{"title":"Using Generative Agents to Create Tip Sheets for Investigative Data Reporting","authors":"Joris Veerbeek, Nicholas Diakopoulos","doi":"arxiv-2409.07286","DOIUrl":null,"url":null,"abstract":"This paper introduces a system using generative AI agents to create tip\nsheets for investigative data reporting. Our system employs three specialized\nagents--an analyst, a reporter, and an editor--to collaboratively generate and\nrefine tips from datasets. We validate this approach using real-world\ninvestigative stories, demonstrating that our agent-based system generally\ngenerates more newsworthy and accurate insights compared to a baseline model\nwithout agents, although some variability was noted between different stories.\nOur findings highlight the potential of generative AI to provide leads for\ninvestigative data reporting.","PeriodicalId":501030,"journal":{"name":"arXiv - CS - Computation and Language","volume":"6 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Computation and Language","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.07286","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This paper introduces a system using generative AI agents to create tip
sheets for investigative data reporting. Our system employs three specialized
agents--an analyst, a reporter, and an editor--to collaboratively generate and
refine tips from datasets. We validate this approach using real-world
investigative stories, demonstrating that our agent-based system generally
generates more newsworthy and accurate insights compared to a baseline model
without agents, although some variability was noted between different stories.
Our findings highlight the potential of generative AI to provide leads for
investigative data reporting.