Cover Image

Using LLMs in Software Requirements Specifications: An Empirical Evaluation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Krishna, Madhava, Gaur, Bhagesh, Verma, Arsh, Jalote, Pankaj
Format:	Preprint
Published:	2024
Subjects:	Software Engineering Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT
by: Bhatia, Shreya, et al.
Published: (2024)

Teaching an Online Multi-Institutional Research Level Software Engineering Course with Industry -- an Experience Report
by: Jalote, Pankaj, et al.
Published: (2025)

Unit Test Generation using Generative AI : A Comparative Performance Analysis of Autogeneration Tools
by: Bhatia, Shreya, et al.
Published: (2023)

Using LLMs in Software Design: An Empirical Study of GitHub and A Practitioner Survey
by: Wang, Yifei, et al.
Published: (2026)

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering
by: Wang, Ruiqi, et al.
Published: (2025)

AI-Assisted Requirements Engineering: An Empirical Evaluation Relative to Expert Judgment
by: Levy, Oz, et al.
Published: (2026)

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

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

Neurosymbolic Auditing of Natural-Language Software Requirements
by: Hall, Bethel, 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)

Empirical Evaluation of AI-Assisted Software Package Selection: A Knowledge Graph Approach
by: Farshidi, Siamak, et al.
Published: (2025)

Using LLMs in Generating Design Rationale for Software Architecture Decisions
by: Zhou, Xiyu, et al.
Published: (2025)

Open the Oyster: Empirical Evaluation and Improvement of Code Reasoning Confidence in LLMs
by: Wang, Shufan, et al.
Published: (2025)

GenAI for Automotive Software Development: From Requirements to Wheels
by: Petrovic, Nenad, et al.
Published: (2025)

AutoEmpirical: LLM-Based Automated Research for Empirical Software Fault Analysis
by: Yu, Jiongchi, et al.
Published: (2025)

From Empirical Evaluation to Context-Aware Enhancement: Repairing Regression Errors with LLMs
by: Ho, Anh, et al.
Published: (2025)

Get on the Train or be Left on the Station: Using LLMs for Software Engineering Research
by: Trinkenreich, Bianca, et al.
Published: (2025)

LLMs: A Game-Changer for Software Engineers?
by: Haque, Md Asraful
Published: (2024)

Enhancing Formal Software Specification with Artificial Intelligence
by: Nassar, Antonio Abu, et al.
Published: (2026)

A Critical Study of What Code-LLMs (Do Not) Learn
by: Anand, Abhinav, et al.
Published: (2024)

An Empirical Framework for Evaluating Semantic Preservation Using Hugging Face
by: Jia, Nan, et al.
Published: (2025)

An Empirical Study of the Imbalance Issue in Software Vulnerability Detection
by: Guo, Yuejun, et al.
Published: (2026)

Analysis of LLMs vs Human Experts in Requirements Engineering
by: Hymel, Cory, et al.
Published: (2025)

ReqBrain: Task-Specific Instruction Tuning of LLMs for AI-Assisted Requirements Generation
by: Habib, Mohammad Kasra, et al.
Published: (2025)

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

Survey of GenAI for Automotive Software Development: From Requirements to Executable Code
by: Petrovic, Nenad, et al.
Published: (2025)

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study
by: Wang, Shuai, et al.
Published: (2025)

Generative AI and Empirical Software Engineering: A Paradigm Shift
by: Treude, Christoph, et al.
Published: (2025)

Can GPT-4 Replicate Empirical Software Engineering Research?
by: Liang, Jenny T., et al.
Published: (2023)

Are LLMs Correctly Integrated into Software Systems?
by: Shao, Yuchen, et al.
Published: (2024)

Reflections on the Reproducibility of Commercial LLM Performance in Empirical Software Engineering Studies
by: Angermeir, Florian, et al.
Published: (2025)

An Empirical Study of Proactive Coding Assistants in Real-World Software Development
by: Li, Lehui, et al.
Published: (2026)

Are LLMs Reliable Code Reviewers? Systematic Overcorrection in Requirement Conformance Judgement
by: Jin, Haolin, et al.
Published: (2026)

Software Vulnerability and Functionality Assessment using LLMs
by: Jensen, Rasmus Ingemann Tuffveson, et al.
Published: (2024)

Impact of LLMs on Team Collaboration in Software Development
by: Dhanuka, Devang
Published: (2025)

Towards Specification-Driven LLM-Based Generation of Embedded Automotive Software
by: Patil, Minal Suresh, et al.
Published: (2024)

An Empirical Study on Compliance with Ranking Transparency in the Software Documentation of EU Online Platforms
by: Sovrano, Francesco, et al.
Published: (2023)

OLAF: Towards Robust LLM-Based Annotation Framework in Empirical Software Engineering
by: Imran, Mia Mohammad, et al.
Published: (2025)

From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering
by: Shah, Syed Tauhid Ullah, et al.
Published: (2025)

Automated Non-Functional Requirements Generation in Software Engineering with Large Language Models: A Comparative Study
by: Almonte, Jomar Thomas, et al.
Published: (2025)