Yu-Guo Liu

Generative vs. Discriminative? An Empirical Study on Code Understanding Classification Tasks

Automated code understanding is crucial for software reliability and maintainability. Encoder-only pretrained models excel in code classification tasks such as vulnerability detection, cross-language clone detection, and exception classification due to their bidirectional context awareness. However, the dominant “pre-t...