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JEV vs. LLMs as Rubric Judges: Cheaper, Faster, and Wrong in the Same Places

Rao & Callison-Burch (2026). The counterpoint to the cascade story: Jev is 29–325× cheaper and competitive on binary criteria, but LLM judges repeat nearly all of its most confident errors, capping escalation gains at ~1.5 points.

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