# Allocative Efficiency Prediction on Double Auction AE Round 1 (test)

Source: [Allocative Efficiency Prediction on Double Auction AE Round 1 (test)](<https://www.sota2.com/research/sota/allocative-efficiency-prediction-on-double-auction-ae-round-1-test>)

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

Data updated: 2026-04-21T12:46:24.486Z

Evaluation of models on the Double Auction AE Round 1 test set, measured by Mean Absolute Percentage Error (MAPE).

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 | Allocative Efficiency Prediction |
| Dataset (including any stated split) | Double Auction AE Round 1 (test) |
| Metric | MAPE |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [MAPE](<https://www.sota2.com/research/sota/allocative-efficiency-prediction-on-double-auction-ae-round-1-test.md?metric=MAPE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAPE | Result date | Report paper |
| --- | --- | --- | --- |
| GBT | 10.2 | Not recorded | 69e704df7d0172140ec7f0a7 |
| GBT | 10.4 | Not recorded | 69e704df7d0172140ec7f0a7 |
| CEMH | 10.5 | Not recorded | 69e704df7d0172140ec7f0a7 |
| CEMH | 11.6 | Not recorded | 69e704df7d0172140ec7f0a7 |
| GBT | 13.1 | Not recorded | 69e704df7d0172140ec7f0a7 |
| OB-RLM | 16.4 | Not recorded | 69e704df7d0172140ec7f0a7 |
| OB-RLM | 16.6 | Not recorded | 69e704df7d0172140ec7f0a7 |
| GBT | 16.8 | Not recorded | 69e704df7d0172140ec7f0a7 |
| CEMH | 17.3 | Not recorded | 69e704df7d0172140ec7f0a7 |
| CEMH | 18.1 | Not recorded | 69e704df7d0172140ec7f0a7 |
| OB-RLM | 18.5 | Not recorded | 69e704df7d0172140ec7f0a7 |
| OB-RLM | 21.6 | Not recorded | 69e704df7d0172140ec7f0a7 |
| EMH | 23.1 | Not recorded | 69e704df7d0172140ec7f0a7 |
| EMH | 39 | Not recorded | 69e704df7d0172140ec7f0a7 |
| EMH | 39.4 | Not recorded | 69e704df7d0172140ec7f0a7 |
| EMH | 50 | Not recorded | 69e704df7d0172140ec7f0a7 |

### GBT

MAPE: 10.2. Result ID: 69e7708047f34ce924cf2005.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"Market size":"Large"}. This record does not assert independent reproduction.

### GBT

MAPE: 10.4. Result ID: 69e7708047f34ce924cf1ffd.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

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

### CEMH

MAPE: 10.5. Result ID: 69e7708047f34ce924cf2003.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"Market size":"Large"}. This record does not assert independent reproduction.

### CEMH

MAPE: 11.6. Result ID: 69e7708047f34ce924cf1ffb.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

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

### GBT

MAPE: 13.1. Result ID: 69e7708047f34ce924cf2001.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"Market size":"Small"}. This record does not assert independent reproduction.

### OB-RLM

MAPE: 16.4. Result ID: 69e7708047f34ce924cf1ffc.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

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

### OB-RLM

MAPE: 16.6. Result ID: 69e7708047f34ce924cf2004.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"Market size":"Large"}. This record does not assert independent reproduction.

### GBT

MAPE: 16.8. Result ID: 69e7708047f34ce924cf1ff9.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"# realizations":"0"}. This record does not assert independent reproduction.

### CEMH

MAPE: 17.3. Result ID: 69e7708047f34ce924cf1ff7.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"# realizations":"0"}. This record does not assert independent reproduction.

### CEMH

MAPE: 18.1. Result ID: 69e7708047f34ce924cf1fff.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"Market size":"Small"}. This record does not assert independent reproduction.

### OB-RLM

MAPE: 18.5. Result ID: 69e7708047f34ce924cf2000.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"Market size":"Small"}. This record does not assert independent reproduction.

### OB-RLM

MAPE: 21.6. Result ID: 69e7708047f34ce924cf1ff8.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"# realizations":"0"}. This record does not assert independent reproduction.

### EMH

MAPE: 23.1. Result ID: 69e7708047f34ce924cf1ffe.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"Market size":"Small"}. This record does not assert independent reproduction.

### EMH

MAPE: 39. Result ID: 69e7708047f34ce924cf1ffa.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

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

### EMH

MAPE: 39.4. Result ID: 69e7708047f34ce924cf2002.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"Market size":"Large"}. This record does not assert independent reproduction.

### EMH

MAPE: 50. Result ID: 69e7708047f34ce924cf1ff6.

[Reporting paper](<https://www.sota2.com/research/paper/69e704df7d0172140ec7f0a7.md>)

Recorded evaluation configuration: {"# realizations":"0"}. This record does not assert independent reproduction.

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