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Context: Modern software systems (e.g., Apache Spark) are usually written in multiple programming languages (PLs). There is little understanding on the phenomenon of multi-programming-language commits (MPLCs), which involve modified source…

Software Engineering · Computer Science 2023-11-16 Zengyang Li , Xiaoxiao Qi , Qinyi Yu , Peng Liang , Ran Mo , Chen Yang

Background: In modern software systems, more and more systems are written in multiple programming languages (PLs). There is no comprehensive investigation on the phenomenon of multi-programming-language (MPL) bugs, which resolution involves…

Software Engineering · Computer Science 2023-07-06 Zengyang Li , Wenshuo Wang , Sicheng Wang , Peng Liang , Ran Mo

Context: An increasing number of software systems are written in multiple programming languages (PLs), which are called multi-programming-language (MPL) systems. MPL bugs (MPLBs) refers to the bugs whose resolution involves multiple PLs.…

Software Engineering · Computer Science 2024-07-16 Zengyang Li , Jiabao Ji , Peng Liang , Ran Mo , Hui Liu

Large Language Models (LLMs) have achieved state-of-the-art performance across software engineering tasks, from code generation to translation. However, we identify and systematically evaluate a critical failure mode: Programming Language…

Open source licenses create a legal framework that plays a crucial role in the widespread adoption of open source projects. Without a license, any source code available on the internet could not be openly (re)distributed. Although recent…

Software Engineering · Computer Science 2020-12-10 João Pedro Moraes , Ivanilton Polato , Igor Wiese , Filipe Saraiva , Gustavo Pinto

LLM-generated code is widely used, and the share of committed code produced by LLMs is expected to increase. However, we are not at a point where LLMs can be effective contributors to production code. We present an approach that exposes the…

Software Engineering · Computer Science 2026-04-28 Chun Jie Chong , Muyeed Ahmed , Zhihao , Yao , Iulian Neamtiu

Open source software (OSS) is integral to modern product development, and any vulnerability within it potentially compromises numerous products. While developers strive to apply security patches, pinpointing these patches among extensive…

Cryptography and Security · Computer Science 2024-09-16 Jinhong Yu , Yi Chen , Di Tang , Xiaozhong Liu , XiaoFeng Wang , Chen Wu , Haixu Tang

Open-source libraries are widely used by software developers to speed up the development of products, however, they can introduce security vulnerabilities, leading to incidents like Log4Shell. With the expanding usage of open-source…

Code translation between programming languages (PLs) is a critical task in software engineering, facilitating the modernization of legacy systems, ensuring cross-platform compatibility, and enhancing software performance. Most existing…

Software Engineering · Computer Science 2025-10-14 Marcos Macedo , Yuan Tian , Filipe R. Cogo , Bram Adams

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

The adoption of Large Language Models (LLMs) is reshaping software development as developers integrate these LLMs into their applications. In such applications, prompts serve as the primary means of interacting with LLMs. Despite the…

Software Engineering · Computer Science 2025-01-14 Mahan Tafreshipour , Aaron Imani , Eric Huang , Eduardo Almeida , Thomas Zimmermann , Iftekhar Ahmed

Developing software with the source code open to the public is prevalent; however, similar to its closed counter part, open-source has quality problems, which cause functional failures, such as program breakdowns, and non-functional, such…

Software Engineering · Computer Science 2025-03-05 Jincheng He , Zhongheng He

Large language models (LLMs) have exhibited remarkable ability in code generation. However, generating the correct solution in a single attempt still remains a challenge. Prior works utilize verification properties in software engineering…

Computation and Language · Computer Science 2024-07-03 Baizhou Huang , Shuai Lu , Weizhu Chen , Xiaojun Wan , Nan Duan

Deep learning frameworks (DLFs) have been playing an increasingly important role in this intelligence age since they act as a basic infrastructure for an increasingly wide range of AIbased applications. Meanwhile, as…

Software Engineering · Computer Science 2023-03-07 Zengyang Li , Sicheng Wang , Wenshuo Wang , Peng Liang , Ran Mo , Bing Li

Large language models (LLMs) are now largely involved in software development workflows, and the code they generate routinely includes third-party library (TPL) imports annotated with specific version identifiers. These version choices can…

Software Engineering · Computer Science 2026-05-08 Chengjie Wang , Jingzheng Wu , Xiang Ling , Tianyue Luo , Chen Zhao

The open-source software (OSS) community has historically been dominated by English as the primary language for code, documentation, and developer interactions. However, with growing global participation and better support for non-Latin…

Software Engineering · Computer Science 2026-02-24 Masudul Hasan Masud Bhuiyan , Manish Kumar Bala Kumar , Cristian-Alexandru Staicu

Code translation aims to convert source code from one programming language (PL) to another. Given the promising abilities of large language models (LLMs) in code synthesis, researchers are exploring their potential to automate code…

A critical part of creating code suggestion systems is the pre-training of Large Language Models on vast amounts of source code and natural language text, often of questionable origin or quality. This may contribute to the presence of bugs…

Software Engineering · Computer Science 2025-06-23 Mahmoud Jahanshahi , Audris Mockus

Current research on large language models (LLMs) with retrieval-augmented code generation (RACG) has largely focused on single-language settings, leaving their cross-lingual effectiveness underexplored. Multilingual RACG systems are…

Software Engineering · Computer Science 2026-04-21 Qiming Zhu , Jialun Cao , Xuanang Chen , Weili Zhang , Yaojie Lu , Hongyu Lin , Xianpei Han , Le Sun , Shing-Chi Cheung

As part of a research on a novel in-process multiprogramming-language interoperability system, this study investigates the interoperability and usage of multiple programming languages within a large dataset of GitHub projects and Stack…

Programming Languages · Computer Science 2024-11-14 Tsvi Cherny-Shahar , Amiram Yehudai
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