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Clustering research benchmarks – Page 29 · SOTA2 Research

Clustering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Solar (nominal)

31.8ARI

9

Jul 8, 2026

97Clustering Purity

9

Jun 4, 2026

32Clustering Purity

9

Jun 4, 2026

81Purity

9

Jun 4, 2026

80Clustering Purity

9

Jun 4, 2026

58Clustering Purity

9

Jun 4, 2026

82Clustering Purity

9

Jun 4, 2026

69Clustering Purity

9

Jun 4, 2026

73Clustering Purity

9

Jun 4, 2026

97Purity

9

Jun 4, 2026

78Clustering Purity

9

Jun 4, 2026

86.3Homogeneity (Hmg)

9

May 19, 2026

86.6Homogeneity (Hmg)

9

May 19, 2026

73.33ARI

9

May 15, 2026

0.529NMI

9

May 15, 2026

70.6NMI

9

May 15, 2026

57.3NMI

9

May 15, 2026

85.1NMI

9

May 15, 2026

77.8NMI

9

May 15, 2026

Synthetic Dataset

Kernel Convex Clustering

99.9NMI

9

May 15, 2026

MMD GMM (Polynomial)

0.151ARI

9

May 8, 2026

MMD GMM (Gaussian)

0.867ARI

9

May 8, 2026

72AMI

9

May 4, 2026

87AMI

9

May 4, 2026

0.13Runtime (s)

9

Mar 31, 2026

Page 29 of 67

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