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Regression on airfoil_self_noise (five-fold cross-validation, 10^0 scaling)

1.451RMSELLM-FE
1.44381.49241.5411.5896Mar 18, 2025

Evaluation results

MethodLinks
LLM-FEFeature Engineering=LLM-FE, Predictive Model=XGBoost2025.031.451
Base LLMFeature Engineering=LLM-based FE, Predictive Model=XGBoost2025.031.507
AutoFeatFeature Engineering=Classical FE, Predictive Model=XGBoost2025.031.531
BaseFeature Engineering=None (Base), Predictive Model=XGBoost2025.031.572
OCTreeFeature Engineering=LLM-based FE, Predictive Model=XGBoost2025.031.572
OpenFEFeature Engineering=Classical FE, Predictive Model=XGBoost2025.031.631