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Clustering research benchmarks – Page 37 · SOTA2 Research

Clustering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

50.73CA (%)

8

Feb 26, 2026

83F1

8

Feb 26, 2026

99F1 Score

8

Feb 26, 2026

98F1

8

Feb 26, 2026

46F1 Score

8

Feb 26, 2026

50.9Clustering Accuracy

8

Feb 26, 2026

57.3Clustering Accuracy

8

Feb 26, 2026

CIFAR100 (full)

27.5Clustering Accuracy

8

Feb 26, 2026

46.9Clustering Accuracy

8

Feb 26, 2026

94.1Clustering Accuracy

8

Feb 26, 2026

Omniglot (sampled)

24Clustering Accuracy

8

Feb 26, 2026

0.87ARI

8

Feb 26, 2026

yale_mtv alignment rate 0.3, incomplete rate 0.5

50.38Accuracy

7

Jun 29, 2026

ALOI alignment rate 0.3, incomplete rate 0.5

72.26Accuracy

7

Jun 29, 2026

MSRC alignment rate 0.3, incomplete rate 0.5 v1

76.69Accuracy

7

Jun 29, 2026

Reuters dim10 (alignment rate 0.3, incomplete rate 0.5)

53.19Accuracy

7

Jun 29, 2026

BDGP alignment rate 0.3, incomplete rate 0.5

90.39Accuracy

7

Jun 29, 2026

3Sources alignment rate 0.3, incomplete rate 0.5

65.48Accuracy

7

Jun 29, 2026

CUBICC Joint Representation

65.3Accuracy

7

Jun 12, 2026

CUBICC Caption Representation

45.3Accuracy (ACC)

7

Jun 12, 2026

59.1Accuracy (ACC)

7

Jun 12, 2026

2.539Clustering Error (%)

7

Jun 5, 2026

segment (train)

1.375Clustering Error (%)

7

Jun 5, 2026

waveform (test)

22.268Clustering Error

7

Jun 5, 2026

waveform (train)

15.055Clustering Error (%)

7

Jun 5, 2026

Page 37 of 67

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