# Tabular Data Utility on Adult (test) Source: [Tabular Data Utility on Adult (test)]() Collection index: [llms.txt]() Data updated: 2026-05-27T09:14:54.035Z Evaluation of model utility when applied to the test split of the Adult tabular dataset, measured using metrics like AUC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Tabular Data Utility | | Dataset (including any stated split) | Adult (test) | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Real | 0.927 | Not recorded | 68fa77241e209131cea7158f | | RTF | 0.925 | Not recorded | 68fa77241e209131cea7158f | | GReaT | 0.913 | Not recorded | 68fa77241e209131cea7158f | | TabDDPM | 0.911 | Not recorded | 68fa77241e209131cea7158f | | TabSyn | 0.904 | Not recorded | 68fa77241e209131cea7158f | | STaSy | 0.903 | Not recorded | 68fa77241e209131cea7158f | | TABGEN-ICL | 0.894 | Not recorded | 68fa77241e209131cea7158f | | TABGEN-ICL | 0.892 | Not recorded | 68fa77241e209131cea7158f | | CLLM | 0.891 | Not recorded | 68fa77241e209131cea7158f | | CLLM | 0.879 | Not recorded | 68fa77241e209131cea7158f | | CTGAN | 0.874 | Not recorded | 68fa77241e209131cea7158f | | TabMT | 0.873 | Not recorded | 68fa77241e209131cea7158f | | TVAE | 0.846 | Not recorded | 68fa77241e209131cea7158f | | CoDi | 0.829 | Not recorded | 68fa77241e209131cea7158f | | PATE-TabTransGAN | 0.6487 | Not recorded | 6a167a88dbd7150506f7ff94 | | DP-GAN | 0.5189 | Not recorded | 6a167a88dbd7150506f7ff94 | | DP-CTGAN | 0.5097 | Not recorded | 6a167a88dbd7150506f7ff94 | | PATE-GAN | 0.5008 | Not recorded | 6a167a88dbd7150506f7ff94 | ### Real AUC: 0.927. Result ID: 699469ce3a6c3148491d1406. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Oracle","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### RTF AUC: 0.925. Result ID: 699469ce3a6c3148491d140d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Autoregressive Models","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### GReaT AUC: 0.913. Result ID: 699469ce3a6c3148491d140f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"LLM-Finetuned","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### TabDDPM AUC: 0.911. Result ID: 699469ce3a6c3148491d140b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Diffusion-based","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### TabSyn AUC: 0.904. Result ID: 699469ce3a6c3148491d140c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Diffusion-based","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### STaSy AUC: 0.903. Result ID: 699469ce3a6c3148491d1409. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Diffusion-based","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### TABGEN-ICL AUC: 0.894. Result ID: 699469ce3a6c3148491d1411. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"LLM-Prompt-Only","Backbone":"GPT-4o-mini","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### TABGEN-ICL AUC: 0.892. Result ID: 699469ce3a6c3148491d1413. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"LLM-Prompt-Only","Backbone":"GPT-4o","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### CLLM AUC: 0.891. Result ID: 699469ce3a6c3148491d1412. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"LLM-Prompt-Only","Backbone":"GPT-4o","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### CLLM AUC: 0.879. Result ID: 699469ce3a6c3148491d1410. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"LLM-Prompt-Only","Backbone":"GPT-4o-mini","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### CTGAN AUC: 0.874. Result ID: 699469ce3a6c3148491d1408. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"GAN-based","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### TabMT AUC: 0.873. Result ID: 699469ce3a6c3148491d140e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Autoregressive Models","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### TVAE AUC: 0.846. Result ID: 699469ce3a6c3148491d1407. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"VAE-based","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### CoDi AUC: 0.829. Result ID: 699469ce3a6c3148491d140a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Diffusion-based","Evaluation Protocol":"TSTR (XGBoost)"}. This record does not assert independent reproduction. ### PATE-TabTransGAN AUC: 0.6487. Result ID: 6a16b5fefbc373592c101a2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"privacy\_budget\_epsilon":"3","privacy\_budget\_delta":"10-5","protocol":"TSTR"}. This record does not assert independent reproduction. ### DP-GAN AUC: 0.5189. Result ID: 6a16b5fefbc373592c101a2a. [Reporting paper]() Recorded evaluation configuration: {"privacy\_budget\_epsilon":"3","privacy\_budget\_delta":"10-5","protocol":"TSTR"}. This record does not assert independent reproduction. ### DP-CTGAN AUC: 0.5097. Result ID: 6a16b5fefbc373592c101a2c. [Reporting paper]() Recorded evaluation configuration: {"privacy\_budget\_epsilon":"3","privacy\_budget\_delta":"10-5","protocol":"TSTR"}. This record does not assert independent reproduction. ### PATE-GAN AUC: 0.5008. Result ID: 6a16b5fefbc373592c101a2b. [Reporting paper]() Recorded evaluation configuration: {"privacy\_budget\_epsilon":"3","privacy\_budget\_delta":"10-5","protocol":"TSTR"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.