@article{matscibenchbenchmarkingthereasoningabili, title = {MatSciBench: Benchmarking the Reasoning Ability of Large Language Models in Materials Science}, author = {Junkai Zhang and Jingru Gan and Xiaoxuan Wang and Zian Jia and Changquan Gu and Jianpeng Chen and Yanqiao Zhu and Mingyu Derek Ma and Dawei Zhou and Ling Li and Wei Wang}, year = {2025}, eprint = {2510.12171}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.12171}, }