# Outlier Detection on 25-7-1-8 (test)

Source: [Outlier Detection on 25-7-1-8 (test)](<https://www.sota2.com/research/sota/outlier-detection-on-25-7-1-8-test>)

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

Data updated: 2026-02-26T05:54:06.542Z

Evaluation of Outlier Detection performance on the test split of the 25-7-1-8 dataset, measured by OPP and 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 | Outlier Detection |
| Dataset (including any stated split) | 25-7-1-8 (test) |
| Metric | OPP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [OPP](<https://www.sota2.com/research/sota/outlier-detection-on-25-7-1-8-test.md?metric=OPP>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/outlier-detection-on-25-7-1-8-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | OPP | Result date | Report paper |
| --- | --- | --- | --- |
| Scalable WSI | 96.68 | Not recorded | 68fa6c131e209131cea31f5c |
| Scalable WSI | 96.31 | Not recorded | 68fa6c131e209131cea31f5c |
| DeConf | 93.37 | Not recorded | 68fa6c131e209131cea31f5c |
| GloVe | 93.31 | Not recorded | 68fa6c131e209131cea31f5c |
| word2vec | 93.31 | Not recorded | 68fa6c131e209131cea31f5c |

### Scalable WSI

OPP: 96.68. Result ID: 698ec7e2ffc3901de0a11520.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f5c.md>)

[Implementation](<https://www.sota2.com/github.com/allenai/WSIatScale>)

Recorded evaluation configuration: {"Architecture":"CBOW"}. This record does not assert independent reproduction.

### Scalable WSI

OPP: 96.31. Result ID: 698ec7e2ffc3901de0a1151f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f5c.md>)

[Implementation](<https://www.sota2.com/github.com/allenai/WSIatScale>)

Recorded evaluation configuration: {"Architecture":"Skip-gram"}. This record does not assert independent reproduction.

### DeConf

OPP: 93.37. Result ID: 698ec7e2ffc3901de0a1151e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a11e209131ce9fa5b8.md>)

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

### GloVe

OPP: 93.31. Result ID: 698ec7e2ffc3901de0a1151c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f5c.md>)

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

### word2vec

OPP: 93.31. Result ID: 698ec7e2ffc3901de0a1151d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

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

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