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ResearchFormerly WizWand

Classification on wine (val)

83.3AUROCHuman-LLM Collaborative Feature Engineering Framework
76.95678.60380.2581.897Jan 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Active2026.0183.3
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.0182.9
OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.0182.1
OpenFEDownstream Model=XGBoost2026.0181.3
AutoGluonDownstream Model=XGBoost2026.0181
CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.0180.9
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.0178.7
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.0178.5
OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.0178.2
CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.0177.6
OpenFEDownstream Model=MLP2026.0177.2
AutoGluonDownstream Model=MLP2026.0177.2