@article{advantageguideddistillationforpreference, title = {Advantage-Guided Distillation for Preference Alignment in Small Language Models}, author = {Shiping Gao and Fanqi Wan and Jiajian Guo and Xiaojun Quan and Qifan Wang}, year = {2025}, eprint = {2502.17927}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.17927v1}, }