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Paper · arXiv

ReviewPilot: A Multi-Agent System for Screening and Data Extraction in Systematic Reviews

Systematic literature reviews follow the PRISMA process of screening scholarly works and extracting evidence from included studies. Deep research tools based on large language models (LLMs) can search and summarize the literature but do not record which studies are excluded or where extracted values come from. We develop a conversational multi-agent system called ReviewPilot that automates the PRISMA workflow from paper screening to information extraction. Researchers can tailor criteria and schemas through dialogue, and a project memory keeps their configurations and revisions. Each screening decision comes with its reason and each extracted value with its source. On epidemiological expe...

AuthorsZhaoqian Xue, Shaoze Zhou, Xuexin Li et al.
Primary categorycs.CL
Published15 October 2026
Last updated at source15 October 2026
cs.CLcs.AIcs.IR
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