2 papers
cs.CL2026
Revisiting Parameter-Based Knowledge Editing in Large Language Models: Theoretical Limits and Empirical Evidence
Wanying Ren, Xin Song, Futing Wang +2
Parameter-based knowledge editing updates the internal knowledge of large language models (LLMs) via localized weight modifications and has attracted significant attention. However…
cs.CL2026
GraphReview: Scientific Paper Evaluation via LLM-based Graph Evidence Expansion
Pujun Zheng, Wanying Ren, Jiacheng Yao +2
Scientific paper evaluation often involves not only assessing a manuscript itself, but also relating it to contemporaneous research and prior literature. However, existing LLM-base…