AI's Hidden Bias: When Models Stereotype Individuals Based on Groups
Researchers identified a new bias in AI models called deductive stereotyping, where models apply population-level statistical regularities to individual cases, producing logically coherent yet socially biased inferences. They proposed a reasoning-time injection framework called Fair-GCG to mitigate this bias.