Classification on personality (val)
97.6AUROCHuman-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 | 97.6 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 97.4 | |
| OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 97.1 | |
| CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.01 | 96.6 | |
| OpenFEDownstream Model=XGBoost2026.01 | 96.4 | |
| AutoGluonDownstream Model=XGBoost2026.01 | 96.2 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.01 | 96.1 | |
| Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.01 | 96.1 | |
| OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 95.4 | |
| CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.01 | 95 | |
| OpenFEDownstream Model=MLP2026.01 | 94.4 | |
| AutoGluonDownstream Model=MLP2026.01 | 94.1 |