@article{largelanguagemodelsinmaterialsscienceand, title = {Large language models in materials science and the need for open-source approaches}, author = {Fengxu Yang and Weitong Chen and Jack D. Evans}, year = {2025}, eprint = {2511.10673}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.10673}, }