# Fairness Repair on Simulated GMM dataset (On-Sample)

Source: [Fairness Repair on Simulated GMM dataset (On-Sample)](<https://www.sota2.com/research/sota/fairness-repair-on-simulated-gmm-dataset-on-sample>)

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

Data updated: 2026-03-11T07:35:15.389Z

Evaluation of fairness repair techniques applied to the on-sample subset of the Simulated GMM dataset, reporting disparity metrics such as log E^ and Damage.

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 | Fairness Repair |
| Dataset (including any stated split) | Simulated GMM dataset (On-Sample) |
| Metric | Log Disparity E^ |
| 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

- [Log Disparity E^](<https://www.sota2.com/research/sota/fairness-repair-on-simulated-gmm-dataset-on-sample.md?metric=Log%20Disparity%20E%5E>): Lower is better; unit: SCALAR.

- [Damage](<https://www.sota2.com/research/sota/fairness-repair-on-simulated-gmm-dataset-on-sample.md?metric=Damage>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Log Disparity E^ | Result date | Report paper |
| --- | --- | --- | --- |
| Distributional | 4.491 | Not recorded | 68fa5c5f1e209131ce9d0630 |
| Geometric | 8.365 | Not recorded | 68fa5c5f1e209131ce9d0630 |
| Stick-Breaking Repair | 13.55 | Not recorded | 68fa5c5f1e209131ce9d0630 |

### Distributional

Log Disparity E^: 4.491. Result ID: 69b11b326dbb7075b95b31ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c5f1e209131ce9d0630.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5b8d1e209131ce9c9485.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Geometric

Log Disparity E^: 8.365. Result ID: 69b11b326dbb7075b95b31fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c5f1e209131ce9d0630.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62001e209131ce9f71b2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Stick-Breaking Repair

Log Disparity E^: 13.55. Result ID: 69b11b326dbb7075b95b3200.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c5f1e209131ce9d0630.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c5f1e209131ce9d0630.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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