# Classification on Fitness (test)

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

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

Data updated: 2026-03-23T11:25:55.057Z

Evaluation of Classification performance on the test split of the Fitness 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) | Fitness (test) |
| Metric | Accuracy (FNS) |
| 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 (FNS)](<https://www.sota2.com/research/sota/classification-on-fitness-test.md?metric=Accuracy%20(FNS)>): Higher is better; unit: PERCENT.

- [Time (FNS) (s)](<https://www.sota2.com/research/sota/classification-on-fitness-test.md?metric=Time%20(FNS)%20(s)>): Lower is better; unit: TIME.

- [Accuracy (NS)](<https://www.sota2.com/research/sota/classification-on-fitness-test.md?metric=Accuracy%20(NS)>): Higher is better; unit: PERCENT.

- [Time (NS) (s)](<https://www.sota2.com/research/sota/classification-on-fitness-test.md?metric=Time%20(NS)%20(s)>): Lower is better; unit: TIME.

- [Accuracy (RD)](<https://www.sota2.com/research/sota/classification-on-fitness-test.md?metric=Accuracy%20(RD)>): Higher is better; unit: PERCENT.

- [Time (RD) (s)](<https://www.sota2.com/research/sota/classification-on-fitness-test.md?metric=Time%20(RD)%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Accuracy (FNS) | Result date | Report paper |
| --- | --- | --- | --- |
| Best R\_A | 67.3 | Not recorded | 69c0c8e30636e5bf4afc39f4 |
| Best R\_T | 65.6 | Not recorded | 69c0c8e30636e5bf4afc39f4 |
| Best R\_B | 65.6 | Not recorded | 69c0c8e30636e5bf4afc39f4 |
| Baseline | 32.6 | Not recorded | 69c0c8e30636e5bf4afc39f4 |

### Best R\_A

Accuracy (FNS): 67.3. Result ID: 69c1233b47f34ce924a995af.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8e30636e5bf4afc39f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c8e30636e5bf4afc39f4.md>)

Recorded evaluation configuration: {"Model":"Best R\_A"}. This record does not assert independent reproduction.

### Best R\_T

Accuracy (FNS): 65.6. Result ID: 69c1233b47f34ce924a995b0.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8e30636e5bf4afc39f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c8e30636e5bf4afc39f4.md>)

Recorded evaluation configuration: {"Model":"Best R\_T"}. This record does not assert independent reproduction.

### Best R\_B

Accuracy (FNS): 65.6. Result ID: 69c1233b47f34ce924a995b1.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8e30636e5bf4afc39f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c8e30636e5bf4afc39f4.md>)

Recorded evaluation configuration: {"Model":"Best R\_B"}. This record does not assert independent reproduction.

### Baseline

Accuracy (FNS): 32.6. Result ID: 69c1233b47f34ce924a995ae.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8e30636e5bf4afc39f4.md>)

Recorded evaluation configuration: {"Model":"Baseline"}. This record does not assert independent reproduction.

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