Denis Jered McInerney

CHiLL: Zero-shot Custom Interpretable Feature Extraction from Clinical Notes with Large Language Models

We propose CHiLL (Crafting High-Level Latents), an approach for natural-language specification of features for linear models. CHiLL prompts LLMs with expert-crafted queries to generate interpretable features from health records. The resulting noisy labels are then used to train a simple linear class…