| --- |
| license: mit |
| task_categories: |
| - text-generation |
| --- |
| |
| # MultiFileTest (ProjectTest) |
|
|
| MultiFileTest (also referred to as ProjectTest) is a multi-file-level benchmark for unit test generation covering Python, Java, and JavaScript. It features 20 moderate-sized and high-quality projects per language, designed to evaluate Large Language Models (LLMs) on more practical and challenging multi-file-level codebases compared to standard single-file benchmarks. |
|
|
| - **Paper:** [MultiFileTest: A Multi-File-Level LLM Unit Test Generation Benchmark and Impact of Error Fixing Mechanisms](https://huggingface.co/papers/2502.06556) |
| - **GitHub Repository:** [https://github.com/YiboWANG214/ProjectTest](https://github.com/YiboWANG214/ProjectTest) |
|
|
| ## Dataset Statistics |
|
|
| | Language | Avg. #Files | Avg. LOC | Avg. #Stars | Avg. #Forks | |
| |------------|------------|----------|-------------|-------------| |
| | Python | 6.10 | 654.60 | 5810.30 | 996.90 | |
| | Java | 4.65 | 282.60 | 3306.05 | 1347.65 | |
| | JavaScript | 4.00 | 558.05 | 17242.30 | 5476.45 | |
|
|
| ## Sample Usage |
|
|
| You can load this dataset using the Hugging Face `datasets` library: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| # Login using e.g. `huggingface-cli login` to access this dataset |
| ds = load_dataset("yibowang214/ProjectTest") |
| ``` |
|
|
| ## Citation |
|
|
| If you find this work useful, please consider citing: |
|
|
| ```bibtex |
| @article{wang2025projecttest, |
| title={ProjectTest: A Project-level Unit Test Generation Benchmark and Impact of Error Fixing Mechanisms}, |
| author={Wang, Yibo and Xia, Congying and Zhao, Wenting and Du, Jiangshu and Miao, Chunyu and Deng, Zhongfen and Yu, Philip S and Xing, Chen}, |
| journal={arXiv preprint arXiv:2502.06556}, |
| year={2025} |
| } |
| ``` |