Preprint
Aug 2026
Aggregate-then-Calibrate for Human-centered Assessment with Theoretical Guarantees
The proposed Aggregate-then-Calibrate (AtC), a two-stage framework that bridges judgment aggregation with model-free calibration, providing a principled recipe for human-centered assessment when ground truth is costly, scarce, or unverifiable.
Zejun Xie, Xintong Li, Guang Wang et al.
· 0 citations