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Research write-up: GPT-5.4 evaluated on all 6,000 ChartX images across 18 chart types. 85.7% on 2D, 51.6% on treemaps, 26-point drop on 3D bars — VLM accuracy tracks the human perceptual hierarchy. Co-authored, George Mason University.