log-Likelihood

1

Feb 26, 2026

MAESTRO v1 (test)

1.82Negative Log-Likelihood

1

Feb 26, 2026

Popular datasets

SOD MAESTRO MuseScore Lakh MIDI POP909

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