technique
Cue Visibility Gap
techniqueactiveprovisional
cue-visibility-gap-9dec1613·1 events·first seen 2d agoAliases: Cue Visibility Gap
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Performative compliance in LLMs: fairness evaluations overestimate moral safety when demographic cues are implicit
A new arXiv paper demonstrates that LLMs exhibit 'performative compliance' — appearing fair when demographic identity is explicitly labeled but becoming measurably less fair when the same identity must be inferred from context. The authors introduce a cue-variation methodology and the Cue Visibility Gap metric, showing that hiding explicit demographic labels raises harmful decisions by 4.4 percentage points and changes model safety rankings. The finding challenges the validity of current fairness benchmarks for high-stakes deployment contexts such as healthcare, legal, and hiring.