Prompt-Induced Score Variance in Zero-Shot Binary Vision-Language Safety Classification
arXiv:2605.00326v1 Announce Type: cross
Abstract: Single-prompt first-token probabilities from zero-shot vision-language model (VLM) safety classifiers are treated as decision scores, but we show they are unreliable under semantically equivalent promp…