Does visualization help AI understand data?

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Authors Victoria R. Li, Johnathan Sun, Martin Wattenberg arXiv ID 2507.18022 Category cs.AI: Artificial Intelligence Cross-listed cs.HC, cs.LG Citations 1 Venue Visual .. Last Checked 4 months ago
Abstract
Charts and graphs help people analyze data, but can they also be useful to AI systems? To investigate this question, we perform a series of experiments with two commercial vision-language models: GPT 4.1 and Claude 3.5. Across three representative analysis tasks, the two systems describe synthetic datasets more precisely and accurately when raw data is accompanied by a scatterplot, especially as datasets grow in complexity. Comparison with two baselines -- providing a blank chart and a chart with mismatched data -- shows that the improved performance is due to the content of the charts. Our results are initial evidence that AI systems, like humans, can benefit from visualization.
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