HCAICYAug 27, 2025

LegiScout: A Visual Tool for Understanding Complex Legislation

arXiv:2510.01195v2
Originality Synthesis-oriented
AI Analysis

This tool helps policymakers, analysts, and the public navigate complex legislative frameworks, but it is incremental as it applies existing visualization techniques to a new domain.

The paper tackled the problem of understanding complex legislation like the Affordable Care Act by introducing LegiScout, an interactive visualization tool that transforms static policy diagrams into dynamic graphs, enhancing comprehension for stakeholders.

Modern legislative frameworks, such as the Affordable Care Act (ACA), often involve complex webs of agencies, mandates, and interdependencies. Government issued charts attempt to depict these structures but are typically static, dense, and difficult to interpret - even for experts. We introduce LegiScout, an interactive visualization system that transforms static policy diagrams into dynamic, force-directed graphs, enhancing comprehension while preserving essential relationships. By integrating data extraction, natural language processing, and computer vision techniques, LegiScout supports deeper exploration of not only the ACA but also a wide range of legislative and regulatory frameworks. Our approach enables stakeholders - policymakers, analysts, and the public - to navigate and understand the complexity inherent in modern law.

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