Aryan-B25/Software-Requirements-Classification: v0.2.0

This research evaluates six transformer-based models (BERT, SBERT, RoBERTa, NorBERT, DeBERTa, and XLNet) and two hybrid configurations (RoBERTa–DeBERTa and BERT–XLNet) for multi-level Software Requirements (SRs) classification. The study uses the PROMISE and Extended PROMISE (PROMISE_EXP) datasets to assess model performance in distinguishing between Functional Requirements (FRs) and various types of Non-Functional Requirements (NFRs).

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-05-18
DOI
https://doi.org/10.5281/zenodo.15459346
Primary Topic
Software Engineering Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Aryan-B25/Software-Requirements-Classification: v0.2.0

Zenodo (CERN European Organization for Nuclear Research)
Software Engineering Research
article

Aryan-B25/Software-Requirements-Classification: v0.2.0

article en

Abstract

This research evaluates six transformer-based models (BERT, SBERT, RoBERTa, NorBERT, DeBERTa, and XLNet) and two hybrid configurations (RoBERTa–DeBERTa and BERT–XLNet) for multi-level Software Requirements (SRs) classification. The study uses the PROMISE and Extended PROMISE (PROMISE_EXP) datasets to assess model performance in distinguishing between Functional Requirements (FRs) and various types of Non-Functional Requirements (NFRs).

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 43%
Software Engineering Research
DOIOpen Access PDFOpenAlex
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Aryan-B25/Software-Requirements-Classification: v0.2.0 · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS