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Benchmarking as Empirical Standard in Software Engineering Research [PDF]
International Conference on Evaluation & Assessment in Software Engineering, 2021 In empirical software engineering, benchmarks can be used for comparing different methods, techniques and tools. However, the recent ACM SIGSOFT Empirical Standards for Software Engineering Research do not include an explicit checklist for benchmarking.
W. Hasselbring
arxiv +3 more sources
Large Language Models for Software Engineering: A Systematic Literature Review [PDF]
ACM Transactions on Software Engineering and Methodology, 2023 Large Language Models (LLMs) have significantly impacted numerous domains, including Software Engineering (SE). Many recent publications have explored LLMs applied to various SE tasks.
Xinying Hou +9 more
semanticscholar +1 more source
Large Language Models for Software Engineering: Survey and Open Problems [PDF]
2023 IEEE/ACM International Conference on Software Engineering: Future of Software Engineering (ICSE-FoSE), 2023 This paper provides a survey of the emerging area of Large Language Models (LLMs) for Software Engineering (SE). It also sets out open research challenges for the application of LLMs to technical problems faced by software engineers.
Angela Fan +6 more
semanticscholar +1 more source
On the Validity of Pre-Trained Transformers for Natural Language Processing in the Software Engineering Domain [PDF]
IEEE Transactions on Software Engineering, 2021 Transformers are the current state-of-the-art of natural language processing in many domains and are using traction within software engineering research as well.
Julian von der Mosel +2 more
semanticscholar +1 more source
Navigating the Complexity of Generative AI Adoption in Software Engineering [PDF]
ACM Transactions on Software Engineering and Methodology, 2023 This article explores the adoption of Generative Artificial Intelligence (AI) tools within the domain of software engineering, focusing on the influencing factors at the individual, technological, and social levels.
Daniel Russo
semanticscholar +1 more source
Trustworthy and Synergistic Artificial Intelligence for Software Engineering: Vision and Roadmaps [PDF]
2023 IEEE/ACM International Conference on Software Engineering: Future of Software Engineering (ICSE-FoSE), 2023 For decades, much software engineering research has been dedicated to devising automated solutions aimed at enhancing developer productivity and elevating software quality.
David Lo
semanticscholar +1 more source
Towards an Understanding of Large Language Models in Software Engineering Tasks [PDF]
Empirical Software Engineering, 2023 Large Language Models (LLMs) have drawn widespread attention and research due to their astounding performance in text generation and reasoning tasks. Derivative products, like ChatGPT, have been extensively deployed and highly sought after.
Zibin Zheng +6 more
semanticscholar +1 more source
Software Engineering for AI-Based Systems: A Survey [PDF]
ACM Transactions on Software Engineering and Methodology, 2021 AI-based systems are software systems with functionalities enabled by at least one AI component (e.g., for image-, speech-recognition, and autonomous driving). AI-based systems are becoming pervasive in society due to advances in AI.
Silverio Mart'inez-Fern'andez +7 more
semanticscholar +1 more source
A systematic literature review of capstone courses in software engineering [PDF]
Information and Software Technology, 2023 Tertiary education institutions aim to prepare their computer science and software engineering students for working life. While much of the technical principles are covered in lower-level courses, team-based capstone projects are a common way to provide ...
Saara Tenhunen +3 more
semanticscholar +1 more source
Socio-Technical Grounded Theory for Software Engineering [PDF]
IEEE Transactions on Software Engineering, 2021 Grounded Theory (GT), a sociological research method designed to study social phenomena, is increasingly being used to investigate the human and social aspects of software engineering (SE).
Rashina Hoda
semanticscholar +1 more source