# Classification on German Credit UCIrvine (5-fold cross-val) Source: [Classification on German Credit UCIrvine (5-fold cross-val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:29.189Z Evaluation of classification performance on the German Credit dataset using the UCIrvine 5-fold cross-validation setup, reporting macro-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) | German Credit UCIrvine (5-fold cross-val) | | Metric | Macro F1 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Macro F1](): Higher is better; unit: SCALAR. ## Recorded results | Method | Macro F1 | Result date | Report paper | | --- | --- | --- | --- | | Dataforge | 0.796 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | ELLM-FT | 0.7639 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | FeatLLM | 0.7635 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | Pure LLM | 0.7543 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | AutoFeat | 0.7486 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | OpenFE | 0.745 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | ERG | 0.7443 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | Original | 0.742 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | RL-Policy-2 (MOAT) | 0.7244 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | NFS | 0.6867 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | AFAT | 0.6832 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | RL-Policy-1 (GRFG) | 0.6829 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | RDG | 0.6801 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | PCA | 0.6792 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | TTG | 0.6451 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | LDA | 0.6391 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | CAAFE | 0.5992 | Not recorded | 6912c2ed2828b7cc6937d9d4 | ### Dataforge Macro F1: 0.796. Result ID: 699a91225698665ec41bcd76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM Backbone":"Llama-3.2-3B","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### ELLM-FT Macro F1: 0.7639. Result ID: 699a91225698665ec41bcd72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### FeatLLM Macro F1: 0.7635. Result ID: 699a91225698665ec41bcd6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Pure LLM Macro F1: 0.7543. Result ID: 699a91225698665ec41bcd73. [Reporting paper]() Recorded evaluation configuration: {"LLM Backbone":"Llama 3.1","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### AutoFeat Macro F1: 0.7486. Result ID: 699a91225698665ec41bcd70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OpenFE Macro F1: 0.745. Result ID: 699a91225698665ec41bcd71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### ERG Macro F1: 0.7443. Result ID: 699a91225698665ec41bcd69. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Original Macro F1: 0.742. Result ID: 699a91225698665ec41bcd66. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### RL-Policy-2 (MOAT) Macro F1: 0.7244. Result ID: 699a91225698665ec41bcd75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### NFS Macro F1: 0.6867. Result ID: 699a91225698665ec41bcd6a. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### AFAT Macro F1: 0.6832. Result ID: 699a91225698665ec41bcd6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### RL-Policy-1 (GRFG) Macro F1: 0.6829. Result ID: 699a91225698665ec41bcd74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### RDG Macro F1: 0.6801. Result ID: 699a91225698665ec41bcd67. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### PCA Macro F1: 0.6792. Result ID: 699a91225698665ec41bcd6c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### TTG Macro F1: 0.6451. Result ID: 699a91225698665ec41bcd6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### LDA Macro F1: 0.6391. Result ID: 699a91225698665ec41bcd68. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### CAAFE Macro F1: 0.5992. Result ID: 699a91225698665ec41bcd6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.