# Fairness Repair on Adult (Off-Sample)

Source: [Fairness Repair on Adult (Off-Sample)](<https://www.sota2.com/research/sota/fairness-repair-on-adult-off-sample>)

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

Data updated: 2026-03-11T07:35:15.362Z

Evaluation of fairness repair methodologies applied to the off-sample subset of the Adult dataset, reporting the resulting E-hat disparity 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 | Fairness Repair |
| Dataset (including any stated split) | Adult (Off-Sample) |
| Metric | E-hat Disparity |
| Unit | PERCENT |
| 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

- [E-hat Disparity](<https://www.sota2.com/research/sota/fairness-repair-on-adult-off-sample.md?metric=E-hat%20Disparity>): Lower is better; unit: PERCENT.

## Recorded results

| Method | E-hat Disparity | Result date | Report paper |
| --- | --- | --- | --- |
| Stick-Breaking Repair | 13.74 | Not recorded | 68fa5c5f1e209131ce9d0630 |
| Stick-Breaking Repair | 21.03 | Not recorded | 68fa5c5f1e209131ce9d0630 |
| Stick-Breaking Repair | 30.18 | Not recorded | 68fa5c5f1e209131ce9d0630 |

### Stick-Breaking Repair

E-hat Disparity: 13.74. Result ID: 69b11b326dbb7075b95b31fb.

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

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

Recorded evaluation configuration: {"Feature":"Age"}. This record does not assert independent reproduction.

### Stick-Breaking Repair

E-hat Disparity: 21.03. Result ID: 69b11b326dbb7075b95b31fc.

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

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

Recorded evaluation configuration: {"Feature":"Capital Gain"}. This record does not assert independent reproduction.

### Stick-Breaking Repair

E-hat Disparity: 30.18. Result ID: 69b11b326dbb7075b95b31fd.

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

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

Recorded evaluation configuration: {"Feature":"Capital Loss"}. This record does not assert independent reproduction.

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