# Generative Modeling on adults

Source: [Generative Modeling on adults](<https://www.sota2.com/research/sota/generative-modeling-on-adults>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-14T07:00:28.842Z

Evaluation of generative models on the adults dataset, assessed using metrics such as KL divergence.

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 | Generative Modeling |
| Dataset (including any stated split) | adults |
| Metric | KL Divergence |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [KL Divergence](<https://www.sota2.com/research/sota/generative-modeling-on-adults.md?metric=KL%20Divergence>): Lower is better; unit: SCALAR.

## Recorded results

| Method | KL Divergence | Result date | Report paper |
| --- | --- | --- | --- |
| mahgenta | 5.832 | Not recorded | 68fa753e1e209131cea66bed |
| boltzmann | 6.444 | Not recorded | 68fa753e1e209131cea66bed |
| independent | 8.692 | Not recorded | 68fa753e1e209131cea66bed |

### mahgenta

KL Divergence: 5.832. Result ID: 69dde4e447f34ce924c4c8e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bed.md>)

Recorded evaluation configuration: {"Interaction Order":"3D+"}. This record does not assert independent reproduction.

### boltzmann

KL Divergence: 6.444. Result ID: 69dde4e447f34ce924c4c8df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bed.md>)

Recorded evaluation configuration: {"Interaction Order":"2D"}. This record does not assert independent reproduction.

### independent

KL Divergence: 8.692. Result ID: 69dde4e447f34ce924c4c8de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bed.md>)

Recorded evaluation configuration: {"Interaction Order":"1D"}. This record does not assert independent reproduction.

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