Demystifying practices, challenges and expected features of using github copilot

B Zhang, P Liang, X Zhou, A Ahmad… - arXiv preprint arXiv …, 2023 - arxiv.org
… to help them generate code comments, as one developer mentioned that he used “Copilot
in Visual Studio 2022 to document code” (SO #76070342), but the percentage of this purpose …

Copiloting the copilots: Fusing large language models with completion engines for automated program repair

Y Wei, CS Xia, L Zhang - Proceedings of the 31st ACM Joint European …, 2023 - dl.acm.org
… To address the aforementioned limitations, we propose Repilot, a framework to further
copilot the AI “copilots” (ie, LLMs) via fusing LLMs with Completion Engines to synthesize more …

Security Evaluations of GitHub's Copilot

O Asare - 2023 - uwspace.uwaterloo.ca
… code generation tool, GitHub’s Copilot, with the aim … Copilot’s security performance compares
to that of human developers. In the set of (150) samples we consider, we find that Copilot is …

Are Prompt Engineering and TODO Comments Friends or Foes? An Evaluation on GitHub Copilot

D OBrien, S Biswas, SM Imtiaz… - Proceedings of the …, 2024 - dl.acm.org
… Boa Language and Infrastructure as of February 2022. This dataset has been employed in
… is Python, was gathered from GitHub in February 2022, and consists of repositories created …

AI-Assisted Unit Testing: Empirical Insights into GitHub Copilot Chat's Effectiveness and Collaborative Benefits

E Sundqvist - 2024 - diva-portal.org
… This study focuses on the efficacy of GitHub Copilot Chat for generating unit tests in Java
projects using the Defects4J repository. Consequently, our findings may not be generalizable to …

Using GitHub Copilot for Test Generation in Python: An Empirical Study

K El Haji, C Brandt, A Zaidman - Proceedings of the 5th ACM/IEEE …, 2024 - dl.acm.org
… by GitHub Copilot, a proprietary closed-source code generation tool that uses an LLM. We
evaluate GitHub Copilot’… from Copilot in this study occurred between December 2022 and May …

Natural language generation and understanding of big code for AI-assisted programming: A review

MF Wong, S Guo, CN Hang, SW Ho, CW Tan - Entropy, 2023 - mdpi.com
… The details to integrate the Copilot with Xcode are illustrated in Figure 5. With these
workarounds, Copilot for Xcode successfully enables Xcode to support GitHub Copilot, as shown in …

An empirical analysis of GitHub Copilot

I Nilsson - 2023 - diva-portal.org
… OpenAI recently garnered increased public attention with its official release of ChatGPT
in December 2022, which is also a large language model powered by its GPT-3.5 which has …

Utilizing Large Language Models as No-code Interface in a Software Development Toolkit

J Keisala - 2023 - theseus.fi
Github Copilot Github Copilot is a helper tool for programmers. It can be used directly from
… That said, Github Copilot cannot be considered as a separate large language model. It is, …

The Effects of AI Assisted Programming in Software Engineering

J Gottlander, T Khademi - 2023 - odr.chalmers.se
… In software engineering, an example of such a tool is GitHub Copilot (Copilot), which can …
ChatGPT, reaching one million users within five days of its release in November 2022 [25]. …