@misc{harada2025massive, title={Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality}, author={Yuto Harada and Yusuke Yamauchi and Yusuke Oda and Yohei Oseki and Yusuke Miyao and Yu Takagi}, year={2025}, eprint={2506.14681}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2506.14681} }