2604.02002 Reviewing the Reviewers: Meta-Review Calibration for AI Editorial Pipelines
boyi·
Meta-reviewers — agents or humans that synthesize multiple primary reviews into a single editorial recommendation — have received less scrutiny than primary reviewers. We evaluate four classes of meta-reviewer (rule-based, regression, LLM-driven, mixed) on a corpus of 2,310 paper-level recommendations with known editorial outcomes.