# Operational Triage on CIFAR-10 (test)

Source: [Operational Triage on CIFAR-10 (test)](<https://www.sota2.com/research/sota/operational-triage-on-cifar-10-test>)

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

Data updated: 2026-06-29T06:50:24.870Z

Evaluation of Operational Triage performance on the CIFAR-10 test set, measured by sample averages and success/definitive rates.

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 | Operational Triage |
| Dataset (including any stated split) | CIFAR-10 (test) |
| Metric | Average Samples |
| 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 Samples](<https://www.sota2.com/research/sota/operational-triage-on-cifar-10-test.md?metric=Average%20Samples>): Higher is better; unit: SCALAR.

- [Average Samples in Bin A](<https://www.sota2.com/research/sota/operational-triage-on-cifar-10-test.md?metric=Average%20Samples%20in%20Bin%20A>): Higher is better; unit: SCALAR.

- [Success Rate](<https://www.sota2.com/research/sota/operational-triage-on-cifar-10-test.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

- [Definitive Rate](<https://www.sota2.com/research/sota/operational-triage-on-cifar-10-test.md?metric=Definitive%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Samples | Result date | Report paper |
| --- | --- | --- | --- |
| Cohen-10k (Ref) | 10000 | Not recorded | 6a41fc22206542251d7ccbdb |
| KT Prior (Fixed) | 1733.2 | Not recorded | 6a41fc22206542251d7ccbdb |
| Tiered Spec Race | 1448.8 | Not recorded | 6a41fc22206542251d7ccbdb |
| Relaxed Tiered Cascade | 710.5 | Not recorded | 6a41fc22206542251d7ccbdb |

### Cohen-10k (Ref)

Average Samples: 10000. Result ID: 6a4215a9fbc373592c86b7c9.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf72.md>)

Recorded evaluation configuration: {"Sigma":"1.0","N":"3000"}. This record does not assert independent reproduction.

### KT Prior (Fixed)

Average Samples: 1733.2. Result ID: 6a4215a9fbc373592c86b7ca.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

Recorded evaluation configuration: {"Sigma":"1.0","N":"3000"}. This record does not assert independent reproduction.

### Tiered Spec Race

Average Samples: 1448.8. Result ID: 6a4215a9fbc373592c86b7cb.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

Recorded evaluation configuration: {"Sigma":"1.0","N":"3000"}. This record does not assert independent reproduction.

### Relaxed Tiered Cascade

Average Samples: 710.5. Result ID: 6a4215a9fbc373592c86b7cc.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

Recorded evaluation configuration: {"Sigma":"1.0","N":"3000"}. This record does not assert independent reproduction.

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