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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…

By Zhaoqian Xue, Shaoze Zhou, Xuexin Li, Junting Mu, Haozheng Liu, Zhongyin Wang, Yichun He, Renkai Ma, Hao Zhou, Sarah Bratt, Siyuan Ma, Chen Chen, Lingyao LiarXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Oct 16, 2026.

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