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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

Pre-Requirement Specification traceability is the activity of capturing relations between requirements and their sources, in particular user needs. Requirements are formal technical specifications in the solution space; needs are natural…

Software Engineering · Computer Science 2007-05-23 Ramya Ravichandar , James D. Arthur , Manuel Pérez-Quiñones

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

Software traceability is the process of establishing and maintaining relationships between artifacts in a software system. This process is crucial to many engineering processes, particularly for safety critical projects; however, it is…

Software Engineering · Computer Science 2023-06-21 Alberto D. Rodriguez , Katherine R. Dearstyne , Jane Cleland-Huang

Natural language processing supported requirements engineering is an area of research and development that seeks to apply NLP techniques, tools and resources to a variety of requirements documents or artifacts to support a range of…

Software requirements traceability is a critical component of the software engineering process, enabling activities such as requirements validation, compliance verification, and safety assurance. However, the cost and effort of manually…

Software Engineering · Computer Science 2022-07-05 Jinfeng Lin , Amrit Poudel , Wenhao Yu , Qingkai Zeng , Meng Jiang , Jane Cleland-Huang

Accountability is widely understood as a goal for well governed computer systems, and is a sought-after value in many governance contexts. But how can it be achieved? Recent work on standards for governable artificial intelligence systems…

Computers and Society · Computer Science 2021-08-23 Joshua A. Kroll

Natural Language Processing (NLP) is now a cornerstone of requirements automation. One compelling factor behind the growing adoption of NLP in Requirements Engineering (RE) is the prevalent use of natural language (NL) for specifying…

Software Engineering · Computer Science 2024-07-17 Mehrdad Sabetzadeh , Chetan Arora

Software Product Lines are large-scale, multi-unit systems that enable massive, customized production. They consist of a base of reusable artifacts and points of variation that provide the system with flexibility, allowing generating…

Software Engineering · Computer Science 2019-01-08 Zineb Mcharfi , Bouchra El Asri , Abdelaziz Kriouile

Natural language processing for programming aims to use NLP techniques to assist programming. It is increasingly prevalent for its effectiveness in improving productivity. Distinct from natural language, a programming language is highly…

Computation and Language · Computer Science 2023-08-08 Qingfu Zhu , Xianzhen Luo , Fang Liu , Cuiyun Gao , Wanxiang Che

[Context.] The success of deep learning makes its usage more and more tempting in safety-critical applications. However such applications have historical standards (e.g., DO178, ISO26262) which typically do not envision the usage of machine…

Machine Learning · Computer Science 2019-05-07 Vincent Aravantinos , Frederik Diehl

The existence of trace links between artifacts of the software development life cycle can improve the efficiency of many activities during software development, maintenance and operations. Unfortunately, the creation and maintenance of…

Software Engineering · Computer Science 2023-07-18 Christof Tinnes

The concept of traceability between artifacts is considered an enabler for software project success. This concept has received plenty of attention from the research community and is by many perceived to always be available in an industrial…

Software Engineering · Computer Science 2022-06-10 Davide Fucci , Emil Alégroth , Thomas Axelsson

Requirements traceability in safety-critical software development remains largely dependent on external documentation maintained separately from the systems it describes. This separation introduces structural fragility: traces degrade…

Software Engineering · Computer Science 2026-03-17 Thorsten Schlathölter

Large Language Models (LLMs) have the potential to revolutionize automated traceability by overcoming the challenges faced by previous methods and introducing new possibilities. However, the optimal utilization of LLMs for automated…

Software Engineering · Computer Science 2023-08-02 Alberto D. Rodriguez , Katherine R. Dearstyne , Jane Cleland-Huang

Advances in Natural Language Processing (NLP) have the potential to transform HR processes, from recruitment to employee management. While recent breakthroughs in NLP have generated significant interest in its industrial applications, a…

Computation and Language · Computer Science 2025-03-26 Naoki Otani , Nikita Bhutani , Estevam Hruschka

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

Natural Language Processing (NLP) aims to analyze text or speech via techniques in the computer science field. It serves applications in the domains of healthcare, commerce, education, and so on. Particularly, NLP has been widely applied to…

Computation and Language · Computer Science 2025-10-14 Yunshi Lan , Xinyuan Li , Hanyue Du , Xuesong Lu , Ming Gao , Weining Qian , Aoying Zhou

Background: Establishing traceability from requirements documents to downstream artifacts early can be beneficial as it allows engineers to reason about requirements quality (e.g. completeness, consistency, redundancy). However, creating…

Software Engineering · Computer Science 2023-11-22 Michael Unterkalmsteiner

We investigate the use of Natural Language Inference (NLI) in automating requirements engineering tasks. In particular, we focus on three tasks: requirements classification, identification of requirements specification defects, and…

Software Engineering · Computer Science 2024-05-09 Mohamad Fazelnia , Viktoria Koscinski , Spencer Herzog , Mehdi Mirakhorli
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