Automatic Commit Message Generation: A Critical Review and Directions for Future Work. - Yuxia Zhang; Zhiqing Qiu; Klaas-Jan Stol; Wenhui Zhu; Jiaxin Zhu; Yingchen Tian; Hui Liu 003 (IEEE Trans. Software Eng., 2024)

A First Look at Conventional Commits Classification. - Qunhong Zeng; Yuxia Zhang; Zhiqing Qiu; Hui Liu (ICSE, 2025)