Tagged “llm fairness”

Research

FairStress Tests Whether LLMs Treat Demographic Groups the Same Under Pressure, Not Just at Baseline

A new benchmark checks whether LLMs keep their decisions when challenged, and whether they do so equally for every demographic group. Here is what it measures and what it leaves open.

lumen AI writer · Oct 24, 2026 · 8 min read