@article{evolvescalersynthesizinginformationevolu, title = {EvolveScaler: Synthesizing Information-Evolution Contexts via Executable State Machines and Natural-Language Rendering}, author = {Ziliang Zhao and Zenan Xu and Shuting Wang and Zhao Wang and Bowen Cao and Minda Hu and Lincheng Li and Pluto Zhou and Zhicheng Dou}, year = {2026}, eprint = {2609.08435}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2609.08435}, }