@article{systematicllmtranslationoflegacyscientif, title = {Systematic LLM Translation of Legacy Scientific Code to Differentiable Frameworks: Application to a Land Surface Model}, author = {Aya Lahlou and Linnia Hawkins and Pierre Gentine}, year = {2026}, eprint = {2606.07681}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.07681}, }