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With the widespread adoption of vibe coding, understanding the reasoning and robustness of Large Language Models (LLMs) is critical for their reliable use in programming tasks. While recent studies assess LLMs' ability to predict program…

Software Engineering · Computer Science 2026-05-08 Pedro Orvalho , Marta Kwiatkowska

Software vulnerabilities are increasing at an alarming rate. However, manual patching is both time-consuming and resource-intensive, while existing automated vulnerability repair (AVR) techniques remain limited in effectiveness. Recent…

Cryptography and Security · Computer Science 2025-11-17 Zichao Wei , Jun Zeng , Ming Wen , Zeliang Yu , Kai Cheng , Yiding Zhu , Jingyi Guo , Shiqi Zhou , Le Yin , Xiaodong Su , Zhechao Ma

Consistency is one of the keys to maintainable source code and hence a successful software project. We propose a novel method of extracting the intent of programmers from source code of a large project (~300kLOC) and checking the semantic…

Software Engineering · Computer Science 2022-03-21 Yusuke Shinyama , Yoshitaka Arahori , Katsuhiko Gondow

Formal verification provides the highest assurance of software correctness and security, but its application to large-scale, evolving systems remains a major challenge. While large language models (LLMs) have shown promise in automating…

Software Engineering · Computer Science 2026-05-06 Yuwei Liu , Xinyi Wan , Yanhao Wang , Minghua Wang , Lin Huang , Tao Wei

Security vulnerability in third-party dependencies is a growing concern not only for developers of the affected software, but for the risks it poses to an entire software ecosystem, e.g., Heartbleed vulnerability. Recent studies show that…

Software Engineering · Computer Science 2021-06-24 Bodin Chinthanet , Raula Gaikovina Kula , Shane McIntosh , Takashi Ishio , Akinori Ihara , Kenichi Matsumoto

Android applications (apps) integrate reusable and well-tested third-party libraries (TPLs) to enhance functionality and shorten development cycles. However, recent research reveals that TPLs have become the largest attack surface for…

Cryptography and Security · Computer Science 2025-06-19 Bolin Zhou , Jingzheng Wu , Xiang Ling , Tianyue Luo , Jingkun Zhang

With the rapid growth of software, using third-party libraries (TPLs) has become increasingly popular. The prosperity of the library usage has provided the software engineers with handful of methods to facilitate and boost the program…

Software Engineering · Computer Science 2022-04-19 Can Yang , Zhengzi Xu , Hongxu Chen , Yang Liu , Xiaorui Gong , Baoxu Liu

Geo-replicated systems provide a number of desirable properties such as globally low latency, high availability, scalability, and built-in fault tolerance. Unfortunately, programming correct applications on top of such systems has proven to…

Programming Languages · Computer Science 2025-02-27 Kartik Nagar , Prasita Mukherjee , Suresh Jagannathan

Context: Open-source ecosystems rely on sustained package maintenance. When maintenance slows or stops, Technical Lag (TL), the gap between installed and latest dependency versions accumulates, creating security and sustainability risks.…

Software Engineering · Computer Science 2026-03-12 Shane K. Panter , Nasir U. Eisty

Library dependencies in software ecosystems play a crucial role in the development of software. As newer releases of these libraries are published, developers may opt to pin their dependencies to a particular version. While pinning may have…

Software Engineering · Computer Science 2025-12-22 Vasudev Vikram , Yuvraj Agarwal , Rohan Padhye

BACKGROUND: Vulnerable dependencies are a known problem in today's open-source software ecosystems because OSS libraries are highly interconnected and developers do not always update their dependencies. AIMS: In this paper we aim to present…

Software Engineering · Computer Science 2018-08-30 Ivan Pashchenko , Henrik Plate , Serena Elisa Ponta , Antonino Sabetta , Fabio Massacci

Large language models (LLMs) are increasingly used for automated code refactoring tasks. Although these models can quickly refactor code, the quality may exhibit inconsistencies and unpredictable behavior. In this article, we systematically…

Software Engineering · Computer Science 2026-02-26 Norman Peitek , Julia Hess , Sven Apel

Context: Modern open-source software ecosystems, such as those managed by GNU/Linux distributions, are composed of numerous packages developed independently by diverse communities. These ecosystems employ package management tools to…

Software Engineering · Computer Science 2025-06-03 Shane K. Panter , Luke Hindman , Nasir U. Eisty

The prevalent use of third-party libraries (TPLs) in modern software development introduces significant security and compliance risks, necessitating the implementation of Software Composition Analysis (SCA) to manage these threats. However,…

Software Engineering · Computer Science 2025-03-31 Lyuye Zhang , Chengwei Liu , Jiahui Wu , Shiyang Zhang , Chengyue Liu , Zhengzi Xu , Sen Chen , Yang Liu

Reusing software libraries is a pillar of modern software engineering. In 2022, the average Java application depends on 40 third-party libraries. Relying on such libraries exposes a project to potential vulnerabilities and may put an…

Software Engineering · Computer Science 2023-01-20 Amir M. Mir , Mehdi Keshani , Sebastian Proksch

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

Large language models (LLMs) have transformed code generation. However, most existing approaches focus on mainstream languages such as Python and Java, neglecting the Solidity language, the predominant programming language for Ethereum…

Software Engineering · Computer Science 2025-08-27 Zhiyuan Peng , Xin Yin , Rui Qian , Peiqin Lin , Yongkang Liu , Hao Zhang , Chenhao Ying , Yuan Luo

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

Large Language Models for code (LLMs4Code) are increasingly used to generate software artifacts, including library and package recommendations in languages such as Go. However, recent evidence shows that LLMs frequently hallucinate package…

Software Engineering · Computer Science 2025-12-10 Md Nazmul Haque , Elizabeth Lin , Lawrence Arkoh , Biruk Tadesse , Bowen Xu

As Large Language Models (LLMs) transition from code completion tools to autonomous system architects, their impact on long-term software maintainability remains unquantified. While existing research benchmarks functional correctness…

Software Engineering · Computer Science 2025-12-05 Tyler Slater