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

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

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

Data updated: 2026-03-04T08:44:56.685Z

Evaluation of Fairness-aware re-ranking performance using gain and utility metrics on the original split of the Real-world conference data Race dataset.

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 Race (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-race-original.md?metric=Macro%20Gain%20(%25)>): Higher is better; unit: PERCENT.

- [Micro Gain (%)](<https://www.sota2.com/research/sota/fairness-aware-re-ranking-on-real-world-conference-data-race-original.md?metric=Micro%20Gain%20(%25)>): Higher is better; unit: PERCENT.

- [Utility Gain (UGi) (%)](<https://www.sota2.com/research/sota/fairness-aware-re-ranking-on-real-world-conference-data-race-original.md?metric=Utility%20Gain%20(UGi)%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro Gain (%) | Result date | Report paper |
| --- | --- | --- | --- |
| Fair-PaperRec | 52.91 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 43.04 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 42.03 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 39.25 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 33.54 | Not recorded | 69a124dc2d603e6de3e3c206 |
| Fair-PaperRec | 24.81 | Not recorded | 69a124dc2d603e6de3e3c206 |

### Fair-PaperRec

Macro Gain (%): 52.91. Result ID: 69a7f1006dbb7075b94cda7d.

[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 (%): 43.04. Result ID: 69a7f1006dbb7075b94cda7c.

[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 (%): 42.03. Result ID: 69a7f1006dbb7075b94cda7b.

[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 (%): 39.25. Result ID: 69a7f1006dbb7075b94cda7a.

[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 (%): 33.54. Result ID: 69a7f1006dbb7075b94cda79.

[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 (%): 24.81. Result ID: 69a7f1006dbb7075b94cda78.

[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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