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ResearchFormerly WizWand

Classification on loan (val)

97.1AUROC (%)Human-LLM Collaborative Feature Engineering Framework
95.22895.71496.296.686Jan 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Active2026.0197.1
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=XGBoost, LLM Backbone=GPT-4o, Human Involvement=Absent2026.0196.9
OCTreeDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.0196.5
OpenFEDownstream Model=XGBoost2026.0196.2
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Active2026.0196.1
CAAFEDownstream Model=XGBoost, LLM Backbone=GPT-4o2026.0196.1
Human-LLM Collaborative Feature Engineering FrameworkDownstream Model=MLP, LLM Backbone=GPT-4o, Human Involvement=Absent2026.0196
AutoGluonDownstream Model=XGBoost2026.0196
OCTreeDownstream Model=MLP, LLM Backbone=GPT-4o2026.0195.9
CAAFEDownstream Model=MLP, LLM Backbone=GPT-4o2026.0195.7
AutoGluonDownstream Model=MLP2026.0195.4
OpenFEDownstream Model=MLP2026.0195.3