# Classification on australian (F1-score) Source: [Classification on australian (F1-score)]() Collection index: [llms.txt]() Data updated: 2026-04-10T08:00:06.793Z Evaluation of Classification performance on the australian dataset, measured using 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) | australian | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | ε-BAEN-SVM | 94.7 | Not recorded | 69d883f17d0172140ec778f6 | | ε-BAEN-SVM | 94.3 | Not recorded | 69d883f17d0172140ec778f6 | | Pin-SVM | 93.5 | Not recorded | 69d883f17d0172140ec778f6 | | Pin-SVM | 92.6 | Not recorded | 69d883f17d0172140ec778f6 | | BALS-SVM | 88.9 | Not recorded | 69d883f17d0172140ec778f6 | | BQ-SVM | 88.8 | Not recorded | 69d883f17d0172140ec778f6 | | ALS-SVM | 88.8 | Not recorded | 69d883f17d0172140ec778f6 | | BAEN-SVM | 88.7 | Not recorded | 69d883f17d0172140ec778f6 | | EN-SVM | 88.7 | Not recorded | 69d883f17d0172140ec778f6 | | BAEN-SVM | 88.7 | Not recorded | 69d883f17d0172140ec778f6 | | BQ-SVM | 88.6 | Not recorded | 69d883f17d0172140ec778f6 | | ALS-SVM | 88.6 | Not recorded | 69d883f17d0172140ec778f6 | | BAEN-SVM | 88.6 | Not recorded | 69d883f17d0172140ec778f6 | | EN-SVM | 88.5 | Not recorded | 69d883f17d0172140ec778f6 | | BALS-SVM | 88.5 | Not recorded | 69d883f17d0172140ec778f6 | | BALS-SVM | 88.4 | Not recorded | 69d883f17d0172140ec778f6 | | ε-BAEN SVM | 88.4 | Not recorded | 69d883f17d0172140ec778f6 | | BQ-SVM | 88.4 | Not recorded | 69d883f17d0172140ec778f6 | | ε-BAEN-SVM | 88.4 | Not recorded | 69d883f17d0172140ec778f6 | | Pin-SVM | 88.2 | Not recorded | 69d883f17d0172140ec778f6 | | ALS-SVM | 87.4 | Not recorded | 69d883f17d0172140ec778f6 | | Pin-SVM | 87.4 | Not recorded | 69d883f17d0172140ec778f6 | | Pin-SVM | 86.8 | Not recorded | 69d883f17d0172140ec778f6 | | EN-SVM | 86.6 | Not recorded | 69d883f17d0172140ec778f6 | | ε-BAEN-SVM | 86.6 | Not recorded | 69d883f17d0172140ec778f6 | ### ε-BAEN-SVM F1 Score: 94.7. Result ID: 69d8adec47f34ce924c150fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level":"25% label noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### ε-BAEN-SVM F1 Score: 94.3. Result ID: 69d8adec47f34ce924c150fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level":"25% feature noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### Pin-SVM F1 Score: 93.5. Result ID: 69d8adec47f34ce924c150f9. [Reporting paper]() Recorded evaluation configuration: {"Noise Level":"25% label noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### Pin-SVM F1 Score: 92.6. Result ID: 69d8adec47f34ce924c150fb. [Reporting paper]() Recorded evaluation configuration: {"Noise Level":"25% feature noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### BALS-SVM F1 Score: 88.9. Result ID: 69d8adec47f34ce924c14fd0. [Reporting paper]() Recorded evaluation configuration: {"kernel":"linear","noise":"25% feature noise"}. This record does not assert independent reproduction. ### BQ-SVM F1 Score: 88.8. Result ID: 69d8adec47f34ce924c14d21. [Reporting paper]() Recorded evaluation configuration: {"Kernel":"linear","Noise level":"25%","Noise type":"label noise"}. This record does not assert independent reproduction. ### ALS-SVM F1 Score: 88.8. Result ID: 69d8adec47f34ce924c14fcd. [Reporting paper]() Recorded evaluation configuration: {"kernel":"linear","noise":"25% feature noise"}. This record does not assert independent reproduction. ### BAEN-SVM F1 Score: 88.7. Result ID: 69d8adec47f34ce924c14d23. [Reporting paper]() Recorded evaluation configuration: {"Kernel":"linear","Noise level":"25%","Noise type":"label noise"}. This record does not assert independent reproduction. ### EN-SVM F1 Score: 88.7. Result ID: 69d8adec47f34ce924c14fce. [Reporting paper]() Recorded evaluation configuration: {"kernel":"linear","noise":"25% feature noise"}. This record does not assert independent reproduction. ### BAEN-SVM F1 Score: 88.7. Result ID: 69d8adec47f34ce924c14fd1. [Reporting paper]() Recorded evaluation configuration: {"kernel":"linear","noise":"25% feature noise"}. This record does not assert independent reproduction. ### BQ-SVM F1 Score: 88.6. Result ID: 69d8adec47f34ce924c14fcf. [Reporting paper]() Recorded evaluation configuration: {"kernel":"linear","noise":"25% feature noise"}. This record does not assert independent reproduction. ### ALS-SVM F1 Score: 88.6. Result ID: 69d8adec47f34ce924c150f3. [Reporting paper]() Recorded evaluation configuration: {"Noise Level":"0% noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### BAEN-SVM F1 Score: 88.6. Result ID: 69d8adec47f34ce924c150f7. [Reporting paper]() Recorded evaluation configuration: {"Noise Level":"0% noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### EN-SVM F1 Score: 88.5. Result ID: 69d8adec47f34ce924c150f4. [Reporting paper]() Recorded evaluation configuration: {"Noise Level":"0% noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### BALS-SVM F1 Score: 88.5. Result ID: 69d8adec47f34ce924c150f6. [Reporting paper]() Recorded evaluation configuration: {"Noise Level":"0% noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### BALS-SVM F1 Score: 88.4. Result ID: 69d8adec47f34ce924c14d22. [Reporting paper]() Recorded evaluation configuration: {"Kernel":"linear","Noise level":"25%","Noise type":"label noise"}. This record does not assert independent reproduction. ### ε-BAEN SVM F1 Score: 88.4. Result ID: 69d8adec47f34ce924c14fd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"kernel":"linear","noise":"25% feature noise"}. This record does not assert independent reproduction. ### BQ-SVM F1 Score: 88.4. Result ID: 69d8adec47f34ce924c150f5. [Reporting paper]() Recorded evaluation configuration: {"Noise Level":"0% noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### ε-BAEN-SVM F1 Score: 88.4. Result ID: 69d8adec47f34ce924c150f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level":"0% noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### Pin-SVM F1 Score: 88.2. Result ID: 69d8adec47f34ce924c150f2. [Reporting paper]() Recorded evaluation configuration: {"Noise Level":"0% noise","Kernel":"RBF"}. This record does not assert independent reproduction. ### ALS-SVM F1 Score: 87.4. Result ID: 69d8adec47f34ce924c14d1f. [Reporting paper]() Recorded evaluation configuration: {"Kernel":"linear","Noise level":"25%","Noise type":"label noise"}. This record does not assert independent reproduction. ### Pin-SVM F1 Score: 87.4. Result ID: 69d8adec47f34ce924c14fcc. [Reporting paper]() Recorded evaluation configuration: {"kernel":"linear","noise":"25% feature noise"}. This record does not assert independent reproduction. ### Pin-SVM F1 Score: 86.8. Result ID: 69d8adec47f34ce924c14d1e. [Reporting paper]() Recorded evaluation configuration: {"Kernel":"linear","Noise level":"25%","Noise type":"label noise"}. This record does not assert independent reproduction. ### EN-SVM F1 Score: 86.6. Result ID: 69d8adec47f34ce924c14d20. [Reporting paper]() Recorded evaluation configuration: {"Kernel":"linear","Noise level":"25%","Noise type":"label noise"}. This record does not assert independent reproduction. ### ε-BAEN-SVM F1 Score: 86.6. Result ID: 69d8adec47f34ce924c14d24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"linear","Noise level":"25%","Noise type":"label noise"}. 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