DataMagic: Authoring Data Videos through Declarative Multi-Agent Orchestration

arXiv:2609.33403 · cs.HC, cs.AI, cs.DB, cs.MA · Submitted 2026-09-27 · Read on arXiv

cs.HC, cs.AI, cs.DB, cs.MA

Submitted: 2026-09-27

Updated: 2026-09-27

Code: https://github.com/HKUSTDial/DataMagic

Terminology

• Core — 19× in this paper · explained in 2 episodes
• Alignment — 18× in this paper · explained in 1 episode
• Consistency — 13× in this paper · explained in 3 episodes
• Accuracy — 11× in this paper · explained in 1 episode
• Benchmark — 8× in this paper · explained in 2 episodes
• Provenance — 7× in this paper · explained in 3 episodes
• Cognitive Load — 6× in this paper · explained in 2 episodes
• Robustness — 6× in this paper · explained in 5 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Aggregation — 4× in this paper · explained in 1 episode
• Evaluation Dimensions — 4× in this paper · explained in 3 episodes
• Fidelity — 4× in this paper · explained in 2 episodes
• Benchmarking — 3× in this paper · explained in 3 episodes
• Data Provenance — 3× in this paper · explained in 2 episodes
• Hallucination — 3× in this paper · explained in 3 episodes
• Human-in-the-Loop — 3× in this paper · explained in 3 episodes
• Multi-Agent System — 3× in this paper · explained in 6 episodes
• Ablation study — 2× in this paper · explained in 1 episode
• Frustration — 2× in this paper · explained in 2 episodes
• Multi-Agent Framework — 2× in this paper · explained in 3 episodes
• Semantic Gap — 2× in this paper · explained in 2 episodes
• Task Decomposition — 2× in this paper · explained in 2 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Decoupling — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Instruction Tuning — 1× in this paper · explained in 2 episodes
• Iterative Refinement — 1× in this paper · explained in 3 episodes
• Model-Agnostic — 1× in this paper · explained in 2 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Structural Constraints — 1× in this paper · explained in 2 episodes
• System Usability Scale — 1× in this paper
• Visual Grounding — 1× in this paper · explained in 2 episodes

Sources

• You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation
• DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle
• DataSpace: Benchmarking Data Agents for Verifiable Analytics over Heterogeneous Workspaces
• Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models
• How Does Empirical Research Facilitate Creation Tool Design? A Data Video Perspective
• VCG-Bench: Towards A Unified Visual-Centric Benchmark for Structured Generation and Editing
• IGenBench: Benchmarking the Reliability of Text-to-Infographic Generation
• sketch-plot: Progressive Editing for Text-to-Image Academic Figures
• Demonstrating chart-plot: Closing the Last Mile of Academic Chart Generation
• AutoWebWorld: Synthesizing Infinite Verifiable Web Environments via Finite State Machines
• DataMagic: Transforming Tabular Data into Data Insight Video
• VisJudge-Bench: Aesthetics and Quality Assessment of Visualizations
• T2R-bench: A Benchmark for Generating Article-Level Reports from Real World Industrial Tables

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