# Agent Selection on 300 tasks (evaluation)

Source: [Agent Selection on 300 tasks (evaluation)](<https://www.sota2.com/research/sota/agent-selection-on-300-tasks-evaluation>)

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

Data updated: 2026-04-21T08:42:27.945Z

Evaluation of agent selection capabilities using the 300 tasks dataset, measured by Average Quality and Selection Accuracy.

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 | Agent Selection |
| Dataset (including any stated split) | 300 tasks (evaluation) |
| Metric | Average Quality |
| Unit | PERCENT |
| 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 Quality](<https://www.sota2.com/research/sota/agent-selection-on-300-tasks-evaluation.md?metric=Average%20Quality>): Higher is better; unit: PERCENT.

- [Selection Accuracy](<https://www.sota2.com/research/sota/agent-selection-on-300-tasks-evaluation.md?metric=Selection%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Quality | Result date | Report paper |
| --- | --- | --- | --- |
| Static-Best | 75.1 | Not recorded | 68fa7ba31e209131cea898a3 |
| MetaOrch | 73.1 | Not recorded | 68fa7ba31e209131cea898a3 |
| Round-Robin | 70.3 | Not recorded | 68fa7ba31e209131cea898a3 |
| Random | 69.7 | Not recorded | 68fa7ba31e209131cea898a3 |

### Static-Best

Average Quality: 75.1. Result ID: 69e7386b47f34ce924cd808f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea898a3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MetaOrch

Average Quality: 73.1. Result ID: 69e7386b47f34ce924cd808c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea898a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea898a3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Round-Robin

Average Quality: 70.3. Result ID: 69e7386b47f34ce924cd808e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea898a3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Random

Average Quality: 69.7. Result ID: 69e7386b47f34ce924cd808d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea898a3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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