Cover Image

Automated Non-Functional Requirements Generation in Software Engineering with Large Language Models: A Comparative Study

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Almonte, Jomar Thomas, Boominathan, Santhosh Anitha, Nascimento, Nathalia
Format:	Preprint
Published:	2025
Subjects:	Software Engineering Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LLM4DS: Evaluating Large Language Models for Data Science Code Generation
by: Nascimento, Nathalia, et al.
Published: (2024)

RobuNFR: Evaluating the Robustness of Large Language Models on Non-Functional Requirements Aware Code Generation
by: Lin, Feng, et al.
Published: (2025)

Automating the Detection of Requirement Dependencies Using Large Language Models
by: Darif, Ikram, et al.
Published: (2026)

A Gray Literature Study on Fairness Requirements in AI-enabled Software Engineering
by: Nguyen, Thanh, et al.
Published: (2025)

SEER: Sustainability Enhanced Engineering of Software Requirements
by: Roy, Mandira, et al.
Published: (2025)

Synthline: A Product Line Approach for Synthetic Requirements Engineering Data Generation using Large Language Models
by: El-Hajjami, Abdelkarim, et al.
Published: (2025)

ArchCode: Incorporating Software Requirements in Code Generation with Large Language Models
by: Han, Hojae, et al.
Published: (2024)

Large Language Models for Software Engineering: A Systematic Literature Review
by: Hou, Xinyi, et al.
Published: (2023)

Large Language Model-Based Agents for Software Engineering: A Survey
by: Liu, Junwei, et al.
Published: (2024)

Read, Extract, Classify: A Tool for Smarter Requirements Engineering
by: Bhattacharya, Paheli, et al.
Published: (2026)

From What to How: Bridging User Requirements with Software Development Using Large Language Models
by: He, Xiao, et al.
Published: (2026)

Neurosymbolic Auditing of Natural-Language Software Requirements
by: Hall, Bethel, et al.
Published: (2026)

Generating Software Architecture Description from Source Code using Reverse Engineering and Large Language Model
by: Hatahet, Ahmad, et al.
Published: (2025)

Generative Language Models Potential for Requirement Engineering Applications: Insights into Current Strengths and Limitations
by: Saleem, Summra, et al.
Published: (2024)

ReXCL: A Tool for Requirement Document Extraction and Classification
by: Bhattacharya, Paheli, et al.
Published: (2025)

Designing Empirical Studies on LLM-Based Code Generation: Towards a Reference Framework
by: Nascimento, Nathalia, et al.
Published: (2025)

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead
by: Rao, Hongzhou, et al.
Published: (2025)

Automating Structural Analysis Across Multiple Software Platforms Using Large Language Models
by: Geng, Ziheng, et al.
Published: (2026)

CIAO - Code In Architecture Out - Automated Software Architecture Documentation with Large Language Models
by: De Luca, Marco, et al.
Published: (2026)

LoCoBench: A Benchmark for Long-Context Large Language Models in Complex Software Engineering
by: Qiu, Jielin, et al.
Published: (2025)

Automated Validation of LLM-based Evaluators for Software Engineering Artifacts
by: Fandina, Ora Nova, et al.
Published: (2025)

Generative AI for Requirements Engineering: A Systematic Literature Review
by: Cheng, Haowei, et al.
Published: (2024)

Revisiting Software Engineering Education in the Era of Large Language Models: A Curriculum Adaptation and Academic Integrity Framework
by: Degerli, Mustafa
Published: (2026)

A Comparative Analysis of Large Language Models for Code Documentation Generation
by: Dvivedi, Shubhang Shekhar, et al.
Published: (2023)

Software Engineering Agents for Embodied Controller Generation : A Study in Minigrid Environments
by: Boulet, Timothé, et al.
Published: (2025)

Explaining Software Vulnerabilities with Large Language Models
by: Johnson, Oshando, et al.
Published: (2025)

LLM-based Zero-shot Triple Extraction for Automated Ontology Generation from Software Engineering Standards
by: Yue, Songhui
Published: (2025)

Toward Explaining Large Language Models in Software Engineering Tasks
by: Vitale, Antonio, et al.
Published: (2025)

How Do Generative Models Draw a Software Engineer? A Case Study on Stable Diffusion Bias
by: Fadahunsi, Tosin, et al.
Published: (2025)

Large Language Models for Software Testing: A Research Roadmap
by: Augusto, Cristian, et al.
Published: (2025)

Software Performance Engineering for Foundation Model-Powered Software
by: Zhang, Haoxiang, et al.
Published: (2024)

ARLO: A Tailorable Approach for Transforming Natural Language Software Requirements into Architecture using LLMs
by: Helmi, Tooraj
Published: (2025)

From Defects to Demands: A Unified, Iterative, and Heuristically Guided LLM-Based Framework for Automated Software Repair and Requirement Realization
by: Alex, et al.
Published: (2024)

SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents
by: Lin, Feng, et al.
Published: (2024)

A System for Automated Unit Test Generation Using Large Language Models and Assessment of Generated Test Suites
by: Lops, Andrea, et al.
Published: (2024)

Unified Software Engineering Agent as AI Software Engineer
by: Applis, Leonhard, et al.
Published: (2025)

Agentic Software Issue Resolution with Large Language Models: A Survey
by: Jiang, Zhonghao, et al.
Published: (2025)

Generating Automotive Code: Large Language Models for Software Development and Verification in Safety-Critical Systems
by: Kirchner, Sven, et al.
Published: (2025)

GPT-Powered Elicitation Interview Script Generator for Requirements Engineering Training
by: Görer, Binnur, et al.
Published: (2024)

Automated User Story Generation with Test Case Specification Using Large Language Model
by: Rahman, Tajmilur, et al.
Published: (2024)