@article{scihorizonbenchmarkingaiforscience, title = {SciHorizon: Benchmarking AI-for-Science Readiness from Scientific Data to Large Language Models}, author = {Chuan Qin and Xin Chen and Chengrui Wang and Pengmin Wu and Xi Chen and Yihang Cheng and Jingyi Zhao and Meng Xiao and Xiangchao Dong and Qingqing Long and Boya Pan and Han Wu and Chengzan Li and Yuanchun Zhou and Hui Xiong and HengShu Zhu}, year = {2025}, eprint = {2503.13503}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.13503v3}, }