@article{towardsobjectivefinetuninghowllmsprior, title = {Towards Objective Fine-tuning: How LLMs' Prior Knowledge Causes Potential Poor Calibration?}, author = {ZiMing Wang and Zeyu Shi and Haoyi Zhou and Shiqi Gao and Qingyun Sun and JianXin Li}, year = {2025}, eprint = {2505.20903}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.20903v1}, }