PremiseCheck: Efficient Fact-Checking of Human and AI Peer Reviews
arXiv Preprint
TL;DR PremiseCheck splits a review comment into explicit premises without reading the paper and checks each premise against the paper with a small decision model, matching GPT-5.5 accuracy across three fields at about half the cost.
BibTeX
@misc{song2026premisecheck,
title = {PremiseCheck: Efficient Fact-Checking of Human and AI Peer Reviews},
author = {Dingjie Song and Zhiling Yan and Ziqian Zhang and Yuxuan Zhang and Lichao Sun},
year = {2026},
eprint = {2610.21046},
archivePrefix = {arXiv},
primaryClass = {cs.CL},
url = {https://arxiv.org/abs/2610.21046}
}