Classification on adult (val)
92.8AUROCHuman-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 | 92.8 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 92.4 | |
| OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 92 | |
| OpenFEDownstream Model=XGBoost2026.01 | 91.6 | |
| CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 91.5 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.01 | 91.4 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 91.3 | |
| AutoGluonDownstream Model=XGBoost2026.01 | 91.3 | |
| OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 90.9 | |
| CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 90.8 | |
| OpenFEDownstream Model=MLP2026.01 | 90.5 | |
| AutoGluonDownstream Model=MLP2026.01 | 90.4 |