most citedWho Flips? Self- and Cross-Model Counterarguments Reveal Answer Instability in LLMs

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cs.CV2026

ContextBias: Controlled Evaluation of Bias Persistence Under Context Shift in Text-to-Image Models

Shaghayegh Kolli, Sina Emami, Moreno D'Incà +4

Text-to-image models learn associations between concepts - in the case of this paper, people's professions, which we refer to as roles - and visual attributes. These associations c…