articleNature Machine IntelligenceFeb 23, 2026Closed access

A large-scale randomized study of large language model feedback in peer review

NTNitya ThakkarMYMert YüksekgönülJSJake SilbergAGAnimesh GargNPNanyun Peng

Stanford University · Georgia Institute of Technology · +4 more institutions

Indexed incrossref

Abstract

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6
total citations
FWCI
306.35
Percentile
100%
References
33
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Authors

9

Topics & keywords

Topics
Keywords
  • Randomized controlled trial
  • Peer feedback
  • Quality (philosophy)
  • Peer review
  • Language model
  • Intervention (counseling)
UN Sustainable Development Goals
  • Quality Education
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