Does visualization help AI understand data?
Does visualization help AI understand data?
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.
Victoria R. Li、Johnathan Sun、Martin Wattenberg
计算技术、计算机技术
Victoria R. Li,Johnathan Sun,Martin Wattenberg.Does visualization help AI understand data?[EB/OL].(2025-07-24)[2025-08-10].https://arxiv.org/abs/2507.18022.点此复制
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