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Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models

This is the repository for paper:

Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models

Zhijie Wang*, Zijie Zhou*, Da Song*, Yuheng Huang, Shengmai Chen, Lei Ma, Tianyi Zhang

The 47th IEEE/ACM International Conference on Software Engineering (ICSE '25)

Getting Started

Tip

Try our online data browser at https://llm-code-errors.cs.purdue.edu.

Our annotated data is available in data/. The source code of our online data browser is available at website/.

Citation

If you found our paper/code useful in your research, please consider citing:

@inproceedings{wang2025towards,
 author = {Wang, Zhijie and Zhou, Zijie and Song, Da and Huang, Yuheng, and Chen, Shengmai and Ma, Lei and Zhang, Tianyi},
 title = {Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models},
 booktitle = {Proceedings of the 47th IEEE/ACM International Conference on software Engineering (ICSE '25)},
 year = {2025},
} 

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Code for ICSE '25: LLM Code Error Study

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