HearSayBench: Can LLMs Navigate from Abstract Human Rights to Lived Lives?
A benchmark probing whether models recognize the unstated structural constraints that make standard advice impossible for people in adversarial conditions. Across 11 frontier and open-weight models we find a systemic 37% drop between understanding a situation and giving advice that respects it. Oral at the Pluralistic Alignment Workshop, ICML 2026.