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A bias depth score is introduced that measures both how strongly a model prefers its top answer under direct prompting and whether that answer survives scenario reframing and shows that Deep biases are consistently harder to remove than Shallow biases.
SketchVLM is presented, a training-free, model-agnostic framework that enables VLMs to produce non-destructive, editable SVG overlays on the input image to visually explain their answers, and finds that single-turn generation already achieves strong accuracy and annotation quality, and multi-turn generation opens up fu...
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