Where Do LLMs Go Wrong? Diagnosing Automated Peer Review via Aspect-Guided Multi-Level Perturbation.

@inproceedings{li-2025-llms, author = {Jiatao Li and Yanheng Li and Xinyu Hu and Mingqi Gao and Xiaojun Wan}, editor = {Meeyoung Cha and Carl Yang and Senjuti Basu Roy and Chanyoung Park and Zhenhui Jessie Li and Noseong Park and Carl Yang and Senjuti Basu Roy and Zhenhui Jessie Li and Jaap Kamps and Kijung Shin and Bryan Hooi and Lifang He}, title = {{Where Do LLMs Go Wrong? Diagnosing Automated Peer Review via Aspect-Guided Multi-Level Perturbation}}, booktitle = {{Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025}}, pages = {1572--1581}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3746252.3761274}, doi = {https://doi.org/10.1145/3746252.3761274} }