JEV-as-a-Judge: Accept When Confident, Escalate When Unsure.

arXiv:2609.26550v5 Announce Type: replace Abstract: LLM-as-a-judge scales evaluation, but reasoning judges are slow and costly. We study JEV-as-a-Judge: evaluation with JEV, a decision-only judge that returns label probabilities instead of text, and whose conf