Classification on wine (val)
83.3AUROCHuman-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 | 83.3 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 82.9 | |
| OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 82.1 | |
| OpenFEDownstream Model=XGBoost2026.01 | 81.3 | |
| AutoGluonDownstream Model=XGBoost2026.01 | 81 | |
| CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 80.9 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.01 | 78.7 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 78.5 | |
| OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 78.2 | |
| CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 77.6 | |
| OpenFEDownstream Model=MLP2026.01 | 77.2 | |
| AutoGluonDownstream Model=MLP2026.01 | 77.2 |