Uncertainty-Guided LLM Semantic Augmentation for Heterogeneous Treatment Effect Estimation

Jialu Xu, Mengkun Liang, Guannan Liu +2

The paper introduces CURL, a method that uses uncertainty estimates to guide a frozen large language model in creating semantic representations for covariates, improving heterogene…