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cs.CL 1

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2026 1

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Beyond Single Plots: A Benchmark for Question Answering on Multi-Charts

cs.CL · 2026-04-23 · unverdicted · novelty 7.0

PolyChartQA is a new mid-scale dataset for multi-chart question answering that reveals a 27.4% accuracy drop for multimodal models on human-authored questions compared to AI-generated ones, plus a modest gain from a proposed prompting method.

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  • Beyond Single Plots: A Benchmark for Question Answering on Multi-Charts cs.CL · 2026-04-23 · unverdicted · none · ref 35

    PolyChartQA is a new mid-scale dataset for multi-chart question answering that reveals a 27.4% accuracy drop for multimodal models on human-authored questions compared to AI-generated ones, plus a modest gain from a proposed prompting method.