Semantic Consistency on Adult, Housing, Loan, and HELOC benchmark leaderboard · SOTA2 Research

Semantic Consistency on Adult, Housing, Loan, and HELOC

2.24Violation Rate (S1)Real

Evaluation Results

Method	Links
Real2026.04		2.24	0	0.07	7.6
GReaT2026.04		3.96	9.92	0.01	7.82
TabSyn2026.04		6.75	0.78	0.28	7.43
TabSCM2026.04		6.95	0	0.11	7.36
TabDiff2026.04		8.62	0.22	1.6	7.69
Causal-TGAN2026.04		9.95	68.8	2.23	9.22
DCM2026.04		17.2	86.8	50.5	7.38
CTGAN2026.04		20.9	55.1	10.83	4.79
GOGGLE2026.04		49.7	68.6	48.9	—
TabDDPM2026.04		99.9	0.38	0.27	28.9