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Code reviews are an integral part of software development and have been recognized as a crucial practice for minimizing bugs and favouring higher code quality. They serve as an important checkpoint before committing code and play an…

Software Engineering · Computer Science 2024-12-05 Genevieve Caumartin , Qiaolin Qin , Sharon Chatragadda , Janmitsinh Panjrolia , Heng Li , Diego Elias Costa

GitHub Copilot is an artificially intelligent programming assistant used by many developers. While a few studies have evaluated the security risks of using Copilot, there has not been any study to show if it aids developers in producing…

Software Engineering · Computer Science 2024-12-13 Daniel Erhabor , Sreeharsha Udayashankar , Meiyappan Nagappan , Samer Al-Kiswany

Large Language Models (LLMs) such as ChatGPT-4, Claude 3, and LLaMA 4 are increasingly embedded in software/application development, supporting tasks from code generation to debugging. Yet, their real-world effectiveness in detecting…

Software Engineering · Computer Science 2026-04-28 Akshay Mhatre , Noujoud Nader , Patrick Diehl , Deepti Gupta

Large language models (LLMs) have achieved state-of-the-art performance in various software engineering tasks, including error detection, clone detection, and code translation, primarily leveraging high-resource programming languages like…

Computation and Language · Computer Science 2025-06-11 Razan Baltaji , Saurabh Pujar , Louis Mandel , Martin Hirzel , Luca Buratti , Lav Varshney

Cross-language migration of large software systems is a persistent engineering challenge, particularly when the source codebase evolves rapidly. We present a methodology for LLM-assisted continuous code translation in which a large language…

Software Engineering · Computer Science 2026-04-14 Jinhua Wang , Biswa Sengupta

Large language models have transformed AI-assisted software engineering, but current research remains biased toward high-resource languages such as Python, with weaker performance in languages like Rust and OCaml. Since real-world systems…

Software Engineering · Computer Science 2026-04-30 Chao Jiang , Dugang Liu , Cheng Wen , Zhiwu Xu , Hua Zheng , Muhammad Sadiq , Jawwad Ahmed Shamsi , Shengchao Qin , Zhong Ming

Rust is a new and promising high-level system programming language. It provides both memory safety and thread safety through its novel mechanisms such as ownership, moves and borrows. Ownership system ensures that at any point there is only…

Programming Languages · Computer Science 2018-05-01 Feng Wang , Fu Song , Min Zhang , Xiaoran Zhu , Jun Zhang

ROOT has several features which interact with libraries and require implicit header inclusion. This can be triggered by reading or writing data on disk, or user actions at the prompt. Often, the headers are immutable, and reparsing is…

Software Engineering · Computer Science 2020-08-26 Yuka Takahashi , Oksana Shadura , Vassil Vassilev

Large language models (LLMs) like ChatGPT (i.e., gpt-3.5-turbo and gpt-4) exhibited remarkable advancement in a range of software engineering tasks associated with source code such as code review and code generation. In this paper, we…

Software Engineering · Computer Science 2023-10-17 Michael Fu , Chakkrit Tantithamthavorn , Van Nguyen , Trung Le

Background: Large language models (LLMs) such as ChatGPT are increasingly used in introductory programming courses to provide real-time code generation, debugging, and explanations. While these tools can boost productivity and code quality,…

Software Engineering · Computer Science 2025-10-02 Shiza Andleeb , Brandon Kantorski , Jeffrey C. Carver

This study comprehensively evaluates the translation quality of Large Language Models (LLMs), specifically GPT-4, against human translators of varying expertise levels across multiple language pairs and domains. Through carefully designed…

Computation and Language · Computer Science 2024-07-08 Jianhao Yan , Pingchuan Yan , Yulong Chen , Judy Li , Xianchao Zhu , Yue Zhang

Rust is a popular programming language in building various low-level software in recent years. It aims to provide safe concurrency when implementing multi-threaded software through a suite of compiler checking rules. Unfortunately, there is…

Programming Languages · Computer Science 2019-02-07 Zeming Yu , Linhai Song , Yiying Zhang

Large language models (LLMs) are increasingly being used for the task of automated code translation, which has important real-world applications. However, most existing approaches use only the source code of a program as an input to an LLM,…

Software Engineering · Computer Science 2025-12-08 Vikram Nitin , Rahul Krishna , Baishakhi Ray

Although Rust primarily intends to be a safe programming language that excludes undefined behaviour, it provides its users with the escape hatch of unsafe Rust, allowing them to circumvent some of its strong compile-time checks. This…

Programming Languages · Computer Science 2025-10-28 Alex Le Blanc , Patrick Lam

Rust is an emerging, strongly-typed programming language focusing on efficiency and memory safety. With increasing projects adopting Rust, knowing how to use Unsafe Rust is crucial for Rust security. We observed that the description of…

Software Engineering · Computer Science 2023-08-10 Mohan Cui , Suran Sun , Hui Xu , Yangfan Zhou

Machine translation software has seen rapid progress in recent years due to the advancement of deep neural networks. People routinely use machine translation software in their daily lives, such as ordering food in a foreign restaurant,…

Computation and Language · Computer Science 2021-03-02 Pinjia He , Clara Meister , Zhendong Su

Recent advancements in large language models (LLMs) have demonstrated impressive capabilities in code translation, typically evaluated using benchmarks like CodeTransOcean and RepoTransBench. However, dependency-free benchmarks fail to…

Software Engineering · Computer Science 2025-10-20 Guangsheng Ou , Mingwei Liu , Yuxuan Chen , Yanlin Wang , Xin Peng , Zibin Zheng

The Rust programming language restricts aliasing to provide static safety guarantees. However, in certain situations, developers need to bypass these guarantees by using a set of unsafe features. If they are used incorrectly, these features…

Software Engineering · Computer Science 2026-03-09 Ian McCormack , Tomas Dougan , Sam Estep , Hanan Hibshi , Jonathan Aldrich , Joshua Sunshine

This paper proposes a pipeline for quantitatively evaluating interactive LLMs such as ChatGPT using publicly available dataset. We carry out an extensive technical evaluation of ChatGPT using Big-Vul covering five different common software…

Software Engineering · Computer Science 2024-04-08 Xin Yin

This report provides a preliminary evaluation of ChatGPT for machine translation, including translation prompt, multilingual translation, and translation robustness. We adopt the prompts advised by ChatGPT to trigger its translation ability…

Computation and Language · Computer Science 2023-11-03 Wenxiang Jiao , Wenxuan Wang , Jen-tse Huang , Xing Wang , Shuming Shi , Zhaopeng Tu