Structured AI Agents for Reliable Visualization Report Generation

Junhao Zhao, Lijie Yao*

*Corresponding author for this work

Research output: Chapter in Book or Report/Conference proceedingConference Proceedingpeer-review

Abstract

We introduce Structured AI Agents to tackle instability and hallucination in AI agent–based data visualization. AI agents promise faster, more accessible visualization reporting, but current methods remain inconsistent and struggle to deliver reliable results. We set multiple sub-tasks and form a structured pipeline, where each sub-task unit produces standardized JSON outputs encoding executable and deterministic code. Our approach enforces correctness in quantitative results, reduces hallucinations, and ensures reliable visualizations. In our final report, we demonstrate that the modular and verifiable outputs achieve strong reliability and maintain accuracy in visualization report generation.
Original languageEnglish
Title of host publicationIEEE VIS workshop on GenAI, Agents, and the Future of VIS
Pages1-2
Number of pages2
Publication statusPublished - 3 Nov 2025

Keywords

  • Structured AI agents
  • Reliable visualization
  • Hallucination reduction

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