Tabular Data Utility on Default (test)
0.77AUCReal
Evaluation results
| Method | Links | |
|---|---|---|
| RealModel Category=Oracle, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.77 | |
| TabSynModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.764 | |
| RTFModel Category=Autoregressive Models, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.764 | |
| TabDDPMModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.763 | |
| GReaTModel Category=LLM-Finetuned, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.755 | |
| STaSyModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.749 | |
| TVAEModel Category=VAE-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.744 | |
| CTGANModel Category=GAN-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.736 | |
| CLLMModel Category=LLM-Prompt-Only, Backbone=GPT-4o, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.718 | |
| TabMTModel Category=Autoregressive Models, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.714 | |
| TABGEN-ICLModel Category=LLM-Prompt-Only, Backbone=GPT-4o, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.713 | |
| TABGEN-ICLModel Category=LLM-Prompt-Only, Backbone=GPT-4o-mini, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.628 | |
| CLLMModel Category=LLM-Prompt-Only, Backbone=GPT-4o-mini, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.557 | |
| CoDiModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.497 |