@article{eldergettingefficientllmsthroughdata, title = {ELDeR: Getting Efficient LLMs through Data-Driven Regularized Layer-wise Pruning}, author = {Mingkuan Feng and Jinyang Wu and Siyuan Liu and Shuai Zhang and Hongjian Fang and Ruihan Jin and Feihu Che and Pengpeng Shao and Zhengqi Wen and JianHua Tao}, year = {2025}, eprint = {2505.18232}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.18232v1}, }