# Ideology Classification on Primary Political Axes (test) Source: [Ideology Classification on Primary Political Axes (test)]() Collection index: [llms.txt]() Data updated: 2026-05-13T06:33:21.801Z Evaluation of Ideology Classification performance on the test split of the Primary Political Axes dataset, reporting Accuracy, Precision, Recall, Macro F1, and AUC. 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 | Ideology Classification | | Dataset (including any stated split) | Primary Political Axes (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 1 of 1 | | 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](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Macro F1](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PVPS | 87.1 | Not recorded | 6a040577dbc836b87d827430 | ### PVPS Accuracy: 87.1. Result ID: 6a041af447f34ce924e96489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Medians across 10 seeds","Averaging":"Macro-averages (unweighted mean across the two classes)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.