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Benchmarks
Semantic Consistency on Adult, Housing, Loan, and HELOC
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2.24
Violation Rate (S1)
Real
-1.6664
24.7018
51.07
77.4382
Apr 24, 2026
Violation Rate (S1)
Violation Rate (S2)
Violation Rate (S3)
Violation Rate (S4)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Violation Rate (S1)
Violation Rate (S2)
Violation Rate (S3)
Violation Rate (S4)
Real
2026.04
2.24
0
0.07
7.6
GReaT
2026.04
3.96
9.92
0.01
7.82
TabSyn
2026.04
6.75
0.78
0.28
7.43
TabSCM
2026.04
6.95
0
0.11
7.36
TabDiff
2026.04
8.62
0.22
1.6
7.69
Causal-TGAN
2026.04
9.95
68.8
2.23
9.22
DCM
2026.04
17.2
86.8
50.5
7.38
CTGAN
2026.04
20.9
55.1
10.83
4.79
GOGGLE
2026.04
49.7
68.6
48.9
-
TabDDPM
2026.04
99.9
0.38
0.27
28.9
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