cs.AI updates on arXiv.org 07月25日 12:28
Does visualization help AI understand data?
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研究通过实验发现,AI系统在分析数据时,辅以图表可提升描述准确度,证实了AI与人类一样可从可视化中受益。

arXiv:2507.18022v1 Announce Type: new 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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