# Fairness-aware re-ranking on Real-world conference data Country (original)

Source: [Fairness-aware re-ranking on Real-world conference data Country (original)](<https://www.sota2.com/research/sota/fairness-aware-re-ranking-on-real-world-conference-data-country-original>)

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

Data updated: 2026-03-04T08:44:56.663Z

Evaluation of fairness-aware re-ranking performance using the original split of the Real-world conference data Country dataset, measured by gain and utility metrics.

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-aware re-ranking |
| Dataset (including any stated split) | Real-world conference data Country (original) |
| Metric | Macro Gain |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Macro Gain](<https://www.sota2.com/research/sota/fairness-aware-re-ranking-on-real-world-conference-data-country-original.md?metric=Macro%20Gain>): Higher is better; unit: PERCENT.

- [Micro Gain](<https://www.sota2.com/research/sota/fairness-aware-re-ranking-on-real-world-conference-data-country-original.md?metric=Micro%20Gain>): Higher is better; unit: PERCENT.

- [Utility Gain (UGi)](<https://www.sota2.com/research/sota/fairness-aware-re-ranking-on-real-world-conference-data-country-original.md?metric=Utility%20Gain%20(UGi)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro Gain | Result date | Report paper |
| --- | --- | --- | --- |
| Fair-PaperRec | 14.8 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 13.86 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 13.6 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 12.67 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 10.77 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 7.71 | Not recorded | 69a124dc2d603e6de3e3c206 |

### Fair-PaperRec

Macro Gain: 14.8. Result ID: 69a7f1006dbb7075b94cda76.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

Recorded evaluation configuration: {"λ":"5"}. This record does not assert independent reproduction.

### Fair-PaperRec

Macro Gain: 13.86. Result ID: 69a7f1006dbb7075b94cda77.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

Recorded evaluation configuration: {"λ":"10"}. This record does not assert independent reproduction.

### Fair-PaperRec

Macro Gain: 13.6. Result ID: 69a7f1006dbb7075b94cda75.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

Recorded evaluation configuration: {"λ":"3"}. This record does not assert independent reproduction.

### Fair-PaperRec

Macro Gain: 12.67. Result ID: 69a7f1006dbb7075b94cda74.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

Recorded evaluation configuration: {"λ":"2.5"}. This record does not assert independent reproduction.

### Fair-PaperRec

Macro Gain: 10.77. Result ID: 69a7f1006dbb7075b94cda73.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

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

### Fair-PaperRec

Macro Gain: 7.71. Result ID: 69a7f1006dbb7075b94cda72.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a124dc2d603e6de3e3c206.md>)

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

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