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ResearchFormerly WizWand

Classification on Diabetes (val)

85.2AUROC (%)Human-LLM Collaborative Feature Engineering Framework
80.93682.04383.1584.257Jan 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.0185.2
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Active2026.0184.8
OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.0184.4
OpenFEDownstream Model=XGBoost2026.0184.1
AutoGluonDownstream Model=XGBoost2026.0183.9
CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.0183.9
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.0183
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.0183
CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.0182.8
OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.0182.8
AutoGluonDownstream Model=MLP2026.0182.4
OpenFEDownstream Model=MLP2026.0181.1