Classification on water (val)
64.1AUROCHuman-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 | 64.1 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 63.2 | |
| OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 61.7 | |
| CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 59.8 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.01 | 59.3 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 58.7 | |
| OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 57.9 | |
| CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 56.7 | |
| OpenFEDownstream Model=XGBoost2026.01 | 56.7 | |
| AutoGluonDownstream Model=XGBoost2026.01 | 56.1 | |
| OpenFEDownstream Model=MLP2026.01 | 53.7 | |
| AutoGluonDownstream Model=MLP2026.01 | 53.2 |