# Contextual Auction on Setting (A) 2x5

Source: [Contextual Auction on Setting (A) 2x5](<https://www.sota2.com/research/sota/contextual-auction-on-setting-a-2x5>)

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

Data updated: 2026-02-26T05:35:42.490Z

Evaluation of models on the Setting (A) 2x5 configuration for Contextual Auction, measuring Average Revenue and Ratio of Randomized Allocations.

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 | Contextual Auction |
| Dataset (including any stated split) | Setting (A) 2x5 |
| Metric | Average Revenue |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Average Revenue](<https://www.sota2.com/research/sota/contextual-auction-on-setting-a-2x5.md?metric=Average%20Revenue>): Higher is better; unit: SCALAR.

- [Ratio of Randomized Allocations](<https://www.sota2.com/research/sota/contextual-auction-on-setting-a-2x5.md?metric=Ratio%20of%20Randomized%20Allocations>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Average Revenue | Result date | Report paper |
| --- | --- | --- | --- |
| CITransNet | 1.177 | Not recorded | 68fa71dd1e209131cea536c4 |
| AMenuNet | 1.1539 | Not recorded | 68fa71dd1e209131cea536c4 |
| Item-Myerson | 1.07 | Not recorded | 68fa71dd1e209131cea536c4 |
| VCG | 0.7221 | Not recorded | 68fa71dd1e209131cea536c4 |

### CITransNet

Average Revenue: 1.177. Result ID: 6991ff053a6c3148490bee9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e671e209131cea3fc15.md>)

Recorded evaluation configuration: {"DSIC":"No"}. This record does not assert independent reproduction.

### AMenuNet

Average Revenue: 1.1539. Result ID: 6991ff053a6c3148490beea0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Implementation](<https://github.com/Haoran0301/AMenuNet>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

### Item-Myerson

Average Revenue: 1.07. Result ID: 6991ff053a6c3148490bee9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

### VCG

Average Revenue: 0.7221. Result ID: 6991ff053a6c3148490bee9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

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