# Classification on customer (val) Source: [Classification on customer (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:13.183Z Evaluation of Classification performance on the validation split of the customer dataset. 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) | customer (val) | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [AUROC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | Human-LLM Collaborative Feature Engineering Framework | 0.863 | Not recorded | 697c3ae0a8b01e76cc8da30f | | Human-LLM Collaborative Feature Engineering Framework | 0.858 | Not recorded | 697c3ae0a8b01e76cc8da30f | | OpenFE | 0.853 | Not recorded | 697c3ae0a8b01e76cc8da30f | | CAAFE | 0.853 | Not recorded | 697c3ae0a8b01e76cc8da30f | | OCTree | 0.852 | Not recorded | 697c3ae0a8b01e76cc8da30f | | Human-LLM Collaborative Feature Engineering Framework | 0.851 | Not recorded | 697c3ae0a8b01e76cc8da30f | | Human-LLM Collaborative Feature Engineering Framework | 0.851 | Not recorded | 697c3ae0a8b01e76cc8da30f | | AutoGluon | 0.85 | Not recorded | 697c3ae0a8b01e76cc8da30f | | CAAFE | 0.849 | Not recorded | 697c3ae0a8b01e76cc8da30f | | OCTree | 0.848 | Not recorded | 697c3ae0a8b01e76cc8da30f | | OpenFE | 0.846 | Not recorded | 697c3ae0a8b01e76cc8da30f | | AutoGluon | 0.845 | Not recorded | 697c3ae0a8b01e76cc8da30f | ### Human-LLM Collaborative Feature Engineering Framework AUROC: 0.863. Result ID: 699902625698665ec467a6c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"XGBoost","LLM Backbone":"GPT-4o","Human Involvement":"Active"}. This record does not assert independent reproduction. ### Human-LLM Collaborative Feature Engineering Framework AUROC: 0.858. Result ID: 699902625698665ec467a6c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"XGBoost","LLM Backbone":"GPT-4o","Human Involvement":"Absent"}. This record does not assert independent reproduction. ### OpenFE AUROC: 0.853. Result ID: 699902625698665ec467a6c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"XGBoost"}. This record does not assert independent reproduction. ### CAAFE AUROC: 0.853. Result ID: 699902625698665ec467a6c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"XGBoost","LLM Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### OCTree AUROC: 0.852. Result ID: 699902625698665ec467a6c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downstream Model":"XGBoost","LLM Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### Human-LLM Collaborative Feature Engineering Framework AUROC: 0.851. Result ID: 699902625698665ec467a6bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP","LLM Backbone":"GPT-4o","Human Involvement":"Absent"}. This record does not assert independent reproduction. ### Human-LLM Collaborative Feature Engineering Framework AUROC: 0.851. Result ID: 699902625698665ec467a6c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP","LLM Backbone":"GPT-4o","Human Involvement":"Active"}. This record does not assert independent reproduction. ### AutoGluon AUROC: 0.85. Result ID: 699902625698665ec467a6c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downstream Model":"XGBoost"}. This record does not assert independent reproduction. ### CAAFE AUROC: 0.849. Result ID: 699902625698665ec467a6bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP","LLM Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### OCTree AUROC: 0.848. Result ID: 699902625698665ec467a6be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downstream Model":"MLP","LLM Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### OpenFE AUROC: 0.846. Result ID: 699902625698665ec467a6bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### AutoGluon AUROC: 0.845. Result ID: 699902625698665ec467a6bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.