Classification on heart (val)
0.951AUROCHuman-LLM Collaborative Feature Engineering Framework
Evaluation Results
| Method | Links | |
|---|---|---|
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 0.951 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Active2026.01 | 0.948 | |
| OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 0.943 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.01 | 0.936 | |
| OpenFEDownstream Model=XGBoost2026.01 | 0.936 | |
| CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 0.936 | |
| AutoGluonDownstream Model=XGBoost2026.01 | 0.935 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 0.934 | |
| OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 0.931 | |
| CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 0.926 | |
| AutoGluonDownstream Model=MLP2026.01 | 0.923 | |
| OpenFEDownstream Model=MLP2026.01 | 0.922 |