# Classification on bank-marketing Source: [Classification on bank-marketing]() Collection index: [llms.txt]() Data updated: 2026-05-12T10:41:15.932Z Evaluation of general Classification performance on the bank-marketing dataset, measured using 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) | bank-marketing | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | XGBoost | 90.91 | Not recorded | 68fa6af11e209131cea2b40b | | LightGBM | 90.76 | Not recorded | 68fa6af11e209131cea2b40b | | CAAFE | 90.7 | Not recorded | 68fa78dd1e209131cea7adfb | | FeatLLM | 90.7 | Not recorded | 68fa78dd1e209131cea7adfb | | LLM-FE | 90.7 | Not recorded | 68fa78dd1e209131cea7adfb | | RF | 90.68 | Not recorded | 68fa6af11e209131cea2b40b | | RRL | 90.63 | Not recorded | 68fa6af11e209131cea2b40b | | Base | 90.6 | Not recorded | 68fa78dd1e209131cea7adfb | | OpenFE | 90.6 | Not recorded | 68fa78dd1e209131cea7adfb | | PLNN(MLP) | 90.54 | Not recorded | 68fa6af11e209131cea2b40b | | SBRL | 90.38 | Not recorded | 68fa6af11e209131cea2b40b | | LR | 90.13 | Not recorded | 68fa6af11e209131cea2b40b | | CRS | 90.11 | Not recorded | 68fa6af11e209131cea2b40b | | OCTree | 90 | Not recorded | 68fa78dd1e209131cea7adfb | | C4.5 | 89.93 | Not recorded | 68fa6af11e209131cea2b40b | | CART | 89.83 | Not recorded | 68fa6af11e209131cea2b40b | | SVM | 88.31 | Not recorded | 68fa6af11e209131cea2b40b | | CORELS | 88.3 | Not recorded | 68fa6af11e209131cea2b40b | ### XGBoost Accuracy: 90.91. Result ID: 698e4494ffc3901de09c2ab6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### LightGBM Accuracy: 90.76. Result ID: 698e4494ffc3901de09c2ab5. [Reporting paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### CAAFE Accuracy: 90.7. Result ID: 6a0303c147f34ce924e68ab4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XGBoost","n (number of samples)":"45.2k","p (number of features)":"16"}. This record does not assert independent reproduction. ### FeatLLM Accuracy: 90.7. Result ID: 6a0303c147f34ce924e68ab5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XGBoost","n (number of samples)":"45.2k","p (number of features)":"16"}. This record does not assert independent reproduction. ### LLM-FE Accuracy: 90.7. Result ID: 6a0303c147f34ce924e68ab7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XGBoost","n (number of samples)":"45.2k","p (number of features)":"16"}. This record does not assert independent reproduction. ### RF Accuracy: 90.68. Result ID: 698e4494ffc3901de09c2ab4. [Reporting paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### RRL Accuracy: 90.63. Result ID: 698e4494ffc3901de09c2aab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### Base Accuracy: 90.6. Result ID: 6a0303c147f34ce924e68ab2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"XGBoost","n (number of samples)":"45.2k","p (number of features)":"16"}. This record does not assert independent reproduction. ### OpenFE Accuracy: 90.6. Result ID: 6a0303c147f34ce924e68ab3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XGBoost","n (number of samples)":"45.2k","p (number of features)":"16"}. This record does not assert independent reproduction. ### PLNN(MLP) Accuracy: 90.54. Result ID: 698e4494ffc3901de09c2ab3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### SBRL Accuracy: 90.38. Result ID: 698e4494ffc3901de09c2aae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### LR Accuracy: 90.13. Result ID: 698e4494ffc3901de09c2ab1. [Reporting paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### CRS Accuracy: 90.11. Result ID: 698e4494ffc3901de09c2ab0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### OCTree Accuracy: 90. Result ID: 6a0303c147f34ce924e68ab6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"XGBoost","n (number of samples)":"45.2k","p (number of features)":"16"}. This record does not assert independent reproduction. ### C4.5 Accuracy: 89.93. Result ID: 698e4494ffc3901de09c2aac. [Reporting paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### CART Accuracy: 89.83. Result ID: 698e4494ffc3901de09c2aad. [Reporting paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### SVM Accuracy: 88.31. Result ID: 698e4494ffc3901de09c2ab2. [Reporting paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. ### CORELS Accuracy: 88.3. Result ID: 698e4494ffc3901de09c2aaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"validation\_strategy":"5-fold cross validation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.