# Classification on Covertype (Accuracy, F1 Score)

Source: [Classification on Covertype (Accuracy, F1 Score)](<https://www.sota2.com/research/sota/classification-on-covertype-accuracy-f1-score>)

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

Data updated: 2026-05-26T09:58:52.266Z

Evaluation of classification performance on the Covertype dataset, reporting Accuracy and F1 Score.

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) | Covertype |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-covertype-accuracy-f1-score.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/classification-on-covertype-accuracy-f1-score.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Full Precision | 95.81 | Not recorded | 6a15291bdbd7150506f7df44 |
| QAT | 84.7 | Not recorded | 6a15291bdbd7150506f7df44 |
| QAT | 84.6 | Not recorded | 6a15291bdbd7150506f7df44 |
| NMP-QAT | 84.2 | Not recorded | 6a15291bdbd7150506f7df44 |
| QAT | 83.4 | Not recorded | 6a15291bdbd7150506f7df44 |
| PPSO | 82.9 | Not recorded | 6a15291bdbd7150506f7df44 |
| QAT | 81.6 | Not recorded | 6a15291bdbd7150506f7df44 |
| OWQ | 79.9 | Not recorded | 6a15291bdbd7150506f7df44 |

### Full Precision

Accuracy: 95.81. Result ID: 6a156e99fbc373592c0d55dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a15291bdbd7150506f7df44.md>)

Recorded evaluation configuration: {"Precision":"Full Precision"}. This record does not assert independent reproduction.

### QAT

Accuracy: 84.7. Result ID: 6a156e99fbc373592c0d55e1.

[Reporting paper](<https://www.sota2.com/research/paper/6a15291bdbd7150506f7df44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ed1e209131cea018a6.md>)

Recorded evaluation configuration: {"Bit-width":"8-bit"}. This record does not assert independent reproduction.

### QAT

Accuracy: 84.6. Result ID: 6a156e99fbc373592c0d55e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a15291bdbd7150506f7df44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ed1e209131cea018a6.md>)

Recorded evaluation configuration: {"Bit-width":"4-bit"}. This record does not assert independent reproduction.

### NMP-QAT

Accuracy: 84.2. Result ID: 6a156e99fbc373592c0d55e4.

[Reporting paper](<https://www.sota2.com/research/paper/6a15291bdbd7150506f7df44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15291bdbd7150506f7df44.md>)

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

### QAT

Accuracy: 83.4. Result ID: 6a156e99fbc373592c0d55df.

[Reporting paper](<https://www.sota2.com/research/paper/6a15291bdbd7150506f7df44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ed1e209131cea018a6.md>)

Recorded evaluation configuration: {"Bit-width":"1.58-bit"}. This record does not assert independent reproduction.

### PPSO

Accuracy: 82.9. Result ID: 6a156e99fbc373592c0d55e2.

[Reporting paper](<https://www.sota2.com/research/paper/6a15291bdbd7150506f7df44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5da51e209131ce9dbdc4.md>)

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

### QAT

Accuracy: 81.6. Result ID: 6a156e99fbc373592c0d55de.

[Reporting paper](<https://www.sota2.com/research/paper/6a15291bdbd7150506f7df44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ed1e209131cea018a6.md>)

Recorded evaluation configuration: {"Bit-width":"1-bit"}. This record does not assert independent reproduction.

### OWQ

Accuracy: 79.9. Result ID: 6a156e99fbc373592c0d55e3.

[Reporting paper](<https://www.sota2.com/research/paper/6a15291bdbd7150506f7df44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71eb1e209131cea538c3.md>)

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

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