A Missing Piece for Trustworthy AI Reviewers: From Benchmarking Rhetorical Robustness to SciCore Review
SciCore, a dual-branch reviewer that averages a full-manuscript judgment with a judgment based on an extracted, structured science core, achieves a leading joint stability-discrimination profile among the benchmarked reviewers while maintaining competitive human alignment.