@article{evolutionwithoutlargemodelstraining, title = {Evolution without Large Models: Training Language Model with Task Principles}, author = {Minghang Zhu and Shen Gao and Zhengliang Shi and Jiabao Fang and Pengjie Ren and Zhaochun Ren and Zhumin Chen and Shuo Shang}, year = {2025}, eprint = {2507.05991}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.05991v1}, }