Iterative Experience Refinement of Software-Developing Agents

no code implementations • 7 May 2024 • Chen Qian, Jiahao Li, Yufan Dang, Wei Liu, Yifei Wang, Zihao Xie, Weize Chen, Cheng Yang, Yingli Zhang, Zhiyuan Liu, Maosong Sun

We propose two fundamental patterns: the successive pattern, refining based on nearest experiences within a task batch, and the cumulative pattern, acquiring experiences across all previous task batches.

RepoAgent: An LLM-Powered Open-Source Framework for Repository-level Code Documentation Generation

1 code implementation • 26 Feb 2024 • Qinyu Luo, Yining Ye, Shihao Liang, Zhong Zhang, Yujia Qin, Yaxi Lu, Yesai Wu, Xin Cong, Yankai Lin, Yingli Zhang, Xiaoyin Che, Zhiyuan Liu, Maosong Sun

Generative models have demonstrated considerable potential in software engineering, particularly in tasks such as code generation and debugging.

Code Documentation Generation Language Modelling +1