mlsanityData to 14 Oct 2026

Text-to-Viz: Automatic Generation of Infographics from Proportion-Related Natural Language Statements

arXiv 1907.09091 ↗First posted 22 Jul 2019cs.HCcited by 31

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Abstract (arXiv)

Combining data content with visual embellishments, infographics can effectively deliver messages in an engaging and memorable manner. Various authoring tools have been proposed to facilitate the creation of infographics. However, creating a professional infographic with these authoring tools is still not an easy task, requiring much time and design expertise. Therefore, these tools are generally not attractive to casual users, who are either unwilling to take time to learn the tools or lacking in proper design expertise to create a professional infographic. In this paper, we explore an alternative approach: to automatically generate infographics from natural language statements. We first conducted a preliminary study to explore the design space of infographics. Based on the preliminary study, we built a proof-of-concept system that automatically converts statements about simple proportion-related statistics to a set of infographics with pre-designed styles. Finally, we demonstrated the usability and usefulness of the system through sample results, exhibits, and expert reviews.

Key facts. Cited by 31 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Jul 2019.

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Citing papers per year: 2021: 4; 2022: 4; 2023: 6; 2024: 6; 2025: 6; 2026: 5.

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  1. 2023Graphologue: Exploring Large Language Model Responses with Interactive Diagramscited by 66
  2. 2022Chart Question Answering: State of the Art and Future Directionscited by 26
  3. 2024Generative AI for Visualization: State of the Art and Future Directionscited by 23
  4. 2023Let the Chart Spark: Embedding Semantic Context into Chart with Text-to-Image Generative Modelcited by 21
  5. 2026IGenBench: Benchmarking the Reliability of Text-to-Infographic Generationcited by 17
  6. 2024Prompt4Vis: Prompting Large Language Models with Example Mining and Schema Filtering for Tabular Data Visualizationcited by 14
  7. 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaborationcited by 13
  8. 2024TypeDance: Creating Semantic Typographic Logos from Image through Personalized Generationcited by 10
  9. 2022OneLabeler: A Flexible System for Building Data Labeling Toolscited by 9
  10. 2023Marrying Dialogue Systems with Data Visualization: Interactive Data Visualization Generation from Natural Language Conversationscited by 9
  11. 2025VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generationcited by 9
  12. 2023Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytellingcited by 7
19 more
  1. 2024Natural Language Generation for Visualizations: State of the Art, Challenges and Future Directionscited by 6
  2. 2025Explainable XR: Understanding User Behaviors of XR Environments using LLM-assisted Analytics Frameworkcited by 6
  3. 2021Text2Chart: A Multi-Staged Chart Generator from Natural Language Textcited by 5
  4. 2023Automatic Data Visualization Generation from Chinese Natural Language Questionscited by 4
  5. 2022Infographics Wizard: Flexible Infographics Authoring and Design Explorationcited by 3
  6. 2026More Human or More AI? Visualizing Human-AI Collaboration Disclosures in Journalistic News Productioncited by 3
  7. 2026MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualizationcited by 3
  8. 2021User-Centric Semi-Automated Infographics Authoring and Recommendationcited by 2
  9. 2021Part & Whole Extraction: Towards A Deep Understanding of Quantitative Facts for Percentages in Textcited by 2
  10. 2024Towards Robustness of Text-to-Visualization Translation against Lexical and Phrasal Variabilitycited by 2
  11. 2024Adversarial Attacks on Machine Learning-Aided Visualizationscited by 2
  12. 2022AskYourDB: An end-to-end system for querying and visualizing relational databases using natural languagecited by 1
  13. 2025FactFlow: Automatic Fact Sheet Generation and Customization from Tabular Dataset via AI Chain Design & Implementationcited by 1
  14. 2025Reflection on Data Storytelling Tools in the Generative AI Era from the Human-AI Collaboration Perspectivecited by 1
  15. 2025A Generative AI System for Biomedical Data Discovery with Grammar-Based Visualizationscited by 1
  16. 2025YAC: Bridging Natural Language and Interactive Visual Exploration with Generative AI for Biomedical Data Discoverycited by 1
  17. 2026Memento: Towards Proactive Visualization of Everyday Memories with Personal Wearable AR Assistantcited by 1
  18. 2021Q4EDA: A Novel Strategy for Textual Information Retrieval Based on User Interactions with Visual Representations of Time Seriescited by 0
  19. 2026InfoAgent: Traceable Generation and Repair of Evidence-Grounded Infographicscited by 0