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ResearchFormerly WizWand

Classification on flight (val)

98AUROCHuman-LLM Collaborative Feature Engineering Framework
92.38493.84295.396.758Jan 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Active2026.0198
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.0197.6
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.0197.3
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.0196.9
OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.0196.4
OpenFEDownstream Model=XGBoost2026.0195.7
AutoGluonDownstream Model=XGBoost2026.0195.4
CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.0195.2
OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.0194.8
OpenFEDownstream Model=MLP2026.0193.3
CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.0192.9
AutoGluonDownstream Model=MLP2026.0192.6