arXiv cs.CLPaper
More Criticism Does Not Make a Better Review: EquiReview-R
The paper identifies a real failure mode in current review systems: they optimize for quantity over quality, surfacing both missing weaknesses and unfounded criticisms. But this work is theoretical and narrow, focused on formalizing one aspect of review rather than shipping something a builder would integrate today. If you're working on research evaluation infrastructure, the framing is useful; otherwise, this is academic work on academic work.