ECPO: Evidence-Coupled Policy Optimization for Verifier-Audited Candidate Ranking.

arXiv:2605.21993v2 Announce Type: replace Abstract: Ranking systems used for decision support should expose evidence that can be audited independently of the model's ranking scores. We study a closed-roster setting in which a policy jointly emits a Top-$K$ ran