Parameter-Efficient Multi-classification Software Defect Detection Method Based on Pre-trained LLMs. - Xuanye Wang; Lu Lu; Zhanyu Yang; Qingyan Tian; Haisha Lin (Int. J. Comput. Intell. Syst., 2024)