@inproceedings{zheng-etal-2026-isolated, title = "From Isolated Scoring to Collaborative Ranking: A Comparison-Native Framework for {LLM}-Based Paper Evaluation", author = "Zheng, Pujun and Yao, Jiacheng and Zheng, Jinquan and Gu, Chenyang and He, Guoxiu and Liu, Jiawei and Huang, Yong and Guo, Tianrui and Lu, Wei", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1195/", pages = "23863--23883", ISBN = "979-8-89176-395-1" }