Text-to-Viz: Automatic Generation of Infographics from Proportion-Related Natural Language Statements
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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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- 2023Graphologue: Exploring Large Language Model Responses with Interactive Diagramscited by 66
- 2022Chart Question Answering: State of the Art and Future Directionscited by 26
- 2024Generative AI for Visualization: State of the Art and Future Directionscited by 23
- 2023Let the Chart Spark: Embedding Semantic Context into Chart with Text-to-Image Generative Modelcited by 21
- 2026IGenBench: Benchmarking the Reliability of Text-to-Infographic Generationcited by 17
- 2024Prompt4Vis: Prompting Large Language Models with Example Mining and Schema Filtering for Tabular Data Visualizationcited by 14
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaborationcited by 13
- 2024TypeDance: Creating Semantic Typographic Logos from Image through Personalized Generationcited by 10
- 2022OneLabeler: A Flexible System for Building Data Labeling Toolscited by 9
- 2023Marrying Dialogue Systems with Data Visualization: Interactive Data Visualization Generation from Natural Language Conversationscited by 9
- 2025VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generationcited by 9
- 2023Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytellingcited by 7
19 more
- 2024Natural Language Generation for Visualizations: State of the Art, Challenges and Future Directionscited by 6
- 2025Explainable XR: Understanding User Behaviors of XR Environments using LLM-assisted Analytics Frameworkcited by 6
- 2021Text2Chart: A Multi-Staged Chart Generator from Natural Language Textcited by 5
- 2023Automatic Data Visualization Generation from Chinese Natural Language Questionscited by 4
- 2022Infographics Wizard: Flexible Infographics Authoring and Design Explorationcited by 3
- 2026More Human or More AI? Visualizing Human-AI Collaboration Disclosures in Journalistic News Productioncited by 3
- 2026MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualizationcited by 3
- 2021User-Centric Semi-Automated Infographics Authoring and Recommendationcited by 2
- 2021Part & Whole Extraction: Towards A Deep Understanding of Quantitative Facts for Percentages in Textcited by 2
- 2024Towards Robustness of Text-to-Visualization Translation against Lexical and Phrasal Variabilitycited by 2
- 2024Adversarial Attacks on Machine Learning-Aided Visualizationscited by 2
- 2022AskYourDB: An end-to-end system for querying and visualizing relational databases using natural languagecited by 1
- 2025FactFlow: Automatic Fact Sheet Generation and Customization from Tabular Dataset via AI Chain Design & Implementationcited by 1
- 2025Reflection on Data Storytelling Tools in the Generative AI Era from the Human-AI Collaboration Perspectivecited by 1
- 2025A Generative AI System for Biomedical Data Discovery with Grammar-Based Visualizationscited by 1
- 2025YAC: Bridging Natural Language and Interactive Visual Exploration with Generative AI for Biomedical Data Discoverycited by 1
- 2026Memento: Towards Proactive Visualization of Everyday Memories with Personal Wearable AR Assistantcited by 1
- 2021Q4EDA: A Novel Strategy for Textual Information Retrieval Based on User Interactions with Visual Representations of Time Seriescited by 0
- 2026InfoAgent: Traceable Generation and Repair of Evidence-Grounded Infographicscited by 0
- 2026InfoAgent: Traceable Generation and Repair of Evidence-Grounded Infographics30 Sep 2026
- 2026MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization26 Jan 2026
- 2026Memento: Towards Proactive Visualization of Everyday Memories with Personal Wearable AR Assistant24 Jan 2026
- 2026More Human or More AI? Visualizing Human-AI Collaboration Disclosures in Journalistic News Production16 Jan 2026
- 2026IGenBench: Benchmarking the Reliability of Text-to-Infographic Generation8 Jan 2026
- 2025YAC: Bridging Natural Language and Interactive Visual Exploration with Generative AI for Biomedical Data Discovery23 Sep 2025
- 2025A Generative AI System for Biomedical Data Discovery with Grammar-Based Visualizations19 Sep 2025
- 2025VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation16 Jun 2025
- 2025Reflection on Data Storytelling Tools in the Generative AI Era from the Human-AI Collaboration Perspective4 Mar 2025
- 2025FactFlow: Automatic Fact Sheet Generation and Customization from Tabular Dataset via AI Chain Design & Implementation25 Feb 2025
- 2025Explainable XR: Understanding User Behaviors of XR Environments using LLM-assisted Analytics Framework23 Jan 2025
- 2024Natural Language Generation for Visualizations: State of the Art, Challenges and Future Directions29 Sep 2024
19 more
- 2024Adversarial Attacks on Machine Learning-Aided Visualizations4 Sep 2024
- 2024Generative AI for Visualization: State of the Art and Future Directions28 Apr 2024
- 2024Towards Robustness of Text-to-Visualization Translation against Lexical and Phrasal Variability10 Apr 2024
- 2024Prompt4Vis: Prompting Large Language Models with Example Mining and Schema Filtering for Tabular Data Visualization29 Jan 2024
- 2024TypeDance: Creating Semantic Typographic Logos from Image through Personalized Generation20 Jan 2024
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration27 Sep 2023
- 2023Automatic Data Visualization Generation from Chinese Natural Language Questions14 Sep 2023
- 2023Marrying Dialogue Systems with Data Visualization: Interactive Data Visualization Generation from Natural Language Conversations29 Jul 2023
- 2023Graphologue: Exploring Large Language Model Responses with Interactive Diagrams19 May 2023
- 2023Let the Chart Spark: Embedding Semantic Context into Chart with Text-to-Image Generative Model28 Apr 2023
- 2023Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytelling17 Apr 2023
- 2022AskYourDB: An end-to-end system for querying and visualizing relational databases using natural language16 Oct 2022
- 2022Chart Question Answering: State of the Art and Future Directions8 May 2022
- 2022Infographics Wizard: Flexible Infographics Authoring and Design Exploration21 Apr 2022
- 2022OneLabeler: A Flexible System for Building Data Labeling Tools27 Mar 2022
- 2021Part & Whole Extraction: Towards A Deep Understanding of Quantitative Facts for Percentages in Text26 Oct 2021
- 2021User-Centric Semi-Automated Infographics Authoring and Recommendation26 Aug 2021
- 2021Text2Chart: A Multi-Staged Chart Generator from Natural Language Text9 Apr 2021
- 2021Q4EDA: A Novel Strategy for Textual Information Retrieval Based on User Interactions with Visual Representations of Time Series19 Jan 2021
- 2023Graphologue: Exploring Large Language Model Responses with Interactive Diagramscited by 66
- 2022Chart Question Answering: State of the Art and Future Directionscited by 26
- 2024Generative AI for Visualization: State of the Art and Future Directionscited by 23
- 2023Let the Chart Spark: Embedding Semantic Context into Chart with Text-to-Image Generative Modelcited by 21
- 2026IGenBench: Benchmarking the Reliability of Text-to-Infographic Generationcited by 17
- 2024Prompt4Vis: Prompting Large Language Models with Example Mining and Schema Filtering for Tabular Data Visualizationcited by 14
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaborationcited by 13
- 2024TypeDance: Creating Semantic Typographic Logos from Image through Personalized Generationcited by 10
- 2022OneLabeler: A Flexible System for Building Data Labeling Toolscited by 9
- 2023Marrying Dialogue Systems with Data Visualization: Interactive Data Visualization Generation from Natural Language Conversationscited by 9
- 2025VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generationcited by 9
- 2023Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytellingcited by 7
12 most cited of 30 All 30 (JSON)
- 2026InfoAgent: Traceable Generation and Repair of Evidence-Grounded Infographics30 Sep 2026
- 2026Memento: Towards Proactive Visualization of Everyday Memories with Personal Wearable AR Assistant24 Jan 2026
- 2026More Human or More AI? Visualizing Human-AI Collaboration Disclosures in Journalistic News Production16 Jan 2026
- 2026IGenBench: Benchmarking the Reliability of Text-to-Infographic Generation8 Jan 2026
- 2025YAC: Bridging Natural Language and Interactive Visual Exploration with Generative AI for Biomedical Data Discovery23 Sep 2025
- 2025A Generative AI System for Biomedical Data Discovery with Grammar-Based Visualizations19 Sep 2025
- 2025VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation16 Jun 2025
- 2025Reflection on Data Storytelling Tools in the Generative AI Era from the Human-AI Collaboration Perspective4 Mar 2025
- 2025FactFlow: Automatic Fact Sheet Generation and Customization from Tabular Dataset via AI Chain Design & Implementation25 Feb 2025
- 2025Explainable XR: Understanding User Behaviors of XR Environments using LLM-assisted Analytics Framework23 Jan 2025
- 2024Natural Language Generation for Visualizations: State of the Art, Challenges and Future Directions29 Sep 2024
- 2024Adversarial Attacks on Machine Learning-Aided Visualizations4 Sep 2024
12 newest of 30 All 30 (JSON)