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0.951AUROCHuman-LLM Collaborative Feature Engineering Framework
0.920840.928670.93650.94433Jan 28, 2026

Evaluation results

MethodLinks
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.010.951
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Active2026.010.948
OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.010.943
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.010.936
OpenFEDownstream Model=XGBoost2026.010.936
CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.010.936
AutoGluonDownstream Model=XGBoost2026.010.935
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.010.934
OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.010.931
CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.010.926
AutoGluonDownstream Model=MLP2026.010.923
OpenFEDownstream Model=MLP2026.010.922