Sentence embedding and fine-tuning to automatically identify duplicate bugs

被引：0

作者：

Isotani, Haruna ^{[1
]}

Washizaki, Hironori ^{[1
]}

Fukazawa, Yoshiaki ^{[1
]}

Nomoto, Tsutomu ^{[2
]}

Ouji, Saori ^{[3
]}

Saito, Shinobu ^{[3
]}

机构：

[1] Waseda Univ, Dept Comp Sci & Engn, Tokyo, Japan

[2] NTT CORP, Software Innovat Ctr, Tokyo, Japan

[3] NTT CORP, Comp & Data Sci Labs, Tokyo, Japan

来源：

FRONTIERS IN COMPUTER SCIENCE | 2023年 / 4卷

关键词：

bug reports; duplicate detection; BERT; sentence embedding; natural language processing; information retrieval;

D O I：

10.3389/fcomp.2022.1032452

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Industrial software maintenance is critical but burdensome. Activities such as detecting duplicate bug reports are often performed manually. Herein an automated duplicate bug report detection system improves maintenance efficiency using vectorization of the contents and deep learning-based sentence embedding to calculate the similarity of the whole report from vectors of individual elements. Specifically, sentence embedding is realized using Sentence-BERT fine tuning. Additionally, its performance is experimentally compared to baseline methods to validate the proposed system. The proposed system detects duplicate bug reports more effectively than existing methods.

引用

页数：13

共 50 条

[1] Duplicate Bug Report Detection by Using Sentence Embedding and Fine-tuning
Isotani, Haruna
Washizaki, Hironori
Fukazawa, Yoshiaki
Nomoto, Tsutomu
Ouji, Saori
Saito, Shinobu
2021 IEEE INTERNATIONAL CONFERENCE ON SOFTWARE MAINTENANCE AND EVOLUTION (ICSME 2021), 2021, : 535 - 544
[2] Beyond Fine-tuning: Few-Sample Sentence Embedding Transfer
Garg, Siddhant
Sharma, Rohit Kumar
Liang, Yingyu
1ST CONFERENCE OF THE ASIA-PACIFIC CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS AND THE 10TH INTERNATIONAL JOINT CONFERENCE ON NATURAL LANGUAGE PROCESSING (AACL-IJCNLP 2020), 2020, : 460 - 469
[3] Fine-tuning biomaterial degradation by embedding hydrolytic enzymes
Ganesh, Manoj
Gross, Richard
ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2010, 239
[4] Fine-Tuning the Expression of Duplicate Genes by Translational Regulation in Arabidopsis and Maize
Wang, Sishuo
Chen, Youhua
FRONTIERS IN PLANT SCIENCE, 2019, 10
[5] Quantum device fine-tuning using unsupervised embedding learning
van Esbroeck, N. M.
Lennon, D. T.
Moon, H.
Nguyen, V
Vigneau, F.
Camenzind, L. C.
Yu, L.
Zumbuehl, D. M.
Briggs, G. A. D.
Sejdinovic, D.
Ares, N.
NEW JOURNAL OF PHYSICS, 2020, 22 (09):
[6] Embedding Hallucination for Few-Shot Language Fine-tuning
Jian, Yiren
Gao, Chongyang
Vosoughi, Soroush
NAACL 2022: THE 2022 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES, 2022, : 5522 - 5530
[7] Efficient Unsupervised Sentence Compression by Fine-tuning Transformers with Reinforcement Learning
Ghalandari, Demian Gholipour
Hokamp, Chris
Ifrim, Georgiana
PROCEEDINGS OF THE 60TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2022), VOL 1: (LONG PAPERS), 2022, : 1267 - 1280
[8] Fine-tuning
不详
AVIATION WEEK & SPACE TECHNOLOGY, 2001, 155 (02): : 21 - 21
[9] Fine-tuning
Rachel Smallridge
Nature Reviews Molecular Cell Biology, 2004, 5 (2) : 79 - 79
[10] Fine-Tuning
Manson, Neil A.
TPM-THE PHILOSOPHERS MAGAZINE, 2019, (86): : 99 - 105

← 1 2 3 4 5 →