Intel / article

LitReview Arena: Evaluating Literature Review Agents with Battle-Style Peer Review Platform

Source: arxiv.org
Author: Ruotong Zhao, Zhiyu Chen, Xurui Liu, Haidong Xue, Dong Liang, Jigao Fu, Wu YanBiao, Yuanyi Zhen, Fengli Xu, Yong Li
Date: Published Aug 25, 2026

Why it matters

Puts a number on how far literature-review agents still sit behind expert drafts, and shows the agentic scaffold — not the base model — carries most of the gain.

Terms in this piece · Glossary

LLM-as-judge — Using one model to score another's output against a rubric, so quality can be measured at a scale human grading cannot reach.

Read the source arxiv.org