Reviving Static Charts into Live Charts
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Abstract (arXiv)
Data charts are prevalent across various fields due to their efficacy in conveying complex data relationships. However, static charts may sometimes struggle to engage readers and efficiently present intricate information, potentially resulting in limited understanding. We introduce "Live Charts," a new format of presentation that decomposes complex information within a chart and explains the information pieces sequentially through rich animations and accompanying audio narration. We propose an automated approach to revive static charts into Live Charts. Our method integrates GNN-based techniques to analyze the chart components and extract data from charts. Then we adopt large natural language models to generate appropriate animated visuals along with a voice-over to produce Live Charts from static ones. We conducted a thorough evaluation of our approach, which involved the model performance, use cases, a crowd-sourced user study, and expert interviews. The results demonstrate Live Charts offer a multi-sensory experience where readers can follow the information and understand the data insights better. We analyze the benefits and drawbacks of Live Charts over static charts as a new information consumption experience.
Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). First posted on arXiv 6 Sep 2023.
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Citing papers per year: 2023: 1; 2024: 1; 2025: 5; 2026: 1.
8 papers.
- 2024From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systemscited by 16
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaborationcited by 13
- 2025InterChat: Enhancing Generative Visual Analytics using Multimodal Interactionscited by 13
- 2025OpusAnimation: Code-Based Dynamic Chart Generationcited by 3
- 2025ReSpark: Leveraging Previous Data Reports as References to Generate New Reports with LLMscited by 2
- 2025Reflection on Data Storytelling Tools in the Generative AI Era from the Human-AI Collaboration Perspectivecited by 1
- 2026DATAREEL: Automated Data-Driven Video Story Generation with Animationscited by 1
- 2025VA-Blueprint: Uncovering Building Blocks for Visual Analytics System Designcited by 0
- 2026DATAREEL: Automated Data-Driven Video Story Generation with Animations28 Apr 2026
- 2025OpusAnimation: Code-Based Dynamic Chart Generation2 Oct 2025
- 2025VA-Blueprint: Uncovering Building Blocks for Visual Analytics System Design10 Aug 2025
- 2025InterChat: Enhancing Generative Visual Analytics using Multimodal Interactions6 Mar 2025
- 2025Reflection on Data Storytelling Tools in the Generative AI Era from the Human-AI Collaboration Perspective4 Mar 2025
- 2025ReSpark: Leveraging Previous Data Reports as References to Generate New Reports with LLMs4 Feb 2025
- 2024From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systems7 Aug 2024
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration27 Sep 2023