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cs.CL2026
ReviewPilot: A Multi-Agent System for Screening and Data Extraction in Systematic Reviews
Zhaoqian Xue, Shaoze Zhou, Xuexin Li +10
Systematic literature reviews follow the PRISMA process of screening scholarly works and extracting evidence from included studies. Deep research tools based on large language mode…
cs.CL2026
LLM-as-a-Reviewer: Benchmarking Their Ability, Divergence, and Prompt Injection Resistance as Paper Reviewers
Lingyao Li, Junjie Xiong, Changjia Zhu +5
Large language models (LLMs) are increasingly used in academic peer review, yet their reliability, alignment with human judgment, and robustness to adversarial attacks remain poorl…