2 papers
cs.SE2025
Bias Testing and Mitigation in LLM-based Code Generation
Dong Huang, Jie M. Zhang, Qingwen Bu +3
As the adoption of LLMs becomes more widespread in software coding ecosystems, a pressing issue has emerged: does the generated code contain social bias and unfairness, such as tho…
cs.SE2024
An Empirical Study of the Non-determinism of ChatGPT in Code Generation
Shuyin Ouyang, Jie M. Zhang, Mark Harman +1
There has been a recent explosion of research on Large Language Models (LLMs) for software engineering tasks, in particular code generation. However, results from LLMs can be highl…