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Neural Code Intelligence Survey

This is the repository of our paper: A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond.

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Introduction 📜

📃 A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond

Qiushi Sun, Zhirui Chen, Fangzhi Xu, Kanzhi Cheng, Chang Ma, Zhangyue Yin, Jianing Wang, Chengcheng Han, Renyu Zhu, Shuai Yuan, Qipeng Guo, Xipeng Qiu, Pengcheng Yin, Xiaoli Li, Fei Yuan, Lingpeng Kong, Xiang Li, Zhiyong Wu

Introducing the resources provided by our survey paper.

Timeline

<details open> <summary>The Development of Code Intelligence</summary>

milestones

</details>

Recent Work on Code Intelligence (Welcome PR) 📗

<!-- - [Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models](https://arxiv.org/abs/2406.11736) 2024.06 - [Symbolic Learning Enables Self-Evolving Agents](https://arxiv.org/pdf/2406.18532v1) 2024.06 - [aiXcoder](https://huggingface.co/aiXcoder/aixcoder-7b-base) 2024.04 - [Making Language Models Better Tool Learners with Execution Feedback](https://arxiv.org/abs/2305.13068) 2024.03 -->

Paper Collections / Tutorials 📚

Citation 📖

🫶 If you are interested in our work or find this repository helpful, please consider using the following citation format when referencing our paper:

@article{sun2024survey,
  title={A survey of neural code intelligence: Paradigms, advances and beyond},
  author={Sun, Qiushi and Chen, Zhirui and Xu, Fangzhi and Cheng, Kanzhi and Ma, Chang and Yin, Zhangyue and Wang, Jianing and Han, Chengcheng and Zhu, Renyu and Yuan, Shuai and others},
  journal={arXiv preprint arXiv:2403.14734},
  year={2024}
}
<!-- ```bibtex @misc{sun2024ncisurvey, title = {A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond}, author = {Qiushi Sun and Zhirui Chen and Fangzhi Xu and Kanzhi Cheng and Chang Ma and Zhangyue Yin and Jianing Wang and Chengcheng Han and Renyu Zhu and Shuai Yuan and Qipeng Guo and Xipeng Qiu and Pengcheng Yin and Xiaoli Li and Fei Yuan and Lingpeng Kong and Xiang Li and Zhiyong Wu}, eprint = {2403.14734}, archivePrefix = {arXiv}, year = {2024} } ``` -->

Acknowledgements

This is an open collaborative research project among:

<a href="https://huggingface.co/OpenAGILab"> <img src="assets/logos/pjlab-logo.png" alt="Shark-NLP Shanghai AI Lab" height = 50/> </a> <a href="https://hkunlp.github.io/"> <img src="assets/logos/hku_logo.png" alt="Shark-NLP Shanghai AI Lab" height = 50/> </a> <a href="https://nus.edu.sg/"> <img src="assets/logos/logo-high.png" alt="NUS" height = 50/> </a> <a href="https://github.com/Shark-NLP"> <img src="assets/logos/ecnu.svg.png" alt="A*STAR" height = 50/> </a> <a href="https://dase.ecnu.edu.cn/"> <img src="assets/logos/astar-logo.png" alt="A*STAR" height = 50/> </a> <a href="https://nlp.fudan.edu.cn/nlpen/main.htm"> <img src="assets/logos/fudannlp_logo.png" alt="A*STAR" height = 50/> </a> <a href="https://deepmind.google/"> <img src="assets/logos/DeepMind_new_logo.png" alt="A*STAR" height = 50/> </a>

Repository Contributors

<a href="qiushisun.github.io"><img src="https://avatars.githubusercontent.com/QiushiSun" width="50" /></a> <a href="https://github.com/jet1004"><img src="https://avatars.githubusercontent.com/jet1004" width="50" /></a> <a href="https://xufangzhi.github.io/"><img src="https://avatars.githubusercontent.com/xufangzhi" width="50" /></a> <a href="https://github.com/Luciferder"><img src="https://avatars.githubusercontent.com/Luciferder" width="50" /></a> <a href="https://scholar.google.com/citations?user=9gRQqSkAAAAJ&hl=en"><img src="https://avatars.githubusercontent.com/yinzhangyue" width="50" /></a> <a href="https://scholar.google.com/citations?user=S2IPVnwAAAAJ&hl=zh-CN"><img src="https://avatars.githubusercontent.com/njucckevin" width="50" /></a> <a href="https://chang-github-00.github.io/-changma/"><img src="https://avatars.githubusercontent.com/chang-github-00" width="50" /></a> <a href="https://hccngu.github.io/"><img src="https://avatars.githubusercontent.com/hccngu" width="50" /></a> <a href="https://wjn1996.github.io/"><img src="https://avatars.githubusercontent.com/wjn1996" width="50" /></a>

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