# Tabular Data Generation on 6 Standard Datasets (Adult, Default, Shoppers, Magic, Beijing, News) Source: [Tabular Data Generation on 6 Standard Datasets (Adult, Default, Shoppers, Magic, Beijing, News)]() Collection index: [llms.txt]() Data updated: 2026-05-19T11:12:28.330Z Evaluation of tabular data generation models across six standard datasets: Adult, Default, Shoppers, Magic, Beijing, and News, reporting individual dataset scores, an overall average, and a ranking metric. 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 Generation | | Dataset (including any stated split) | 6 standard data sets Adult, Default, Shoppers, Magic, Beijing, News | | Metric | Adult Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Adult Score](): Higher is better; unit: PERCENT. - [Default Score](): Higher is better; unit: PERCENT. - [Shoppers Score](): Higher is better; unit: PERCENT. - [Magic Score](): Higher is better; unit: PERCENT. - [Beijing Score](): Higher is better; unit: PERCENT. - [News Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Ranking](): Lower is better; unit: SCALAR. ## Recorded results | Method | Adult Score | Result date | Report paper | | --- | --- | --- | --- | | TABSYN | 99.19 | Not recorded | 6a0beee9dbc836b87d82c83c | | VAETABKDE | 98.39 | Not recorded | 6a0beee9dbc836b87d82c83c | | TVAE | 98.17 | Not recorded | 6a0beee9dbc836b87d82c83c | | SIMPLE-KDE | 98.1 | Not recorded | 6a0beee9dbc836b87d82c83c | | COPULADIFF | 98.09 | Not recorded | 6a0beee9dbc836b87d82c83c | | CORETABKDE | 98.01 | Not recorded | 6a0beee9dbc836b87d82c83c | | TabDDPM | 96.36 | Not recorded | 6a0beee9dbc836b87d82c83c | | RANDCORETABKDE | 95.67 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABKDE | 94.46 | Not recorded | 6a0beee9dbc836b87d82c83c | | SMOTE | 92.83 | Not recorded | 6a0beee9dbc836b87d82c83c | | VAESIMPLEKDE | 88.21 | Not recorded | 6a0beee9dbc836b87d82c83c | | STaSy | 82.87 | Not recorded | 6a0beee9dbc836b87d82c83c | | CTGAN | 77.74 | Not recorded | 6a0beee9dbc836b87d82c83c | | CoDi | 77.58 | Not recorded | 6a0beee9dbc836b87d82c83c | | GReaT | 55.79 | Not recorded | 6a0beee9dbc836b87d82c83c | | GOGGLE | 50.68 | Not recorded | 6a0beee9dbc836b87d82c83c | ### TABSYN Adult Score: 99.19. Result ID: 6a0c4525fbc373592c033dea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduction":"true"}. This record does not assert independent reproduction. ### VAETABKDE Adult Score: 98.39. Result ID: 6a0c4525fbc373592c033ded. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TVAE Adult Score: 98.17. Result ID: 6a0c4525fbc373592c033de4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SIMPLE-KDE Adult Score: 98.1. Result ID: 6a0c4525fbc373592c033dee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPULADIFF Adult Score: 98.09. Result ID: 6a0c4525fbc373592c033deb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CORETABKDE Adult Score: 98.01. Result ID: 6a0c4525fbc373592c033df0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabDDPM Adult Score: 96.36. Result ID: 6a0c4525fbc373592c033de9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RANDCORETABKDE Adult Score: 95.67. Result ID: 6a0c4525fbc373592c033def. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TABKDE Adult Score: 94.46. Result ID: 6a0c4525fbc373592c033df1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SMOTE Adult Score: 92.83. Result ID: 6a0c4525fbc373592c033de2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduction":"true"}. This record does not assert independent reproduction. ### VAESIMPLEKDE Adult Score: 88.21. Result ID: 6a0c4525fbc373592c033dec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STaSy Adult Score: 82.87. Result ID: 6a0c4525fbc373592c033de7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CTGAN Adult Score: 77.74. Result ID: 6a0c4525fbc373592c033de3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoDi Adult Score: 77.58. Result ID: 6a0c4525fbc373592c033de8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GReaT Adult Score: 55.79. Result ID: 6a0c4525fbc373592c033de6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOGGLE Adult Score: 50.68. Result ID: 6a0c4525fbc373592c033de5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.