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In recent years, transformer-based large language models (LLMs) have revolutionised natural language processing (NLP), with generative models opening new possibilities for tasks that require context-aware text generation. Requirements…

Computation and Language · Computer Science 2025-04-24 Waad Alhoshan , Alessio Ferrari , Liping Zhao

Requirements traceability, the process of establishing and maintaining relationships between requirements and various software development artifacts, is paramount for ensuring system integrity and fulfilling requirements throughout the…

Software Engineering · Computer Science 2026-05-25 Nouf Alturayeif , Irfan Ahmad , Jameleddine Hassine

Procurement refers to a process resulting in delivery of goods or services within a set time period. The process includes aspects of purchasing, specifications to be met, and solicitation notifications as in the case of Request For…

Software Engineering · Computer Science 2018-12-06 Sabah Al-Fedaghi , Mona Al-Otaibi

This paper investigates the ability of transformer-based models to learn structural recursion from examples. Recursion is a universal concept in both natural and formal languages. Structural recursion is central to the programming language…

Computation and Language · Computer Science 2024-01-24 Dylan Zhang , Curt Tigges , Zory Zhang , Stella Biderman , Maxim Raginsky , Talia Ringer

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

Retrieval-Augmented Language Models (RALMs) face significant challenges in reducing factual errors, particularly in document relevance evaluation and knowledge integration. We introduce a framework for structured relevance assessment that…

Artificial Intelligence · Computer Science 2025-07-30 Aryan Raj , Astitva Veer Garg , Anitha D

Requirement prioritization is recognized as an important decision-making activity in requirements engineering and software development. Requirement prioritization is applied to determine which requirements should be implemented and…

Software Engineering · Computer Science 2023-12-21 Richard Berntsson Svensson , Richard Torkar

Software requirements specification is undoubtedly critical for the whole software life-cycle. Nowadays, writing software requirements specifications primarily depends on human work. Although massive studies have been proposed to fasten the…

Software Engineering · Computer Science 2022-12-01 Ziyan Zhao , Li Zhang , Xiaoyun Gao , Xiaoli Lian , Heyang Lv , Lin Shi

In industrial model-based development (MBD) frameworks, requirements are typically specified informally using textual descriptions. To enable the application of formal methods, these specifications need to be formalized in the input…

Logic in Computer Science · Computer Science 2019-06-18 Philipp Berger , Johanna Nellen , Joost-Pieter Katoen , Erika Abraham , Md Tawhid Bin Waez , Thomas Rambow

The success of a number of projects has been shown to be significantly improved by the use of a formalism. However, there remains an open issue: to what extent can a development process based on a singular formal notation and method…

Software Engineering · Computer Science 2013-11-26 Rainer Gmehlich , Katrin Grau , Alexei Iliasov , Michael Jackson , Felix Loesch , Manuel Mazzara

Model slicing is a useful technique for identifying a subset of a larger model that is relevant to fulfilling a given requirement. Notable applications of slicing include reducing inspection effort when checking design adequacy to meet…

Software Engineering · Computer Science 2024-05-06 Dipeeka Luitel , Shiva Nejati , Mehrdad Sabetzadeh

We describe our ongoing research that centres on the application of natural language processing (NLP) to software engineering and systems development activities. In particular, this paper addresses the use of NLP in the requirements…

Computation and Language · Computer Science 2014-07-24 S. G. Macdonell , K. Min , A. M. Connor

Requirements traceability plays an important role in ensuring software quality and responding to changes in requirements. Requirements trace links (such as the links between requirements and other software artifacts) underpin the modeling…

Software Engineering · Computer Science 2026-03-13 Ye Wang , Wenqing Wang , Kun Hu , Qiao Huang , Liping Zhao

Despite advances in machine learning (ML) and large language models (LLMs), rule-based natural language processing (NLP) systems remain active in clinical settings due to their interpretability and operational efficiency. However, their…

Computation and Language · Computer Science 2025-06-23 Jianlin Shi , Brian T. Bucher

This paper gives an overview of previous work in which the authors used NASA's Formal Requirement Elicitation Tool (FRET) to formalise requirements. We discuss four case studies where we used FRET to capture the system's requirements. These…

Software Engineering · Computer Science 2025-04-01 Marie Farrell , Matt Luckcuck , Rosemary Monahan , Conor Reynolds , Oisín Sheridan

This paper presents the ReXCL tool, which automates the extraction and classification processes in requirements engineering, enhancing the software development life-cycle. The tool features two main modules: Extraction, which processes raw…

Software Engineering · Computer Science 2026-05-13 Paheli Bhattacharya , Manojit Chakraborty , Santhosh Kumar Arumugam , Rishabh Gupta

This short paper explores how a maritime company develops and integrates large-language models (LLM). Specifically by looking at the requirements engineering for Retrieval Augmented Generation (RAG) systems in expert settings. Through a…

Software Engineering · Computer Science 2025-05-13 Tor Sporsem , Rasmus Ulfsnes

Software correctness is ensured mathematically through formal verification, which involves the resources of generating formal requirement specifications and having an implementation that must be verified. Tools such as model-checkers and…

Software Engineering · Computer Science 2025-08-29 Arshad Beg , Diarmuid O'Donoghue , Rosemary Monahan

Use case modeling employs user-centered scenarios to outline system requirements. These help to achieve consensus among relevant stakeholders. Because the manual creation of use case models is demanding and time-consuming, it is often…

Software Engineering · Computer Science 2025-11-14 Tobias Eisenreich , Nicholas Friedlaender , Stefan Wagner

[Context & motivation] Eliciting requirements that are detailed and logical enough to be amenable to formal verification is a difficult task. Multiple tools exist for requirements elicitation and some of these also support formalisation of…

Software Engineering · Computer Science 2025-06-18 Marie Farrell , Matt Luckcuck , Oisin Sheridan , Rosemary Monahan