# Outlier Explanation on SPECTF

Source: [Outlier Explanation on SPECTF](<https://www.sota2.com/research/sota/outlier-explanation-on-spectf>)

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

Data updated: 2026-02-26T05:35:45.212Z

Evaluation of model performance on providing explanations for outliers detected within the SPECTF dataset, measured by Average run time (seconds).

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 | Outlier Explanation |
| Dataset (including any stated split) | SPECTF |
| Metric | Average Run Time (s) |
| Unit | TIME |
| Direction | Lower 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 Run Time (s)](<https://www.sota2.com/research/sota/outlier-explanation-on-spectf.md?metric=Average%20Run%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Average Run Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline | 0.0059 | Not recorded | 693ba1736cfd488761a55125 |
| DCFO | 1.88 | Not recorded | 693ba1736cfd488761a55125 |
| EACE | 2.857 | Not recorded | 693ba1736cfd488761a55125 |
| BayCon | 17.9 | Not recorded | 693ba1736cfd488761a55125 |

### Baseline

Average Run Time (s): 0.0059. Result ID: 69996f915698665ec4dd8497.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

Recorded evaluation configuration: {"k":20}. This record does not assert independent reproduction.

### DCFO

Average Run Time (s): 1.88. Result ID: 69996f915698665ec4dd8494.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

Recorded evaluation configuration: {"k":20}. This record does not assert independent reproduction.

### EACE

Average Run Time (s): 2.857. Result ID: 69996f915698665ec4dd8496.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

Recorded evaluation configuration: {"k":20}. This record does not assert independent reproduction.

### BayCon

Average Run Time (s): 17.9. Result ID: 69996f915698665ec4dd8495.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

Recorded evaluation configuration: {"k":20}. This record does not assert independent reproduction.

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