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

> Source: <https://aiflash.com/news/124924/>
> Published: 2026-09-23 12:00:20+00:00

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 needed. Comparing jev-as-a-judge with sixteen generativ