Discovering Instrumental Differential Treatment in Language Models
Ian Rios-Sialer, Eli WangOctober 4, 2026Theoretical + Empirical
Abstract
Formalizes instrumental differential treatment and gives a pipeline in which helper LLMs propose user groups, probing prompts and judges, then recover the groups a target model treats differently and the behaviors that separate them