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Large Language Models (LLMs) have been gaining increasing attention and demonstrated promising performance across a variety of Software Engineering (SE) tasks, such as Automated Program Repair (APR), code summarization, and code completion.…

Software Engineering · Computer Science 2024-04-18 Quanjun Zhang , Tongke Zhang , Juan Zhai , Chunrong Fang , Bowen Yu , Weisong Sun , Zhenyu Chen

Continuous Integration (CI) pipelines for embedded software sometimes fail during compilation, consuming significant developer time for debugging. We study four major open-source embedded system projects, spanning over 4000 build failures…

Software Engineering · Computer Science 2026-02-25 Han Fu , Andreas Ermedahl , Sigrid Eldh , Kristian Wiklund , Philipp Haller , Cyrille Artho

Automatically detecting software failures is an important task and a longstanding challenge. It requires finding failure-inducing test cases whose test input can trigger the software's fault, and constructing an automated oracle to detect…

Software Engineering · Computer Science 2023-09-12 Tsz-On Li , Wenxi Zong , Yibo Wang , Haoye Tian , Ying Wang , Shing-Chi Cheung , Jeff Kramer

Norms are an important component of the social fabric of society by prescribing expected behaviour. In Multi-Agent Systems (MAS), agents interacting within a society are equipped to possess social capabilities such as reasoning about norms…

Multiagent Systems · Computer Science 2024-10-15 Shawn He , Surangika Ranathunga , Stephen Cranefield , Bastin Tony Roy Savarimuthu

In recent years, JavaScript has become the most widely used programming language, especially in web development. However, writing secure JavaScript code is not trivial, and programmers often make mistakes that lead to security…

Cryptography and Security · Computer Science 2024-03-21 Tan Khang Le , Saba Alimadadi , Steven Y. Ko

Large language models (LLMs) have shown remarkable abilities to generate code, however their ability to develop software for embedded systems, which requires cross-domain knowledge of hardware and software has not been studied. In this…

Software Engineering · Computer Science 2023-11-23 Zachary Englhardt , Richard Li , Dilini Nissanka , Zhihan Zhang , Girish Narayanswamy , Joseph Breda , Xin Liu , Shwetak Patel , Vikram Iyer

Recent advancements in Large Language Models (LLMs) have demonstrated significant potential across a wide range of software engineering tasks, including software design, an area traditionally regarded as highly dependent on human expertise…

Software Engineering · Computer Science 2026-05-05 Yifei Wang , Ruiyin Li , Peng Liang , Yangxiao Cai , Zengyang Li , Mojtaba Shahin , Arif Ali Khan , Qiong Feng

The rapid advancement of Large Language Models (LLMs) presents a significant challenge to academic integrity within computing education. As educators seek reliable detection methods, this paper evaluates the capacity of three prominent LLMs…

Computers and Society · Computer Science 2025-12-30 Christopher Burger , Karmece Talley , Christina Trotter

Safety-critical systems are engineered systems whose failure or malfunction could result in catastrophic consequences. The software development for safety-critical systems necessitates rigorous engineering practices and adherence to…

Software Engineering · Computer Science 2025-11-25 Malik Muhammad Umer

Context: Code reviews are crucial for software quality. Recent AI advances have allowed large language models (LLMs) to review and fix code; now, there are tools that perform these reviews. However, their reliability and accuracy have not…

Software Engineering · Computer Science 2025-05-27 Umut Cihan , Arda İçöz , Vahid Haratian , Eray Tüzün

Unit testing is crucial in software engineering for ensuring quality. However, it's not widely used in parallel and high-performance computing software, particularly scientific applications, due to their smaller, diverse user base and…

Software Engineering · Computer Science 2024-07-09 Rabimba Karanjai , Aftab Hussain , Md Rafiqul Islam Rabin , Lei Xu , Weidong Shi , Mohammad Amin Alipour

Large Language Models (LLMs) have demonstrated significant potential in automated software security, particularly in vulnerability detection. However, existing benchmarks primarily focus on isolated, single-vulnerability samples or…

Cryptography and Security · Computer Science 2025-12-30 Chinmay Pushkar , Sanchit Kabra , Dhruv Kumar , Jagat Sesh Challa

This study explores the potential of Large Language Models (LLMs) in automating the repair of C programs. We present a framework that integrates spectrum-based fault localization (SBFL), runtime feedback, and Chain-of-Thought-structured…

Software Engineering · Computer Science 2025-09-04 Mahdi Farzandway , Fatemeh Ghassemi

Application Programming Interfaces (APIs) facilitate the integration of third-party dependencies within the code of client applications. However, changes to an API, such as deprecation, modification of parameter names or types, or complete…

Software Engineering · Computer Science 2026-04-14 Frank Reyes , May Mahmoud , Federico Bono , Sarah Nadi , Benoit Baudry , Martin Monperrus

Large Language Models (LLMs) offer numerous applications, the full extent of which is not yet understood. This paper investigates if LLMs can be applied for editing structured and semi-structured documents with minimal effort. Using a…

Machine Learning · Computer Science 2024-09-16 Irene Weber

To enhance Large Language Models' (LLMs) reliability, calibration is essential -- the model's assessed confidence scores should align with the actual likelihood of its responses being correct. However, current confidence elicitation methods…

Computation and Language · Computer Science 2024-10-29 Yukun Huang , Yixin Liu , Raghuveer Thirukovalluru , Arman Cohan , Bhuwan Dhingra

Large language models (LLMs) are increasingly used in software development, but their level of software security expertise remains unclear. This work systematically evaluates the security comprehension of five leading LLMs: GPT-4o-Mini,…

Software Engineering · Computer Science 2025-12-25 Mohammed Latif Siddiq , Natalie Sekerak , Antonio Karam , Maria Leal , Arvin Islam-Gomes , Joanna C. S. Santos

Introduction: Large language models (LLMs) can process requests and generate texts, but their feasibility for assessing complex academic content needs further investigation. To explore LLM's potential in assisting scientific review, this…

Computation and Language · Computer Science 2026-01-29 Yinuo Liu , Emre Sezgin , Eric A. Youngstrom

Compiler error messages serve as an initial resource for programmers dealing with compilation errors. However, previous studies indicate that they often lack sufficient targeted information to resolve code issues. Consequently, programmers…

Software Engineering · Computer Science 2023-07-21 Patricia Widjojo , Christoph Treude

Software engineers in various industrial domains are already using Large Language Models (LLMs) to accelerate the process of implementing parts of software systems. When considering its potential use for ADAS or AD systems in the automotive…

Software Engineering · Computer Science 2025-05-27 Ali Nouri , Beatriz Cabrero-Daniel , Zhennan Fei , Krishna Ronanki , Håkan Sivencrona , Christian Berger
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