# Classification on PVPS Primary political axes (test)

Source: [Classification on PVPS Primary political axes (test)](<https://www.sota2.com/research/sota/classification-on-pvps-primary-political-axes-test>)

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

Data updated: 2026-05-13T06:33:21.681Z

Evaluation of Classification performance on the test split of the PVPS Primary political axes dataset, reporting metrics for Group A and Group B performance.

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) | PVPS Primary political axes (test) |
| Metric | Group A Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

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

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

## Recorded results

| Method | Group A Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PVPS classifier | 81.6 | Not recorded | 6a040577dbc836b87d827430 |
| PVPS classifier | 79.8 | Not recorded | 6a040577dbc836b87d827430 |
| PVPS classifier | 68.7 | Not recorded | 6a040577dbc836b87d827430 |

### PVPS classifier

Group A Accuracy: 81.6. Result ID: 6a041af447f34ce924e96476.

[Reporting paper](<https://www.sota2.com/research/paper/6a040577dbc836b87d827430.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a040577dbc836b87d827430.md>)

Recorded evaluation configuration: {"Axis":"IDEOLOGY","Classifier Pipeline":"main PVPS classifier","Statistic":"medians across 10 seeds"}. This record does not assert independent reproduction.

### PVPS classifier

Group A Accuracy: 79.8. Result ID: 6a041af447f34ce924e96477.

[Reporting paper](<https://www.sota2.com/research/paper/6a040577dbc836b87d827430.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a040577dbc836b87d827430.md>)

Recorded evaluation configuration: {"Axis":"THERMOMETER","Classifier Pipeline":"main PVPS classifier","Statistic":"medians across 10 seeds"}. This record does not assert independent reproduction.

### PVPS classifier

Group A Accuracy: 68.7. Result ID: 6a041af447f34ce924e96478.

[Reporting paper](<https://www.sota2.com/research/paper/6a040577dbc836b87d827430.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a040577dbc836b87d827430.md>)

Recorded evaluation configuration: {"Axis":"PARTY","Classifier Pipeline":"main PVPS classifier","Statistic":"medians across 10 seeds"}. This record does not assert independent reproduction.

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