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Author

Songheng Zhang

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Preprint Aug 2026

UncertaintyVis: Preserving Linguistic Uncertainty in Automated Text-to-Chart Generation

Data-rich documents pair narrative text with quantitative claims, and authors routinely qualify those claims with linguistic uncertainty markers such as"nearly,""approximately,"or"at least."Automated text-to-chart systems discard these markers, producing visualizations that appear definitive even when the source text e...

Songheng Zhang, Emily Aurelia, Anthony Tang · 0 citations

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