# Classification on germangss (Improvement in Balanced Accuracy) Source: [Classification on germangss (Improvement in Balanced Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-13T09:00:03.279Z Evaluation of classification performance on the germangss dataset, specifically reporting the improvement in Balanced 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) | germangss | | Metric | Improvement in Balanced Acc | | 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 - [Improvement in Balanced Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Improvement in Balanced Acc | Result date | Report paper | | --- | --- | --- | --- | | CTGAN | 7.8 | Not recorded | 69dc78677d0172140ec78962 | | W | 6.8 | Not recorded | 69dc78677d0172140ec78962 | | GC | 3.7 | Not recorded | 69dc78677d0172140ec78962 | | SVMSMOTE | 3.5 | Not recorded | 69dc78677d0172140ec78962 | | RAE | 3 | Not recorded | 69dc78677d0172140ec78962 | | WC | 2.5 | Not recorded | 69dc78677d0172140ec78962 | | TVAE | 2 | Not recorded | 69dc78677d0172140ec78962 | | SMOTE | 0 | Not recorded | 69dc78677d0172140ec78962 | ### CTGAN Improvement in Balanced Acc: 7.8. Result ID: 69dcb03f47f34ce924c3c934. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction. ### W Improvement in Balanced Acc: 6.8. Result ID: 69dcb03f47f34ce924c3c92e. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction. ### GC Improvement in Balanced Acc: 3.7. Result ID: 69dcb03f47f34ce924c3c932. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction. ### SVMSMOTE Improvement in Balanced Acc: 3.5. Result ID: 69dcb03f47f34ce924c3c931. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction. ### RAE Improvement in Balanced Acc: 3. Result ID: 69dcb03f47f34ce924c3c92d. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction. ### WC Improvement in Balanced Acc: 2.5. Result ID: 69dcb03f47f34ce924c3c92f. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction. ### TVAE Improvement in Balanced Acc: 2. Result ID: 69dcb03f47f34ce924c3c933. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction. ### SMOTE Improvement in Balanced Acc: 0. Result ID: 69dcb03f47f34ce924c3c930. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.