@article{effectiveandefficientschemaaware, title = {Effective and Efficient Schema-aware Information Extraction Using On-Device Large Language Models}, author = {Zhihao Wen and Sheng Liang and Yaxiong Wu and Yongyue Zhang and Yong liu}, year = {2025}, eprint = {2505.14992}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.14992v1}, }