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Does visualization help AI understand data?

Artificial Intelligence 2025-07-25 v1 Human-Computer Interaction Machine Learning

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.

Keywords

Cite

@article{arxiv.2507.18022,
  title  = {Does visualization help AI understand data?},
  author = {Victoria R. Li and Johnathan Sun and Martin Wattenberg},
  journal= {arXiv preprint arXiv:2507.18022},
  year   = {2025}
}

Comments

5 pages, 6 figures