# Beyond Imitation: A Framework and Benchmark for LLM-Assisted Peer Review

**Published:** October 9, 2026
**Author:** Rachel S. Y. Teo, Yutaro Yamada, Shashank Kotyan, Yuki Imajuku, Tarin Clanuwat
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/beyond-imitation-a-framework-and-benchmark-for-llm-assisted-peer-review

The rapid growth of scientific publishing has strained peer review, particularly in machine learning, raising concerns about declining review quality and increasing reviewer workload. Large language models (LLMs) have been proposed as automated review assistants, yet their…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.11087)

**Tags:** #arXiv

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