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Requirement Engineering (RE) is the foundation of successful software development. In RE, the goal is to ensure that implemented systems satisfy stakeholder needs through rigorous requirements elicitation, validation, and evaluation…

Software Engineering · Computer Science 2025-10-07 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

Artificial Intelligence is increasingly introduced into systems engineering activities, particularly within requirements engineering, where quality assessment and validation remain heavily dependent on expert judgment. While recent AI tools…

Software Engineering · Computer Science 2026-04-17 Oz Levy , Ilya Dikman , Natan Levy , Michael Winokur

Requirements Engineering (RE) is a critical phase in software development including the elicitation, analysis, specification, and validation of software requirements. Despite the importance of RE, it remains a challenging process due to the…

Software Engineering · Computer Science 2023-11-02 Chetan Arora , John Grundy , Mohamed Abdelrazek

[Context] In traditional software systems, Requirements Engineering (RE) activities are well-established and researched. However, building Artificial Intelligence (AI) based software with limited or no insight into the system's inner…

Software Engineering · Computer Science 2022-12-22 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , Muneera Bano , John Grundy

Artificial Intelligence (AI) systems have gained significant traction in the recent past, creating new challenges in requirements engineering (RE) when building AI software systems. RE for AI practices have not been studied much and have…

Software Engineering · Computer Science 2023-02-14 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , John Grundy , Muneera Bano

The future of Requirements Engineering (RE) is increasingly driven by artificial intelligence (AI), reshaping how we elicit, analyze, and validate requirements. Traditional RE is based on labor-intensive manual processes prone to errors and…

Software Engineering · Computer Science 2025-10-30 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

Systems that use Machine Learning (ML) have become commonplace for companies that want to improve their products and processes. Literature suggests that Requirements Engineering (RE) can help address many problems when engineering…

The integration of AI for Requirements Engineering (RE) presents significant benefits but also poses real challenges. Although RE is fundamental to software engineering, limited research has examined AI adoption in RE. We surveyed 55…

Software Engineering · Computer Science 2025-11-06 Lekshmi Murali Rani , Richard Berntsson Svensson , Robert Feldt

Requirements Engineering (RE)-related activities require high collaboration between various roles in software engineering (SE), such as requirements engineers, stakeholders, developers, etc. Their demographics, views, understanding of…

Software Engineering · Computer Science 2022-06-07 Dulaji Hidellaarachchi , John Grundy , Rashina Hoda , Ingo Mueller

Requirements Engineering (RE) has established itself as a software engineering discipline during the past decades. While researchers have been investigating the RE discipline with a plethora of empirical studies, attempts to systematically…

Requirements engineering aims to fulfill a purpose, i.e., inform subsequent software development activities about stakeholders' needs and constraints that must be met by the system under development. The quality of requirements artifacts…

Software Engineering · Computer Science 2025-01-08 Julian Frattini , Jannik Fischbach , Davide Fucci , Michael Unterkalmsteiner , Daniel Mendez

[Context] Artificial intelligence (AI) components used in building software solutions have substantially increased in recent years. However, many of these solutions focus on technical aspects and ignore critical human-centered aspects.…

Software Engineering · Computer Science 2023-05-22 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , Arbind Agrahari Baniya , Muneera Bano , John Grundy

Poorly formulated research problems can compromise the practical relevance of Software Engineering studies by not reflecting the complexities of industrial practice. This vision paper explores the use of artificial intelligence agents to…

Software Engineering · Computer Science 2025-12-16 Anrafel Fernandes Pereira , Maria Teresa Baldassarre , Daniel Mendez , Marcos Kalinowski

Software testing has progressed toward intelligent automation, yet current AI-based test generators still suffer from static, single-shot outputs that frequently produce invalid, redundant, or non-executable tests due to the lack of…

Software Engineering · Computer Science 2026-01-07 Saba Naqvi , Mohammad Baqar , Nawaz Ali Mohammad

Requirements Engineering (RE) is a means to reduce the risk of delivering a product that does not fulfill the stakeholders' needs. Therefore, a major challenge in RE is to decide how much RE is needed and what RE methods to apply. The…

Software Engineering · Computer Science 2020-07-08 Florian Wiesweg , Andreas Vogelsang , Daniel Mendez

Artificial intelligence (AI) permeates all fields of life, which resulted in new challenges in requirements engineering for artificial intelligence (RE4AI), e.g., the difficulty in specifying and validating requirements for AI or…

Software Engineering · Computer Science 2024-09-12 Umm-e- Habiba , Markus Haug , Justus Bogner , Stefan Wagner

This work examines how AI, especially agentic systems, is being adopted in engineering and manufacturing workflows, what value it provides today, and what is needed for broader deployment. This is an exploratory and qualitative…

Computers and Society · Computer Science 2026-04-14 Kristen M. Edwards , Maxwell Bauer , Claire Jacquillat , A. John Hart , Faez Ahmed

Requirements Engineering (RE) is the discipline for identifying, analyzing, as well as ensuring the implementation and delivery of user, technical, and societal requirements. Recently reported issues concerning the acceptance of Artificial…

Artificial Intelligence · Computer Science 2023-02-22 Walid Maalej , Yen Dieu Pham , Larissa Chazette

[Context and Motivation]: The quality of requirements specifications impacts subsequent, dependent software engineering activities. Requirements quality defects like ambiguous statements can result in incomplete or wrong features and even…

Software Engineering · Computer Science 2024-05-17 Julian Frattini

Requirements engineering (RE) is considerably different in agile development than in more traditional development processes. Yet, there is little empirical knowledge on the state of the practice and contemporary problems in agile RE. As…

Software Engineering · Computer Science 2017-11-15 Stefan Wagner , Daniel Méndez Fernández , Michael Felderer , Marcos Kalinowski
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