Classification on loan (val)
97.1AUROC (%)Human-LLM Collaborative Feature Engineering Framework
Evaluation Results
| Method | Links | |
|---|---|---|
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Active2026.01 | 97.1 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 96.9 | |
| OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 96.5 | |
| OpenFEDownstream Model=XGBoost2026.01 | 96.2 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.01 | 96.1 | |
| CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 96.1 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 96 | |
| AutoGluonDownstream Model=XGBoost2026.01 | 96 | |
| OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 95.9 | |
| CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 95.7 | |
| AutoGluonDownstream Model=MLP2026.01 | 95.4 | |
| OpenFEDownstream Model=MLP2026.01 | 95.3 |