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Chartography

Chartography is a benchmark created by Surge AI that evaluates how accurately AI models read and interpret professional charts.

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Chartography is a benchmark developed by Surge AI to measure whether AI models can read the specialized charts that professionals rely on in their work. Its tasks are written by practitioners who use such charts, including clinicians, engineers, scientists and financial professionals, and are reviewed by additional experts. The name blends "chart" and "cartography".

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…tools and 57.4% with tools, 39.2% on the agentic coding test Terminal-Bench 4.0, and 46.4% on both FrontierCode 1.1 and the visual reasoning test Chartography.

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