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LLMs and VLMs can edit flawed charts, but struggle to reliably spot the violations in the first place, revealing a surprising asymmetry in their understanding of data visualization principles.
LLMs can reliably detect common data visualization violations, but struggle with subtle perceptual rules, revealing a gap between their general reasoning abilities and specialized visual design knowledge.
