@inproceedings{wu-etal-2026-novbench, title = "{N}ov{B}ench: Evaluating Large Language Models on Academic Paper Novelty Assessment", author = "Wu, Wenqing and Zhao, Yi and Wang, Yuzhuo and Li, Siyou and Shao, Juexi and Long, Yunfei and Zhang, Chengzhi", 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.1607/", pages = "32103--32133", ISBN = "979-8-89176-395-1" }