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Computer Science, Human-Computer Interaction

Enhancing Event Understanding with Provenance and Filtering Tools

Enhancing Event Understanding with Provenance and Filtering Tools

In this article, we present a novel development in multimedia event analysis called RESIN-EDITOR, which enables users to visualize, analyze, and edit complex events with ease. The tool’s key features include hierarchical graph visualization, comprehensive source document tracing, and interactive user editing. Our system offers several advantages over existing analysis interfaces, including a more informative visualization of the extracted event graph, which includes atomic events and entities as well as their hierarchical, temporal, and logical relations.
To develop RESIN-EDITOR, we addressed three challenges: (1) how to generate a comprehensive visualization of the extracted event graph, (2) how to include multimedia provenance in the ranking system, and (3) how to integrate the event grounding tool for easy addition of new events. Our solution involves matching an extracted event graph with an event schema to generate a prototypical description of the usual progression of a particular type of complex event. This approach enables users to quickly understand the relationships between events and entities, leading to more accurate analysis and decision-making.
We evaluated RESIN-EDITOR through extensive empirical studies, which showed that our tool is significantly more effective than existing tools in understanding and analyzing complex events. Our system also offers a ranking system that considers the relevance of multimedia provenance, enabling users to quickly view the most related sentence/image. Additionally, we plan to integrate the event grounding tool, allowing users to easily add new events by providing natural language descriptions, and the system will provide event type suggestions and fill in the argument template.
In conclusion, RESIN-EDITOR provides a user-friendly interface for understanding complex events by visualizing, analyzing, and editing the extracted graphical narratives. Our system offers several advantages over existing analysis interfaces, including a more informative visualization and a ranking system that considers multimedia provenance. With its comprehensive features, RESIN-EDITOR has the potential to significantly improve the efficiency of error analysis processes and enable better decision-making in various fields.