List your company

Tabular Data Synthesis on E-commerce transaction dataset

0.071JSD (v_A, v_G, v_C)LLMSynthor
0.056360.155180.2540.35282May 20, 2025

Evaluation results

MethodLinks
LLMSynthorSupervision=purely macro-supervised2025.050.0710.0220.1340.020.0070.007
TabSynSupervision=standard micro-supervised2025.050.0830.0220.2370.0820.0270.015
SpadaSupervision=macro+micro supervised2025.050.0850.0240.2250.0330.1030.03
GReaTSupervision=standard micro-supervised2025.050.0870.0580.3820.1770.0380.02
IPFSupervision=purely macro-supervised2025.050.1170.0490.5040.1540.1130.025
CTGANSupervision=standard micro-supervised2025.050.1330.0550.2980.0980.1450.076
CopulaGANSupervision=standard micro-supervised2025.050.1330.0570.280.1020.0690.018
TVAESupervision=standard micro-supervised2025.050.230.0740.2450.1060.1850.051
LLM-ICLSupervision=purely macro-supervised2025.050.4370.2160.5910.2420.4760.081