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In practice, requirements specification remains a critical challenge. The knowledge necessary to generate a specification can often be fragmented across diverse sources (e.g., meeting minutes, emails, and high-level product descriptions),…

Software Engineering · Computer Science 2025-07-28 Liliana Pasquale , Azzurra Ragone , Emanuele Piemontese , Armin Amiri Darban

Defects in requirements specifications can have severe consequences during the software development lifecycle. Some of them result in overall project failure due to incorrect or missing quality characteristics such as security. There are…

Software Engineering · Computer Science 2019-06-28 H. Villamizar , A. A. Neto , M. Kalinowski , A. Garcia , D. Mendez Fernández

Effective tool use is essential for large language models (LLMs) to interact with their environment. However, progress is limited by the lack of efficient reinforcement learning (RL) frameworks specifically designed for tool use, due to…

Computation and Language · Computer Science 2026-04-16 Junjie Ye , Changhao Jiang , Zhengyin Du , Yufei Xu , Xuesong Yao , Zhiheng Xi , Xiaoran Fan , Qi Zhang , Tao Gui , Xuanjing Huang , Jiecao Chen

Requirements elicitation and specification remains a labor-intensive, manual process prone to inconsistencies and gaps, presenting a significant challenge in modern software engineering. Emerging studies underscore the potential of…

Software Engineering · Computer Science 2025-05-26 Mohammad Kasra Habib , Daniel Graziotin , Stefan Wagner

Agentic AI coding systems can inspect repositories, plan implementation steps, edit files, call tools, run tests, and submit pull requests. These capabilities make software and hardware development faster in some settings, but current…

Software Engineering · Computer Science 2026-05-21 Christopher Koch

Agile practices are receiving considerable attention from industry as an alternative to traditional software development approaches. However, there are a number of challenges in combining Agile [2] with Test-driven development (TDD) [10]…

Software Engineering · Computer Science 2015-06-30 Sandeep Sivanandan

Users use Issue Tracking Systems to keep track and manage issue reports in their repositories. An issue is a rich source of software information that contains different reports including a problem, a request for new features, or merely a…

Software Engineering · Computer Science 2022-04-01 Maliheh Izadi

Organizations are looking for ways of establishing agile and lean process for delivery. Many approaches exist in the form of frameworks, methods and tools to setup an individual composition for a best fit. The challenge is that large…

Software Engineering · Computer Science 2019-09-05 Alexander Poth , Mario Kottke , Andreas Riel

Recently, there has been increasing interest in using Large Language Models (LLMs) to construct complex multi-agent systems to perform tasks such as compiling literature reviews, drafting consumer reports, and planning vacations. Many tools…

Computation and Language · Computer Science 2024-11-06 Andrew Zhu , Liam Dugan , Chris Callison-Burch

Requirements engineering is a vital, yet labor-intensive, stage in the software development process. This article introduces ReqFusion: an AI-enhanced system that automates the extraction, classification, and analysis of software…

Software Engineering · Computer Science 2026-03-25 Muhammad Khalid , Manuel Oriol , Yilmaz Uygun

The success of any business depends on how well it is able to satisfy customer demand, while remaining financially viable. Globalisation and the growth of e-commerce have resulted in retail businesses having to manage increasing numbers of…

Optimization and Control · Mathematics 2022-07-29 Hans Jurie Zietsman , Jan Harm van Vuuren

This paper proposes a software repository model together with associated tooling and consists of several complex, open-source GUI driven applications ready to be used in empirical software research. We start by providing the rationale for…

Software Engineering · Computer Science 2017-02-28 Arthur-Jozsef Molnar

Empirical Software Engineering (ESE) researchers study (open-source) project issues and the comments and threads within to discover -- among others -- challenges developers face when incorporating new technologies, platforms, and…

Software Engineering · Computer Science 2022-07-21 Ye Paing , Tatiana Castro Vélez , Raffi Khatchadourian

Verifying textual claims against structured tabular data is a critical yet challenging task in Natural Language Processing with broad real-world impact. While recent advances in Large Language Models (LLMs) have enabled significant progress…

Computation and Language · Computer Science 2025-08-21 Tim Luka Horstmann , Baptiste Geisenberger , Mehwish Alam

Recent advancements in the field of large language models have made it possible to use language models for advanced reasoning. In this paper we leverage this ability for designing complex project plans based only on knowing the current…

Artificial Intelligence · Computer Science 2023-06-07 Martin Schroder

As AI coding agents become both primary producers and consumers of source code, the software industry faces an accelerating loss of institutional knowledge. Each commit captures a code diff but discards the reasoning behind it - the…

Software Engineering · Computer Science 2026-03-17 Ivan Stetsenko

Time series processing and feature extraction are crucial and time-intensive steps in conventional machine learning pipelines. Existing packages are limited in their applicability, as they cannot cope with irregularly-sampled or…

Machine Learning · Computer Science 2021-12-23 Jonas Van Der Donckt , Jeroen Van Der Donckt , Emiel Deprost , Sofie Van Hoecke

This paper is a brief introduction to our recently initiated project named VERIFAI: Traceability and verification of natural language requirements. The project addresses the challenges in the traceability and verification of formal…

Software Engineering · Computer Science 2025-06-13 Arshad Beg , Diarmuid O'Donoghue , Rosemary Monahan

Requirements development is a critical phase as it is responsible for providing a clear understanding of what stakeholders need. It involves collaboration among stakeholders to extract explicit requirements and address potential conflicts,…

Software Engineering · Computer Science 2025-07-18 Dongming Jin , Weisong Sun , Jiangping Huang , Peng Liang , Jifeng Xuan , Yang Liu , Zhi Jin

Requirements engineering is a knowledge intensive process and crucial for the success of engineering projects. The field of knowledge-based requirements engineering (KBRE) aims to support engineers by providing knowledge to assist in the…

Software Engineering · Computer Science 2024-11-19 Lasse M. Reinpold , Marvin Schieseck , Lukas P. Wagner , Felix Gehlhoff , Alexander Fay