JEV-as-a-Judge: Accept When Confident, Escalate When Unsure
arXiv:2609.26550v1 Announce Type: new Abstract: LLM-as-a-judge enables evaluation across diverse tasks, but inference cost and confidence reliability become critical at scale. We study whether a decision-only judge can provide an economical first pass and identify when stronger evaluation is…