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Related papers: RCM: Requirement Capturing Model for Automated Req…

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Reinforcement learning (RL) algorithms are highly sensitive to reward function specification, which remains a central challenge limiting their broad applicability. We present ARM-FM: Automated Reward Machines via Foundation Models, a…

Artificial Intelligence · Computer Science 2026-03-10 Roger Creus Castanyer , Faisal Mohamed , Pablo Samuel Castro , Cyrus Neary , Glen Berseth

Requirements Engineering (RE) is the initial step towards building a software system. The success or failure of a software project is firmly tied to this phase, based on communication among stakeholders using natural language. The problem…

Software Engineering · Computer Science 2021-12-07 Mohammad Kasra Habib , Stefan Wagner , Daniel Graziotin

AI-powered recruitment tools are increasingly adopted in personnel selection, yet they struggle to capture the requisition (req)-specific personal competencies (PCs) that distinguish successful candidates beyond job categories. We propose a…

Computation and Language · Computer Science 2026-04-02 Wanxin Li , Denver McNeney , Nivedita Prabhu , Charlene Zhang , Renee Barr , Matthew Kitching , Khanh Dao Duc , Anthony S. Boyce

Context and motivation: Requirements engineering of complex IT systems needs to manage the many, and often vague and conflicting, organisational rules that exist in the context of a modern enterprise. At the same time, IT systems affect the…

Software Engineering · Computer Science 2024-02-22 Jöran Lindeberg , Eric-Oluf Svee , Martin Henkel

Compliance testing in highly regulated domains is crucial but largely manual, requiring domain experts to translate complex regulations into executable test cases. While large language models (LLMs) show promise for automation, their…

Software Engineering · Computer Science 2026-01-16 Zhiyi Xue , Xiaohong Chen , Min Zhang

Natural Language Processing (NLP) for Requirements Engineering (RE) (NLP4RE) seeks to apply NLP tools, techniques, and resources to the RE process to increase the quality of the requirements. There is little research involving the…

Software Engineering · Computer Science 2023-07-17 Krishna Ronanki , Christian Berger , Jennifer Horkoff

Even if model-driven techniques have been enabled the centrality of the models in automated development processes, the majority of the industrial settings does not embrace such a paradigm due to the procedural complexity of managing model…

Software Engineering · Computer Science 2022-10-10 Maria Stella de Biase , Stefano Marrone , Angelo Palladino

As the complexity of integrated circuit designs continues to escalate, the functional verification becomes increasingly challenging. Reference models, critical for accelerating the verification process, are themselves becoming more…

Hardware Architecture · Computer Science 2025-08-04 Jianmin Ye , Tianyang Liu , Qi Tian , Shengchu Su , Zhe Jiang , Xi Wang

Reference models in form of best practices are an essential element to ensured knowledge as design for reuse. Popular modeling approaches do not offer mechanisms to embed reference models in a supporting way, let alone a repository of it.…

Databases · Computer Science 2024-07-02 Erik Heiland , Peter Hillmann , Andreas Karcher

We present ReFormeR, a pattern-guided approach for query reformulation. Instead of prompting a language model to generate reformulations of a query directly, ReFormeR first elicits short reformulation patterns from pairs of initial queries…

Information Retrieval · Computer Science 2026-04-03 Amin Bigdeli , Mert Incesu , Negar Arabzadeh , Charles L. A. Clarke , Ebrahim Bagheri

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

Consistent Recalibration models (CRC) have been introduced to capture in necessary generality the dynamic features of term structures of derivatives' prices. Several approaches have been suggested to tackle this problem, but all of them,…

Computational Finance · Quantitative Finance 2021-07-02 Matteo Gambara , Josef Teichmann

In the context of requirements engineering, relation extraction involves identifying and documenting the associations between different requirements artefacts. When dealing with textual requirements (i.e., requirements expressed using…

Software Engineering · Computer Science 2025-03-21 Quim Motger , Xavier Franch

The drafting of documents in the procurement field has progressively become more complex and diverse, driven by the need to meet legal requirements, adapt to technological advancements, and address stakeholder demands. While large language…

Computation and Language · Computer Science 2024-10-15 Yilong Zhao , Daifeng Li

In the development of safety and mission-critical systems, including autonomous space robotic missions, complex behaviour is captured during the requirements elicitation phase. Requirements are typically expressed using natural language…

Logic in Computer Science · Computer Science 2025-11-19 Mahdi Etumi , Hazel M. Taylor , Marie Farrell

Recent advancements in Retrieval-Augmented Language Models (RALMs) have demonstrated their efficacy in knowledge-intensive tasks. However, existing evaluation benchmarks often assume a single optimal approach to leveraging retrieved…

Computation and Language · Computer Science 2025-05-26 Peilin Wu , Xinlu Zhang , Wenhao Yu , Xingyu Liu , Xinya Du , Zhiyu Zoey Chen

This paper directs attention to conceptual modeling approaches that integrate advancements and innovations in requirements engineering. In some current (2024) works, it is claimed that present elicitation of requirements models focus on…

Software Engineering · Computer Science 2025-01-29 Sabah Al-Fedaghi

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

Goal-models (GM) have been used in adaptive systems engineering for their ability to capture the different ways to fulfill the requirements. Contextual GM (CGM) extend these models with the notion of context and context-dependent…

Software Engineering · Computer Science 2015-03-25 Felipe Pontes Guimarães , Genaina Nunes Rodrigues , Raian Ali , Daniel Macêdo Batista

Deploying Large Language Models (LLMs) for regulatory compliance demands rigorous traceability via comprehensive citations across multi-tiered authority structures. Unlike traditional multi-hop or legal QA, this task requires structured…

Artificial Intelligence · Computer Science 2026-05-29 Yeong-Joon Ju , Seong-Whan Lee
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