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Synthetic Data Generation on E-commerce transaction dataset

0.1Rejection Rate (%)LLM-ICL
-0.11.252.63.95May 20, 2025

Evaluation results

MethodLinks
LLM-ICLSupervision=purely macro-supervised2025.050.120.610.1940.0260.0260.0240.0140.4410.215279.7430.2050.1630.081
LLMSynthorSupervision=purely macro-supervised2025.050.31.130.0230.0020.0080.0020.0120.010.02212.7620.0110.0030.004
GReaTSupervision=standard micro-supervised2025.050.82.8620.0520.0160.0090.0390.020.0450.027169.8660.1040.0090.012
TVAESupervision=standard micro-supervised2025.051.72.060.0320.0080.010.0560.0430.0540.02113.1940.0850.0170.013
TabSynSupervision=standard micro-supervised2025.051.91.1960.0120.0120.0220.0070.0220.0450.01114.120.0670.0280.005
IPFSupervision=purely macro-supervised2025.053.95.270.0870.0180.0080.0260.0160.0120.024139.9570.0780.0350.013
SpadaSupervision=macro+micro supervised2025.054.11.420.0250.0130.0190.0030.0220.0160.02454.6030.0230.0250.009
CopulaGANSupervision=standard micro-supervised2025.054.84.820.0270.0520.0160.0450.0310.0570.024151.2390.0470.0450.014
CTGANSupervision=standard micro-supervised2025.055.14.4290.0570.1170.0650.1620.0760.080.028138.9980.0590.0880.022