We review the noted processes of information selection, info classification, data preprocessing, and knowledge illustration in our selected Key studies on LLM4SE.• We have classified the LLMs used for the reported SE tasks and also have provided a summary of your usage and developments of various LLM classes within the SE domain.In addition they