This is the repository of our paper: A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond.
Please do not hesitate to contact us or launch pull requests if you find any related papers that are missing in our paper.
- Update on 2024/11/01: Version 1.4 released with extra paper collections ๐
- Update on 2024/06/23: Version 1.2 released ๐
- Update on 2024/03/19: Version 1.0 released ๐
- Update on 2024/01/19: Add multiple reading lists ๐
- Update on 2023/12/29: Add Development Timelines ๐
- Update on 2023/12/25: Add Reading Lists, Merry Christmas ๐๐
๐ 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.
- FullStack Bench: Evaluating LLMs as Full Stack Coders 2024.12
- CodeDPO: Aligning Code Models with Self Generated and Verified Source Code 2024.11
- OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models 2024.11
- Qwen2.5-Coder Series: Powerful, Diverse, Practical. 2024.11
- RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning 2024.10
- To Code, or Not To Code? Exploring Impact of Code in Pre-training 2024.08
- Language Models for Code ๐ค
- Evaluations and Benchmarks ๐
- Preference Optimization ๐
- Code Repair ๐ง
- Reasoning with Code Synthesis ๐ง
- Data Science ๐ข
- Corpus containing Code Data ๐
- Code-Based Solutions for NLP Tasks ๐
- Code Empowered Agents ๐ค
- Reinforcement Learning with CodeLMs ๐ฎ
- Code Intelligence assists AI4Science ๐งช
- Software Development ๐ ๏ธ
- Multilingual ๐
- Multimodal Code Generation ๐จ
- Awesome Slides, Talks and Blogs ๐งโ๐ซ
๐ซถ 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}
}
This is an open collaborative research project among: