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arXiv 2609.26550 · cs.AI · 2026-09-22

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

Yubo Li, Yidi Miao, Ramayya Krishnan, Rema Padman

Carnegie Mellon University

In latest · #105 Added on 2026-10-21

One-line takeaway

Uses a decision-only judge as a cheap first pass and escalates to stronger judges only when unsure.

用只做决策的轻量评审模型做第一轮打分,没把握时再升级给大模型,成本仅为后者的零头。

44HF upvotes
–GitHub stars
40Citations (Semantic Scholar)
59.3Buzz score

Read on arXiv PDF Hugging Face discussion Project page

About this data

Metadata from the arXiv API (verified); upvotes from Hugging Face Daily Papers; citations from Semantic Scholar. Last refreshed 2026-10-22.

The takeaway is written by AIMap from the abstract; the abstract itself is not reproduced — read the original.

Data updated: Latest AI papers(UTC+8)