# Fault Classification on Cryogenic fault scenarios n=200 (held-out)

Source: [Fault Classification on Cryogenic fault scenarios n=200 (held-out)](<https://www.sota2.com/research/sota/fault-classification-on-cryogenic-fault-scenarios-n-200-held-out>)

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

Data updated: 2026-07-08T07:14:34.490Z

Evaluation of Fault Classification performance on the held-out set of the Cryogenic fault scenarios dataset (n=200), reporting Classification accuracy and McNemar statistics.

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 | Fault Classification |
| Dataset (including any stated split) | Cryogenic fault scenarios n=200 (held-out) |
| Metric | Classification Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Classification Accuracy](<https://www.sota2.com/research/sota/fault-classification-on-cryogenic-fault-scenarios-n-200-held-out.md?metric=Classification%20Accuracy>): Higher is better; unit: PERCENT.

- [McNemar Statistic](<https://www.sota2.com/research/sota/fault-classification-on-cryogenic-fault-scenarios-n-200-held-out.md?metric=McNemar%20Statistic>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Classification Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Supervised RF | 98.5 | Not recorded | 6a4dd9b94da6617fe9198ca4 |
| Zero-shot agent | 68.5 | Not recorded | 6a4dd9b94da6617fe9198ca4 |

### Supervised RF

Classification Accuracy: 98.5. Result ID: 6a4df8ca60b88bb339d6e2e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b94da6617fe9198ca4.md>)

Recorded evaluation configuration: {"mode":"supervised"}. This record does not assert independent reproduction.

### Zero-shot agent

Classification Accuracy: 68.5. Result ID: 6a4df8ca60b88bb339d6e2df.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b94da6617fe9198ca4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b94da6617fe9198ca4.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

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