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[Context] Domain knowledge is recognized as a key component for the success of Requirements Engineering (RE), as it provides the conceptual support needed to understand the system context, ensure alignment with stakeholder needs, and reduce…

Software Engineering · Computer Science 2025-06-27 Marina Araújo , Júlia Araújo , Romeu Oliveira , Lucas Romao , Marcos Kalinowski

Machine learning (ML) is used increasingly in real-world applications. In this paper, we describe our ongoing endeavor to define characteristics and challenges unique to Requirements Engineering (RE) for ML-based systems. As a first step,…

Machine Learning · Computer Science 2019-08-14 Andreas Vogelsang , Markus Borg

Metric Elicitation (ME) is a framework for eliciting classification metrics that better align with implicit user preferences based on the task and context. The existing ME strategy so far is based on the assumption that users can most…

Machine Learning · Statistics 2022-12-08 Safinah Ali , Sohini Upadhyay , Gaurush Hiranandani , Elena L. Glassman , Oluwasanmi Koyejo

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

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 Elicitation (RE) is a crucial activity especially in the early stages of software development. GUI prototyping has widely been adopted as one of the most effective RE techniques for user-facing software systems. However, GUI…

Software Engineering · Computer Science 2024-09-26 Kristian Kolthoff , Christian Bartelt , Simone Paolo Ponzetto , Kurt Schneider

Like software, requirements evolve and change frequently during the development process. Refactoring is the process of reorganising software without changing its behaviour, to make it easier to understand and modify. We propose refactoring…

Software Engineering · Computer Science 2022-01-13 Marie Farrell , Matt Luckcuck , Oisin Sheridan , Rosemary Monahan

The Essence language allows a user to specify a constraint problem at a level of abstraction above that at which constraint modelling decisions are made. Essence specifications are refined into constraint models using the Conjure automated…

Artificial Intelligence · Computer Science 2021-11-02 Özgür Akgün , Alan M. Frisch , Ian P. Gent , Christopher Jefferson , Ian Miguel , Peter Nightingale , András Z. Salamon

The refinement calculus for logic programs is a framework for deriving logic programs from specifications. It is based on a wide-spectrum language that can express both specifications and code, and a refinement relation that models the…

Logic in Computer Science · Computer Science 2007-05-23 Robert Colvin , Ian J. Hayes , Paul Strooper

AI coding assistants are reshaping software development by shifting focus from writing code to formulating prompts. In chat-focused approaches such as vibe coding, prompts become the primary arbiter between human intent and executable…

Software Engineering · Computer Science 2026-03-18 Shalini Chakraborty , Jan-Philipp Steghöfer

It is a long-standing desire of industry and research to automate the software development and testing process as much as possible. In this process, requirements engineering (RE) plays a fundamental role for all other steps that build on…

Software Engineering · Computer Science 2023-09-26 Viju Sudhi , Libin Kutty , Robin Gröpler

[Context and Motivation] Several studies have investigated attributes of great software practitioners. However, the investigation of such attributes is still missing in Requirements Engineering (RE). The current knowledge on attributes of…

Software Engineering · Computer Science 2024-11-05 Larissa Barbosa , Sávio Freire , Rita S. P. Maciel , Manoel Mendonça , Marcos Kalinowski , Zadia Codabux , Rodrigo Spínola

Requirements engineering (RE), as a part of the project development life cycle, has increasingly been recognized as the key to ensuring on-time, on-budget, and goal-based delivery of software projects;compromising this vital phase is…

Software Engineering · Computer Science 2020-06-22 Sandhya Rani Kourla , Eesha Putti , Mina Maleki

The area of Traffic Management (TM) is characterized by uncertainty, complexity, and imprecision. The complexity of software systems in the TM domain which contributes to a more challenging Requirements Engineering (RE) job mainly stems…

Software Engineering · Computer Science 2017-07-10 Mohammad Noaeen , Zahra Shakeri Hossein Abad , Behrouz Homayoun Far

Requirements engineering (RE) is a key area to address sustainability concerns in system development. Approaches have been proposed to elicit sustainability requirements from interested stakeholders before system design. However, existing…

As Artificial Intelligence (AI) and Agentic AI become increasingly integrated across sectors such as education and healthcare, it is critical to ensure that Multi-Agent Education System (MAES) is explainable from the early stages of…

Software Engineering · Computer Science 2026-04-21 Weibing Zheng , Laurah Turner , Jess Kropczynski , Matthew Kelleher , Murat Ozer , Shane Halse

Requirements expressed in natural language are an indispensable artifact in the software development process, as all stakeholders can understand them. However, their ambiguity poses a persistent challenge. To address this issue,…

Software Engineering · Computer Science 2025-04-16 Mauro José Pacchiotti , Mariel Ale y Luciana Ballejos

Requirement Analysis is an important phase in software development which deals with understanding the customers requirements. It includes the collection of information from the customer, which is regarding the customers requirements and…

Software Engineering · Computer Science 2016-09-08 Abhishek Kotnala , R. Selvarani

Requirements elicitation is among the most communication-intensive activities in software engineering, yet it receives limited explicit treatment in undergraduate curricula. This paper presents a case study of an Introduction to Software…

Computational Engineering, Finance, and Science · Computer Science 2026-04-09 Santiago Berrezueta-Guzman , Vanesa Metaj , Stefan Wagner

Context: Responsibility gaps, long-recognized challenges in socio-technical systems where accountability becomes diffuse or ambiguous, have become increasingly pronounced in GenAI-enabled software. The generative and adaptive nature…

Software Engineering · Computer Science 2025-11-18 Zhenyu Mao , Jacky Keung , Yicheng Sun , Yifei Wang , Shuo Liu , Jialong Li