VizTA: Enhancing Comprehension of Distributional Visualization with Visual‐Lexical Fused Conversational Interface
Comprehending visualizations requires readers to interpret visual encoding and the underlying meanings actively. This poses challenges for visualization novices, particularly when interpreting distributional visualizations that depict statistical uncertainty. Advancements in LLM‐based conversational...
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| Published in: | Computer graphics forum Vol. 44; no. 3 |
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| Main Authors: | , , , , , |
| Format: | Journal Article |
| Language: | English |
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Oxford
Blackwell Publishing Ltd
01.06.2025
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| ISSN: | 0167-7055, 1467-8659 |
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| Abstract | Comprehending visualizations requires readers to interpret visual encoding and the underlying meanings actively. This poses challenges for visualization novices, particularly when interpreting distributional visualizations that depict statistical uncertainty. Advancements in LLM‐based conversational interfaces show promise in promoting visualization comprehension. However, they fail to provide contextual explanations at fine‐grained granularity, and chart readers are still required to mentally bridge visual information and textual explanations during conversations. Our formative study highlights the expectations for both lexical and visual feedback, as well as the importance of explicitly linking these two modalities throughout the conversation. The findings motivate the design of VizTA, a visualization teaching assistant that leverages the fusion of visual and lexical feedback to help readers better comprehend visualization. VizTA features a semantic‐aware conversational agent capable of explaining contextual information within visualizations and employs a visual‐lexical fusion design to facilitate chart‐centered conversation. A between‐subject study with 24 participants demonstrates the effectiveness of VizTA in supporting the understanding and reasoning tasks of distributional visualization across multiple scenarios. |
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| AbstractList | Comprehending visualizations requires readers to interpret visual encoding and the underlying meanings actively. This poses challenges for visualization novices, particularly when interpreting distributional visualizations that depict statistical uncertainty. Advancements in LLM‐based conversational interfaces show promise in promoting visualization comprehension. However, they fail to provide contextual explanations at fine‐grained granularity, and chart readers are still required to mentally bridge visual information and textual explanations during conversations. Our formative study highlights the expectations for both lexical and visual feedback, as well as the importance of explicitly linking these two modalities throughout the conversation. The findings motivate the design of VizTA, a visualization teaching assistant that leverages the fusion of visual and lexical feedback to help readers better comprehend visualization. VizTA features a semantic‐aware conversational agent capable of explaining contextual information within visualizations and employs a visual‐lexical fusion design to facilitate chart‐centered conversation. A between‐subject study with 24 participants demonstrates the effectiveness of VizTA in supporting the understanding and reasoning tasks of distributional visualization across multiple scenarios. |
| Author | Zeng, Wei Wang, Liangwei Tsung, Fugee Wang, Zhan Xiao, Shishi Liu, Le |
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| Copyright | 2025 Eurographics ‐ The European Association for Computer Graphics and John Wiley & Sons Ltd. 2025 The Eurographics Association and John Wiley & Sons Ltd. |
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| References | 2018; 144 2019; 4 2017; 2 2021; 2 2013; 22 2023; 146 2021; 28 2017; 24 2019; 38 2024; 30 1993 2025 2024 2025; 31 2016; 16 2007; 13 2022; 28 2018; 25 2014; 20 2013; 19 2023; 42 2021; 16 2023 2023; 29 2020 2007; 177 2020; 27 2019 2005; 10 2017 2024; 43 2016 2024; 89 2021; 40 2014; 11 2016; 23 2023; 91 |
| References_xml | – volume: 4 start-page: 1541 issue: 40 year: 2019 article-title: bayestestR: Describing effects and their uncertainty, existence and significance within the Bayesian framework publication-title: Journal of Open Source Software – volume: 16 start-page: 154 issue: 2 year: 2016 end-page: 172 article-title: Non-expert interpretations of hurricane forecast uncertainty visualizations publication-title: Spatial Cognition & Computation – volume: 2 start-page: 1 year: 2017 end-page: 16 article-title: Effects of ensemble and summary displays on interpretations of geospatial uncertainty data publication-title: Cognitive Research: Principles and Implications – volume: 30 start-page: 944 issue: 1 year: 2024 end-page: 954 article-title: InkSight: Leveraging sketch interaction for documenting chart findings in computational notebooks publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 89 start-page: 1 year: 2024 end-page: 19 publication-title: Proceedings of the ACM Symposium on User Interface Software and Technology – volume: 28 start-page: 1073 issue: 1 year: 2022 end-page: 1083 article-title: Accessible visualization via natural language descriptions: A four-level model of semantic content publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 19 start-page: 2376 issue: 12 year: 2013 end-page: 2385 article-title: A multi-level typology of abstract visualization tasks publication-title: IEEE Transactions on Visualization and Computer Graphics – year: 2024 – volume: 40 start-page: 311 year: 2021 end-page: 322 article-title: A deeper understanding of visualization-text interplay in geographic data-driven stories publication-title: Computer Graphics Forum – volume: 30 start-page: 649 issue: 1 year: 2024 end-page: 660 article-title: Challenges and opportunities in data visualization education: A call to action publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 31 start-page: 677 issue: 1 year: 2025 end-page: 687 article-title: Does this have a particular meaning? interactive pattern explanation for network visualizations publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 189 year: 2020 end-page: 201 – volume: 43 issue: 3 year: 2024 article-title: AutoVizuA11y: A tool to automate screen reader accessibility in charts publication-title: Computer Graphics Forum – volume: 10 start-page: 389 issue: 4 year: 2005 article-title: Researchers misunderstand confidence intervals and standard error bars publication-title: Psychological Methods – volume: 24 start-page: 511 issue: 1 year: 2017 end-page: 521 article-title: Orko: Facilitating multimodal interaction for visual exploration and analysis of networks publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 20 start-page: 2142 issue: 12 year: 2014 end-page: 2151 article-title: Error bars considered harmful: Exploring alternate encodings for mean and error publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 30 start-page: 3427 issue: 7 year: 2024 end-page: 3443 article-title: From invisible to visible: Impacts of metadata in communicative data visualization publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 231 year: 2023 end-page: 235 – start-page: 467:1 year: 2023 end-page: 15 – year: 2025 – volume: 2 year: 2021 article-title: Visualizing uncertainty for non-expert end users: The challenge of the deterministic construal error publication-title: Frontiers in Computer Science – volume: 11 start-page: 119 issue: 2 year: 2014 end-page: 121 article-title: Visualizing samples with box plots: use box plots to illustrate the spread and differences of samples publication-title: Nature Methods – volume: 146 start-page: 1 year: 2023 end-page: 18 publication-title: Proceedings of the ACM Conference on Human Factors in Computing Systems – volume: 29 start-page: 3121 issue: 6 year: 2023 end-page: 3144 article-title: Towards natural language interfaces for data visualization: A survey publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 31 start-page: 930 issue: 1 year: 2025 end-page: 940 article-title: A deixis-centered approach for documenting remote synchronous communication around data visualizations publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 30 start-page: 414 issue: 1 year: 2024 end-page: 424 article-title: ggdist: Visualizations of distributions and uncertainty in the grammar of graphics publication-title: IEEE Transactions on Visualization and Computer Graphics – year: 2019 – volume: 24 start-page: 770 issue: 1 year: 2017 end-page: 780 article-title: Active reading of visualizations publication-title: IEEE Transactions on Visualization and Computer Graphics – year: 1993 – start-page: 64 year: 2024 end-page: 79 – start-page: 3645 year: 2017 end-page: 3656 – start-page: 231 year: 2020 end-page: 235 – volume: 22 start-page: 392 issue: 5 year: 2013 end-page: 399 article-title: Communicating health risks with visual aids publication-title: Current Directions in Psychological Science – volume: 27 start-page: 272 issue: 2 year: 2020 end-page: 282 article-title: Visual reasoning strategies for effect size judgments and decisions publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 177 start-page: 7 issue: 1 year: 2007 end-page: 11 article-title: Error bars in experimental biology publication-title: The Journal of Cell Biology – volume: 42 start-page: 1 issue: 3 year: 2023 end-page: 11 article-title: Mini-VLAT: A short and effective measure of visualization literacy publication-title: Computer Graphics Forum – volume: 30 start-page: 120 issue: 1 year: 2024 end-page: 130 article-title: EmphasisChecker: A tool for guiding chart and caption emphasis publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 16 start-page: 1 year: 2021 end-page: 17 publication-title: Proceedings of the ACM Conference on Human Factors in Computing Systems – volume: 28 start-page: 184 issue: 1 year: 2021 end-page: 194 article-title: Kori: Interactive synthesis of text and charts in data documents publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 1 year: 2024 end-page: 17 – volume: 23 start-page: 551 issue: 1 year: 2016 end-page: 560 article-title: VLAT: Development of a visualization literacy assessment test publication-title: IEEE transactions on visualization and computer graphics – start-page: 405 year: 2020 end-page: 426 article-title: Uncertainty visualization – volume: 91 start-page: 1 year: 2023 end-page: 14 publication-title: Proceedings of the ACM Symposium on User Interface Software and Technology – volume: 31 start-page: 525 issue: 1 year: 2025 end-page: 535 article-title: Advancing multimodal large language models in chart question answering with visualization-referenced instruction tuning publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 144 start-page: 1 year: 2018 end-page: 12 publication-title: Proceedings of the ACM Conference on Human Factors in Computing Systems – start-page: 5092 year: 2016 end-page: 5103 – volume: 38 year: 2019 article-title: Linking and layout: Exploring the integration of text and visualization in storytelling publication-title: Computer Graphics Forum – volume: 13 start-page: 1224 issue: 6 year: 2007 end-page: 1231 article-title: Toward a deeper understanding of the role of interaction in information visualization publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 25 start-page: 672 issue: 1 year: 2018 end-page: 681 article-title: Augmenting visualizations with interactive data facts to facilitate interpretation and communication publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 1 year: 2024 end-page: 14 |
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| Title | VizTA: Enhancing Comprehension of Distributional Visualization with Visual‐Lexical Fused Conversational Interface |
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