Tabular Data Utility on Magic (test)
0.946AUCReal
Evaluation Results
| Method | Links | |
|---|---|---|
| RealModel Category=Oracle, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.946 | |
| TabSynModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.934 | |
| TabDDPMModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.933 | |
| CoDiModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.931 | |
| RTFModel Category=Autoregressive Models, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.931 | |
| STaSyModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.923 | |
| TVAEModel Category=VAE-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.912 | |
| TABGEN-ICLModel Category=LLM-Prompt-Only, Backbone=GPT-4o, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.903 | |
| TABGEN-ICLModel Category=LLM-Prompt-Only, Backbone=GPT-4o-mini, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.891 | |
| GReaTModel Category=LLM-Finetuned, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.888 | |
| CLLMModel Category=LLM-Prompt-Only, Backbone=GPT-4o, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.885 | |
| CTGANModel Category=GAN-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.874 | |
| CLLMModel Category=LLM-Prompt-Only, Backbone=GPT-4o-mini, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.826 | |
| TabMTModel Category=Autoregressive Models, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.822 |