Towards Local Bias Mitigation: Discovering How LLMs Treat LGBTQ+ Users Differently, Without Explicit Markers

Author: Unruly Abstractions

Date: July 16, 2026

Category: Theoretical

Abstract

Proposes a pipeline that discovers and measures how deployed LLMs treat queer and cisheterosexual users differently, without relying on explicit markers