Yutaro Yamada

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 evaluation has focused largely on imitating hu...