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.
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