Let's make sure they look like this:
@article{li2025optimization,
title={{Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message}},
author={Li, Jiawei and Farag{\'o}, David and Petrov, Christian and Ahmed, Iftekhar},
year={2025},
archiveprefix = {arXiv},
eprint = {2501.09861},
primaryclass = {cs.SE},
doi={10.48550/arXiv.2501.09861}
}