On the public citation graph

A Systematic Literature Review on Using Natural Language Processing in Software Requirements Engineering

0 signed · 140 inferred · view as graph

Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.

Is this your work? Sign in with ORCID and put your name on the claims that are yours.
Claim with ORCID
Reference health. See whether every reference in this work resolves to a known work and none has been retracted — and get a dated CiteStamped badge you can embed.
See reference health

What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/smr.2430openalex-snapshot
SABDM: A self‐attention based bidirectional‐RNN deep model for requirements classification
inferredcites →https://doi.org/10.1007/11765448_2openalex-snapshot
Function Point Extraction Method from Goal and Scenario Based Requirements Text
inferredcites →https://doi.org/10.1007/978-3-031-29786-1_11openalex-snapshot
Requirements Classification Using FastText and BETO in Spanish Documents
inferredcites →https://doi.org/10.1007/978-3-540-28640-0_48openalex-snapshot
Natural Language Processing of Patents and Technical Documentation
inferredcites →https://doi.org/10.1007/978-3-642-36321-4_12openalex-snapshot
Quality Factor Assessment and Text Summarization of Unambiguous Natural Language Requirements
inferredcites →https://doi.org/10.1007/978-981-10-4154-9_56openalex-snapshot
The Applications of Natural Language Processing (NLP) for Software Requirement Engineering - A Systematic Literature Review
inferredcites →https://doi.org/10.1007/s00521-019-04226-5openalex-snapshot
Extraction of non-functional requirement using semantic similarity distance
inferredcites →https://doi.org/10.1007/s00766-008-0063-7openalex-snapshot
Requirements for tools for ambiguity identification and measurement in natural language requirements specifications
inferredcites →https://doi.org/10.1007/s00766-015-0239-xopenalex-snapshot
Repetition between stakeholder (user) and system requirements
inferredcites →https://doi.org/10.1007/s00766-017-0270-1openalex-snapshot
Extracting conceptual models from user stories with Visual Narrator
inferredcites →https://doi.org/10.1007/s10490-018-9597-5openalex-snapshot
A review of the internationalization of Chinese enterprises
inferredcites →https://doi.org/10.1007/s10515-016-0206-xopenalex-snapshot
From requirements to source code: a Model-Driven Engineering approach for RESTful web services
inferredcites →https://doi.org/10.1007/s10664-014-9334-8openalex-snapshot
Software requirements prioritization and selection using linguistic tools and constraint solvers—a controlled experiment
inferredcites →https://doi.org/10.1007/s41870-022-00884-2openalex-snapshot
MUCE: a multilingual use case model extractor using GPT-3
inferredcites →https://doi.org/10.1016/j.asoc.2016.07.048openalex-snapshot
Extracting features from online software reviews to aid requirements reuse
inferredcites →https://doi.org/10.1016/j.compeleceng.2021.107445openalex-snapshot
Metrics for software requirements specification quality quantification
inferredcites →https://doi.org/10.1016/j.datak.2006.06.012openalex-snapshot
Deriving static and dynamic concepts from software requirements using sophisticated tagging
inferredcites →https://doi.org/10.1016/j.datak.2020.101796openalex-snapshot
Semi-automated development of conceptual models from natural language text
inferredcites →https://doi.org/10.1016/j.infsof.2018.04.010openalex-snapshot
The use of artificial neural networks for extracting actions and actors from requirements document
inferredcites →https://doi.org/10.1016/j.infsof.2018.12.007openalex-snapshot
Detecting terminological ambiguity in user stories: Tool and experimentation
inferredcites →https://doi.org/10.1016/j.infsof.2021.106558openalex-snapshot
iMER: Iterative process of entity relationship and business process model extraction from the requirements
inferredcites →https://doi.org/10.1016/j.infsof.2022.106877openalex-snapshot
An end-to-end deep learning system for requirements classification using recurrent neural networks
inferredcites →https://doi.org/10.1016/j.jbusres.2021.04.067openalex-snapshot
Franchising research on emerging markets: Bibliometric and content analyses
inferredcites →https://doi.org/10.1016/j.jestch.2020.11.006openalex-snapshot
Linking software requirements and conceptual models: A systematic literature review
inferredcites →https://doi.org/10.1016/j.jksuci.2022.10.007openalex-snapshot
Generating BPMN diagram from textual requirements
inferredcites →https://doi.org/10.1016/j.jss.2017.12.028openalex-snapshot
Automatically classifying user requests in crowdsourcing requirements engineering
inferredcites →https://doi.org/10.1016/j.jss.2023.111616openalex-snapshot
Applications of natural language processing in software traceability: A systematic mapping study
inferredcites →https://doi.org/10.1016/j.knosys.2022.108933openalex-snapshot
Learning software requirements syntax: An unsupervised approach to recognize templates
inferredcites →https://doi.org/10.1049/cmu2.12555openalex-snapshot
A multi‐agent K‐means with case‐based reasoning for an automated quality assessment of software requirement specification
inferredcites →https://doi.org/10.1049/ic.2013.0341openalex-snapshot
Extraction of key attributes from natural language requirements specification text
inferredcites →https://doi.org/10.1109/access.2021.3052921openalex-snapshot
Identifying Non-Functional Requirements From Unconstrained Documents Using Natural Language Processing and Machine Learning Approaches
inferredcites →https://doi.org/10.1109/access.2022.3165585openalex-snapshot
Classification of Speech Acts in Public Software Tenders
inferredcites →https://doi.org/10.1109/access.2022.3217752openalex-snapshot
A Non-Exclusive Multi-Class Convolutional Neural Network for the Classification of Functional Requirements in AUTOSAR Software Requirement Specification Text
inferredcites →https://doi.org/10.1109/access.2023.3287882openalex-snapshot
Structured SRS for e-Government Services With Boilerplate Design and Interface
inferredcites →https://doi.org/10.1109/access.2023.3301725openalex-snapshot
Pre-Trained Model-Based NFR Classification: Overcoming Limited Data Challenges
inferredcites →https://doi.org/10.1109/aero50100.2021.9438170openalex-snapshot
A Fully Automated Approach to Requirement Extraction from Design Documents
inferredcites →https://doi.org/10.1109/comtech52583.2021.9616949openalex-snapshot
A Novel Natural Language Processing approach to automatically Visualize Entity-Relationship Model from Initial Software Requirements
inferredcites →https://doi.org/10.1109/conisoft50191.2020.00014openalex-snapshot
A Systematic Literature Review on Machine Learning for Automated Requirements Classification
inferredcites →https://doi.org/10.1109/hsi.2018.8431221openalex-snapshot
Extracting Concepts from the Software Requirements Specification Using Natural Language Processing
inferredcites →https://doi.org/10.1109/icirca57980.2023.10220849openalex-snapshot
Natural Language Processing based Automatic Making of Use Case Diagram
inferredcites →https://doi.org/10.1109/icit52682.2021.9491698openalex-snapshot
Semi-Automated Classification of Arabic User Requirements into Functional and Non-Functional Requirements using NLP Tools
inferredcites →https://doi.org/10.1109/icitisee57756.2022.10057944openalex-snapshot
Use Case-Based Analytical Hierarchy Process Method for Software Requirements Prioritization
inferredcites →https://doi.org/10.1109/icoris.2019.8874888openalex-snapshot
Detecting Non-Atomic Requirements in Software Requirements Specifications Using Classification Methods
inferredcites →https://doi.org/10.1109/icoris.2019.8874920openalex-snapshot
Requirements Dependency Graph Modeling on Software Requirements Specification Using Text Analysis
inferredcites →https://doi.org/10.1109/icsme46990.2020.00067openalex-snapshot
Score-Based Automatic Detection and Resolution of Syntactic Ambiguity in Natural Language Requirements
inferredcites →https://doi.org/10.1109/infoman.2019.8714682openalex-snapshot
Automatic Detection of Ambiguous Software Requirements: An Insight
inferredcites →https://doi.org/10.1109/isriti51436.2020.9315489openalex-snapshot
Extraction Dependency Based on Evolutionary Requirement Using Natural Language Processing
inferredcites →https://doi.org/10.1109/ladc.2016.26openalex-snapshot
Semi-Automatic Checklist Quality Assessment of Natural Language Requirements for Space Applications
inferredcites →https://doi.org/10.1109/mi-sta52233.2021.9464433openalex-snapshot
Generating UML Class Diagram from Natural Language Requirements: A Survey of Approaches and Techniques
inferredcites →https://doi.org/10.1109/mlds.2017.16openalex-snapshot
Validation of Inspection Reviews over Variable Features Set Threshold
inferredcites →https://doi.org/10.1109/modre.2011.6045361openalex-snapshot
Interactive requirements validation for reactive systems through virtual requirements prototype
inferredcites →https://doi.org/10.1109/pic.2016.7949577openalex-snapshot
Experiment on automatic functional requirements analysis with the EFRF's semantic cases
inferredcites →https://doi.org/10.1109/re48521.2020.00059openalex-snapshot
Identifying Use Case Elements from Textual Specification: A Preliminary Study
inferredcites →https://doi.org/10.1109/re54965.2022.00039openalex-snapshot
Towards an automatic requirements classification in a new Spanish dataset
inferredcites →https://doi.org/10.1109/rew.2019.00048openalex-snapshot
On the Use of Word Embeddings for Identifying Domain Specific Ambiguities in Requirements
inferredcites →https://doi.org/10.1109/sera54885.2022.9806783openalex-snapshot
Automatic Transformation of Natural to Unified Modeling Language: A Systematic Review
inferredcites →https://doi.org/10.1109/snams.2019.8931820openalex-snapshot
Automatic Classification of Apps Reviews for Requirement Engineering: Exploring the Customers Need from Healthcare Applications
inferredcites →https://doi.org/10.1109/tse.2016.2635134openalex-snapshot
Automated Extraction and Clustering of Requirements Glossary Terms
inferredcites →https://doi.org/10.1109/tse.2020.3018481openalex-snapshot
Deep Learning Based Program Generation From Requirements Text: Are We There Yet?
inferredcites →https://doi.org/10.1136/bmj.n71openalex-snapshot
The PRISMA 2020 statement: an updated guideline for reporting systematic reviews
inferredcites →https://doi.org/10.1145/2381716.2381786openalex-snapshot
NLARE, a natural language processing tool for automatic requirements evaluation
inferredcites →https://doi.org/10.1145/2907942openalex-snapshot
Mining Privacy Goals from Privacy Policies Using Hybridized Task Recomposition
inferredcites →https://doi.org/10.1145/3012258.3012262openalex-snapshot
Syntactic Rules of Extracting Test Cases from Software Requirements
inferredcites →https://doi.org/10.1145/3460620.3460768openalex-snapshot
Generating UML Use Case and Activity Diagrams Using NLP Techniques and Heuristics Rules
inferredcites →https://doi.org/10.1145/3551349.3560417openalex-snapshot
PRCBERT: Prompt Learning for Requirement Classification using BERT-based Pretrained Language Models
inferredcites →https://doi.org/10.1155/2020/8830683openalex-snapshot
A Systematic Literature Review on Using Machine Learning Algorithms for Software Requirements Identification on Stack Overflow
inferredcites →https://doi.org/10.1155/2022/3183411openalex-snapshot
Reducing Requirements Ambiguity via Gamification: Comparison with Traditional Techniques
inferredcites →https://doi.org/10.1166/asl.2016.7070openalex-snapshot
An Effective Approach for Transforming Use Cases Specifications into Class Diagram
inferredcites →https://doi.org/10.1177/1094428114562629openalex-snapshot
Bibliometric Methods in Management and Organization
inferredcites →https://doi.org/10.1186/s13244-024-01660-5openalex-snapshot
A novel reporting workflow for automated integration of artificial intelligence results into structured radiology reports
inferredcites →https://doi.org/10.14257/ijseia.2015.9.11.12openalex-snapshot
Integrating Natural Language Processing and Software Engineering
inferredcites →https://doi.org/10.14569/ijacsa.2021.0120322openalex-snapshot
SVM Machine Learning Classifier to Automate the Extraction of SRS Elements
inferredcites →https://doi.org/10.1504/ijris.2018.096195openalex-snapshot
Exploiting ontology to map requirements derived from informal descriptions
inferredcites →https://doi.org/10.1515/9783110709247-008openalex-snapshot
Study of computational techniques to deal with ambiguity in SRS documents
inferredcites →https://doi.org/10.1587/transinf.2015kbp0005openalex-snapshot
Detecting Logical Inconsistencies by Clustering Technique in Natural Language Requirements
inferredcites →https://doi.org/10.1615/intjmultcompeng.v6.i1openalex-snapshot
inferredcites →https://doi.org/10.18267/j.aip.212openalex-snapshot
Visualisation of User Stories in UML Models: A Systematic Literature Review
inferredcites →https://doi.org/10.18293/seke2021-056openalex-snapshot
From word embeddings to text similarities for improved semantic clustering of functional requirements (S)
inferredcites →https://doi.org/10.2197/ipsjjip.28.136openalex-snapshot
Tool Supported Detection of Omissions by Comparing Words between Requirements and Design Document
inferredcites →https://doi.org/10.24018/ejeng.2018.3.7.807openalex-snapshot
Toward Requirements and Design Traceability Using Natural Language Processing
inferredcites →https://doi.org/10.2753/mis0742-1222280402openalex-snapshot
Two Rule-Based Natural Language Strategies for Requirements Discovery and Classification in Open Source Software Development Projects
inferredcites →https://doi.org/10.3233/sw-2012-0071openalex-snapshot
Using syntactic and semantic analyses to improve the quality of requirements documentation
inferredcites →https://doi.org/10.32604/cmes.2021.013026openalex-snapshot
Eliciting Requirements from Stakeholders’ Responses Using Natural Language Processing
inferredcites →https://doi.org/10.32985/ijeces.14.10.3openalex-snapshot
Semi-automated Software Requirements Categorisation using Machine Learning Algorithms
inferredcites →https://doi.org/10.3390/e25060888openalex-snapshot
Natural Language Generation and Understanding of Big Code for AI-Assisted Programming: A Review
inferredcites →https://doi.org/10.4135/9781071802878openalex-snapshot
The Content Analysis Guidebook
inferredcites →https://doi.org/10.5860/choice.48-3304openalex-snapshot
Requirements engineering: fundamentals, principles, and techniques
inferredcites →https://doi.org/10.7155/jgaa.00124openalex-snapshot
Computing Communities in Large Networks Using Random Walks

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/spe.70029openalex-snapshot
Generative AI for Requirements Engineering: A Systematic Literature Review
inferred← citeshttps://doi.org/10.1002/spe.70082openalex-snapshot
Identifying Conflicting Requirements in Problem‐Oriented Requirements Engineering: A Case Study Based Approach Using Enhanced Pairwise Comparison Method (E‐ PCM )
inferred← citeshttps://doi.org/10.1007/978-3-031-96099-4_6openalex-snapshot
Building Ontology from Requirement Boilerplates Using Natural Language Processing
inferred← citeshttps://doi.org/10.1007/978-3-032-00715-5_31openalex-snapshot
Evaluating NLP Tools for AI in Software Requirements Analysis
inferred← citeshttps://doi.org/10.1007/978-3-032-08977-9_47openalex-snapshot
Artificial Intelligence Applications in Software Development: A Bibliometric Approach
inferred← citeshttps://doi.org/10.1007/978-3-032-19012-3_11openalex-snapshot
LLM and Metamodeling for Model Extraction from Smart Agriculture Requirements
inferred← citeshttps://doi.org/10.1007/978-3-032-23499-5_4openalex-snapshot
Generative Artificial Intelligence and Inclusive Education: A Framework for Dyslexic and Non-dyslexic Learners
inferred← citeshttps://doi.org/10.1007/978-981-95-4213-0_11openalex-snapshot
A Test-Driven Approach for Refining Use Case Specifications of Software Requirements with LLMs
inferred← citeshttps://doi.org/10.1007/s10270-026-01383-9openalex-snapshot
Evaluation of modeling methods for systems analysis and development (EMMSAD): past, present, and artificial intelligence eras
inferred← citeshttps://doi.org/10.1016/j.aei.2026.104646openalex-snapshot
A Human-in-the-Loop conceptual design framework jointly driven by large language models and knowledge graphs
inferred← citeshttps://doi.org/10.1016/j.infsof.2026.108066openalex-snapshot
Explainability and compliance in AI tools for design artifact generation: A multi-domain practitioner survey in requirements engineering
inferred← citeshttps://doi.org/10.1016/j.procir.2026.05.318openalex-snapshot
Interactive Semantic Modeling: A Prototyping Approach to Structure and Visualize Complex Service Systems
inferred← citeshttps://doi.org/10.1049/sfw2/6714956openalex-snapshot
Enhancing Requirements via Structured Formalization and Process‐State Consistency Validation: An LLM‐Assisted Test‐Driven Framework
inferred← citeshttps://doi.org/10.1109/access.2025.3529943openalex-snapshot
Bridging Precision and Complexity: A Novel Machine Learning Approach for Ambiguity Detection in Software Requirements
inferred← citeshttps://doi.org/10.1109/access.2025.3554627openalex-snapshot
A Bibliometric Exposition and Review on Leveraging LLMs for Programming Education
inferred← citeshttps://doi.org/10.1109/access.2026.3727789openalex-snapshot
Context-Aware Predictive Optimization of Non-Functional Requirement Conflicts in DevOps Using Machine Learning
inferred← citeshttps://doi.org/10.1109/aiccsa66935.2025.11315456openalex-snapshot
Benchmarking BERT for Software Requirements Classification Across Diverse Datasets
inferred← citeshttps://doi.org/10.1109/cisat71030.2026.11682459openalex-snapshot
A Lightweight Machine Learning Approach for Software Requirement Classification
inferred← citeshttps://doi.org/10.1109/dessert65323.2024.11122187openalex-snapshot
An Approach to Developing a Software Requirements Specification Template for Greenfield Projects Using Artificial Intelligence
inferred← citeshttps://doi.org/10.1109/fit63703.2024.10838397openalex-snapshot
Comparative Analysis of Machine Learning-Driven and Traditional Method for User Requirement Analysis in Software Development
inferred← citeshttps://doi.org/10.1109/icit68548.2026.11577719openalex-snapshot
Addressing Ambiguity in Software Requirements with Machine Learning for Enhanced Clarity
inferred← citeshttps://doi.org/10.1109/isse65546.2025.11370116openalex-snapshot
Knowledge Automation and Requirements Analysis in E-Commerce Fraud Detection
inferred← citeshttps://doi.org/10.1109/meco70748.2026.11579069openalex-snapshot
Cluster-Aware Dual-Level Test Specification Generation for Large-Scale Automotive Software Requirements
inferred← citeshttps://doi.org/10.1109/rew66121.2025.00007openalex-snapshot
Explainability as a Compliance Requirement: What Regulated Industries Need from AI Tools for Design Artifact Generation
inferred← citeshttps://doi.org/10.1109/rew66121.2025.00031openalex-snapshot
Research on Requirement Vulnerability Detection Method Based on Graph Neural Network and Counterfactual Explanation
inferred← citeshttps://doi.org/10.1109/rew72749.2026.00085openalex-snapshot
Towards Ontology-Guided Requirements Quality Analysis: an LLM-Based Tool for EHR Systems
inferred← citeshttps://doi.org/10.1109/wids-psu64963.2025.00051openalex-snapshot
Predicting Hospital Readmissions Using XLNet-BiGRU-Attention on Patient Clinical Notes
inferred← citeshttps://doi.org/10.1142/s0219649225501291openalex-snapshot
A Bibliometric Analysis of Research on Training and Labour Productivity: Trends, Themes, and Future Directions
inferred← citeshttps://doi.org/10.1142/s1756973726400135openalex-snapshot
An AI-Driven Product Recommendation Framework Integrating Collaborative Filtering and BERT-Based NLP
inferred← citeshttps://doi.org/10.1145/3696630.3730538openalex-snapshot
AI in the Software Development Lifecycle: Insights and Open Research Questions
inferred← citeshttps://doi.org/10.1145/3744916.3773112openalex-snapshot
Hey, ChatGPT, Look at My Work: Using Conversational AI in Requirements Engineering Education
inferred← citeshttps://doi.org/10.1145/3801619.3801634openalex-snapshot
Leveraging Large Language Models for Automated Consistency Checking in Model-Driven Engineering
inferred← citeshttps://doi.org/10.1145/3811839.3811847openalex-snapshot
Dynamic Policy Assessment of China's Construction Industry Based on PESTEL and Triple Helix
inferred← citeshttps://doi.org/10.18267/j.aip.303openalex-snapshot
Artificial Intelligence in Software Testing and Beyond: A Review of Current Practices and Emerging Challenges
inferred← citeshttps://doi.org/10.32628/cseit25111234openalex-snapshot
Interactive Debugging through Natural Language Inputs: Bridging the Gap between Human and Machine Understanding
inferred← citeshttps://doi.org/10.3389/fcomp.2025.1519437openalex-snapshot
Research directions for using LLM in software requirement engineering: a systematic review
inferred← citeshttps://doi.org/10.3389/frai.2025.1662220openalex-snapshot
A quantum-inspired, biomimetic, and fractal framework for self-healing AI code generation: bridging responsible automation and emergent intelligence
inferred← citeshttps://doi.org/10.3390/a18090556openalex-snapshot
A Review of Explainable Artificial Intelligence from the Perspectives of Challenges and Opportunities
inferred← citeshttps://doi.org/10.3390/app15031344openalex-snapshot
AI-Driven Innovations in Software Engineering: A Review of Current Practices and Future Directions
inferred← citeshttps://doi.org/10.3390/app15179434openalex-snapshot
Pattern-Based Automation of User Stories and Gherkin Scenarios from BPMN Models for Agile Requirement
inferred← citeshttps://doi.org/10.3390/app152010913openalex-snapshot
Biases in AI-Supported Industry 4.0 Research: A Systematic Review, Taxonomy, and Mitigation Strategies
inferred← citeshttps://doi.org/10.3390/app16010518openalex-snapshot
Iterative Requirements-Driven Business Process Modeling and Verification with Large Language Models
inferred← citeshttps://doi.org/10.3390/computers13100271openalex-snapshot
Context-Aware Embedding Techniques for Addressing Meaning Conflation Deficiency in Morphologically Rich Languages Word Embedding: A Systematic Review and Meta Analysis
inferred← citeshttps://doi.org/10.3390/info15090540openalex-snapshot
Word Sense Disambiguation for Morphologically Rich Low-Resourced Languages: A Systematic Literature Review and Meta-Analysis
inferred← citeshttps://doi.org/10.3390/make8080220openalex-snapshot
From Black Box to Clarity: A Systematic Review of Explainability Methods in Deep Convolutional Neural Networks
inferred← citeshttps://doi.org/10.35746/jtim.v8i1.946openalex-snapshot
Utilizing Natural Language Processing for the Analysis of BMKG Decadal Atmospheric Dynamics Reports in 2025
inferred← citeshttps://doi.org/10.35784/iapgos.6897openalex-snapshot
Contemporary approaches to integrating AI agents into library information processes
inferred← citeshttps://doi.org/10.4018/979-8-3373-9958-4.ch009openalex-snapshot
Unlocking Sustainable Tourism Performance
inferred← citeshttps://doi.org/10.48175/ijarsct-22800eopenalex-snapshot
A Review on AI-Driven Project Management for Transforming Software Engineering Perspectives
inferred← citeshttps://doi.org/10.58763/rc2026563openalex-snapshot
Optimizing the management of fiscal transfers to Honduran municipalities: process modeling and software requirements using a systemic-restrictive approach
inferred← citeshttps://doi.org/10.63688/cognitivatech202652openalex-snapshot
AI assisted requirements engineering for system development
inferred← citeshttps://doi.org/10.65148/ecn/2026001openalex-snapshot
Automated Code Review and Technical Debt Detection in Agile Development Using Natural Language Processing on Commit Histories
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.