# Classification on SpectEW

Source: [Classification on SpectEW](<https://www.sota2.com/research/sota/classification-on-spectew>)

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

Data updated: 2026-02-26T05:28:25.333Z

Evaluation of Classification performance on the SpectEW dataset.

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 | Classification |
| Dataset (including any stated split) | SpectEW |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/classification-on-spectew.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Feature Count](<https://www.sota2.com/research/sota/classification-on-spectew.md?metric=Feature%20Count>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AAPSO | 0.9815 | Not recorded | 68fa6d301e209131cea383de |
| AIEOU | 0.9815 | Not recorded | 68fa6d301e209131cea383de |
| BSNDO | 0.9622 | Not recorded | 68fa6d301e209131cea383de |
| SSD+LAHC | 0.9515 | Not recorded | 68fa6d301e209131cea383de |
| ASGW | 0.87 | Not recorded | 68fa6d301e209131cea383de |
| ECWSA | 0.7984 | Not recorded | 68fa6d301e209131cea383de |

### AAPSO

Accuracy: 0.9815. Result ID: 698f81aa3a6c314849f96d0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d301e209131cea383de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d301e209131cea383de.md>)

[Implementation](<https://github.com/rishavpramanik/AAPSO>)

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

### AIEOU

Accuracy: 0.9815. Result ID: 698f81aa3a6c314849f96d0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d301e209131cea383de.md>)

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

### BSNDO

Accuracy: 0.9622. Result ID: 698f81aa3a6c314849f96d0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d301e209131cea383de.md>)

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

### SSD+LAHC

Accuracy: 0.9515. Result ID: 698f81aa3a6c314849f96d10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d301e209131cea383de.md>)

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

### ASGW

Accuracy: 0.87. Result ID: 698f81aa3a6c314849f96d12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d301e209131cea383de.md>)

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

### ECWSA

Accuracy: 0.7984. Result ID: 698f81aa3a6c314849f96d11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d301e209131cea383de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68461e209131cea1af4a.md>)

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

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