@article{novbenchevaluatinglargelanguagemodelsona, title = {NovBench: Evaluating Large Language Models on Academic Paper Novelty Assessment}, author = {Wenqing Wu and Yi Zhao and Yuzhuo Wang and Siyou Li and Juexi Shao and Yunfei Long and Chengzhi Zhang}, year = {2026}, eprint = {2604.11543}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.11543}, }