@article{themistowardsholisticevaluationofmllmsfo, title = {THEMIS: Towards Holistic Evaluation of MLLMs for Scientific Paper Fraud Forensics}, author = {Tzu-Yen Ma and Bo Zhang and Zichen Tang and Junpeng Ding and Haolin Tian and Yuanze Li and Zhuodi Hao and Zixin Ding and Zirui Wang and Xinyu Yu and Shiyao Peng and Yizhuo Zhao and Ruomeng Jiang and Yiling Huang and Peizhi Zhao and Jiayuan Chen and Weisheng Tan and Haocheng Gao and Yang Liu and Jiacheng Liu and Zhongjun Yang and Jiayu Huang and Haihong E}, year = {2026}, eprint = {2603.25089}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.25089}, }