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Peerify: Benchmarking Peer-Review Claim Verification

arXiv · AI, language, vision and robotics · article · Sep 2, 2026 · UTC

Peer review plays a central role in scholarly publishing, yet verifying whether reviewer claims are supported by manuscript evidence remains a largely manual and time-consuming process. We present Peerify, a pipeline for manuscript-grounded verification of peer-review claims. Given a manuscript and a review comment, the Peerify pipeline decomposes reviews into atomic claims, retrieves relevant manuscript evidence, and determines whether each claim is supported by the paper. To support the development and evaluation of the pipeline, we construct a benchmark of 800 claims derived from authentic

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Evidence & attribution

First collected: 2026-09-26T06:21:50.202Z. This is not the publication date.