Semantic Textual Similarity in Requirement Specification and Use Case Description based on Sentence Transformer Model

MEIZAN ARTHUR ALFIANTO

Informasi Dasar

89 kali
23.04.3490
006.35
Karya Ilmiah - Skripsi (S1) - Reference

The compatibility between the Use Case Description (UCD) and the Functional Requirements (FR) is essential for the successful development of software. Nevertheless, discrepancies may occur if the UCD does not precisely reflect the intended functionalities specified in the FR. This paper uses a Sentence Transformer Model to evaluate the alignment between the UCD and FR, both written in natural language. The study aims to identify potential discrepancies and ambiguities in the UCD and suggest modifications to better their correspondence with the FR. The Sentence Transformer Model quantifies the degree of alignment between the UCD and FR by analyzing semantic similarity. According to the findings, modifications to the UCD, such as refining terminology, elucidating definitions, and correcting writing errors, can substantially increase semantic similarity with the FR. The Pearson correlation coefficient of 0.70 indicates the correlation between the predicted and the ground truth of semantic similarity is linearly positive. The Spearman rank correlation coefficient value of 0.715 suggests a positive monotonic relationship, with the two text types maintaining their rank of semantic similarity. The low mean squared error (MSE) value of 0.024 demonstrates the model's predictive accuracy for semantic similarity.

Subjek

NATURAL LANGUAGE PROCESSING
NATURAL SCIENCE, Transformers,

Katalog

Semantic Textual Similarity in Requirement Specification and Use Case Description based on Sentence Transformer Model
 
 
Indonesia

Sirkulasi

Rp. 0
Rp. 0
Tidak

Pengarang

MEIZAN ARTHUR ALFIANTO
Perorangan
Yudi Priyadi, Kusuma Ayu Laksitowening
 

Penerbit

Universitas Telkom, S1 Informatika (International Class)
Bandung
2023

Koleksi

Kompetensi

 

Download / Flippingbook

 

Ulasan

Belum ada ulasan yang diberikan
anda harus sign-in untuk memberikan ulasan ke katalog ini