Language Models are Realistic Tabular Data Generators

Benchmark Model Rank Results
tabular-data-generation-on-adult-censusGReaT#2DT Accuracy: 84.81LR Accuracy: 84.77Parameters(M): 355
tabular-data-generation-on-adult-censusDistill-GReaT#3DT Accuracy: 84.49LR Accuracy: 84.65Parameters(M): 82
tabular-data-generation-on-california-housingDistill-GReaT#5Parameters(M): 82RF Mean Squared Error: 0.32
tabular-data-generation-on-california-housingGReaT#6Parameters(M): 355RF Mean Squared Error: 0.28
tabular-data-generation-on-diabetesGReaT#2DT Accuracy: 0.5523Parameters(M): 355LR Accuracy: 0.5734
tabular-data-generation-on-diabetesDistill-GReaT#3DT Accuracy: 0.541Parameters(M): 82LR Accuracy: 0.5733
tabular-data-generation-on-helocDistill-GReaT#1DT Accuracy: 81.4LR Accuracy: 70.58Parameters(M): 82
tabular-data-generation-on-helocGReaT#2DT Accuracy: 79.1LR Accuracy: 71.9Parameters(M): 355
tabular-data-generation-on-sickGReaT#1DT Accuracy: 97.72LR Accuracy: 97.72Parameters(M): 355
tabular-data-generation-on-sickDistill-GReaT#4DT Accuracy: 95.39LR Accuracy: 96.56Parameters(M): 82
tabular-data-generation-on-travelGReaT#2DT Accuracy: 83.56LR Accuracy: 80.1RF Accuracy: 84.3
tabular-data-generation-on-travelDistill-GReaT#4DT Accuracy: 77.38LR Accuracy: 78.53RF Accuracy: 79.5