# Classification on hiva agnostic

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

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

Data updated: 2026-02-26T05:27:21.321Z

Evaluation of general Classification performance on the hiva agnostic dataset, reporting 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 | Classification |
| Dataset (including any stated split) | hiva agnostic |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

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

- [Restarting Times](<https://www.sota2.com/research/sota/classification-on-hiva-agnostic.md?metric=Restarting%20Times>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GAGA | 97.3 | Not recorded | 68fa59a81e209131ce9b910d |
| MOSPL | 94.4 | Not recorded | 68fa59a81e209131ce9b910d |
| ACS | 71.3 | Not recorded | 68fa59a81e209131ce9b910d |
| Original | 68.1 | Not recorded | 68fa59a81e209131ce9b910d |

### GAGA

Accuracy: 97.3. Result ID: 698c60ab37894ef7d9cdf02b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59a81e209131ce9b910d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59a81e209131ce9b910d.md>)

Recorded evaluation configuration: {"C":0.5,"gamma":0.2,"regularizer":"mixture SP"}. This record does not assert independent reproduction.

### MOSPL

Accuracy: 94.4. Result ID: 698c60ab37894ef7d9cdf02a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59a81e209131ce9b910d.md>)

Recorded evaluation configuration: {"C":0.5,"gamma":0.2,"regularizer":"mixture SP"}. This record does not assert independent reproduction.

### ACS

Accuracy: 71.3. Result ID: 698c60ab37894ef7d9cdf029.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59a81e209131ce9b910d.md>)

Recorded evaluation configuration: {"C":0.5,"gamma":0.2,"regularizer":"mixture SP"}. This record does not assert independent reproduction.

### Original

Accuracy: 68.1. Result ID: 698c60ab37894ef7d9cdf028.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59a81e209131ce9b910d.md>)

Recorded evaluation configuration: {"C":0.5,"gamma":0.2,"regularizer":"mixture SP"}. This record does not assert independent reproduction.

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