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This paper introduces JEV-as-a-Judge, a cost-effective evaluation method for LLMs that uses a decision-only judge with confidence thresholds to accept certain verdicts and escalate uncertain ones, achieving comparable accuracy to state-of-the-art models at significantly lower cost.