EfficientXpert: Efficient Domain Adaptation for Large Language Models via Propagation-Aware Pruning

Songlin Zhao, Michael Pitts, Zhuwei Qin

Deploying domain-specialized large language models on resource-constrained hardware motivates reducing both adaptation cost and the number of retained weights. LoRA lowers adaptati…