@article{beyondmanuallydesignedpruningpolicieswit, title = {Beyond Manually Designed Pruning Policies with Second-Level Performance Prediction: A Pruning Framework for LLMs}, author = {Zuxin Ma and Yunhe Cui and Yongbin Qin}, year = {2025}, eprint = {2508.02381}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.02381}, }