From Misuse to Mastery: Enhancing Code Generation with Knowledge-Driven AI Chaining

Author:

Ren Xiaoxue1,Ye Xinyuan2,Zhao Dehai3,Xing Zhenchang4,Yang Xiaohu5

Affiliation:

1. School of Software Technology, Zhejiang University,Hangzhou,China

2. School of Computing, Australian National University,Canberra,Australia

3. CSIRO's Data61,Sydney,Australia

4. CSIRO's Data61 & Australian National University,Sydney,Australia

5. College of Computer Science and Technology, Zhejiang University,Hangzhou,China

Funder

Fundamental Research Funds for the Central Universities

Publisher

IEEE

Reference61 articles.

1. Ask me anything: A simple strategy for prompting language models;Arora;arXiv preprint,2022

2. Peer: A collaborative language model;Schick;arXiv preprint,2022

3. Re3: Generating Longer Stories With Recursive Reprompting and Revision

4. AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Prompts

5. Selection-inference: Exploiting large language models for interpretable logical reasoning;Creswell;arXiv preprint,2022

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Let’s Discover More API Relations: A Large Language Model-based AI Chain for Unsupervised API Relation Inference;ACM Transactions on Software Engineering and Methodology;2024-07-23

2. Your Code Secret Belongs to Me: Neural Code Completion Tools Can Memorize Hard-Coded Credentials;Proceedings of the ACM on Software Engineering;2024-07-12

3. Refactoring to Pythonic Idioms: A Hybrid Knowledge-Driven Approach Leveraging Large Language Models;Proceedings of the ACM on Software Engineering;2024-07-12

4. Analyzing Prompt Influence on Automated Method Generation: An Empirical Study with Copilot;Proceedings of the 32nd IEEE/ACM International Conference on Program Comprehension;2024-04-15

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3