Transformer-based Bug/Feature Classification

被引：0
|
作者：
Ozturk, Ceyhun E. [1 ]
Yilmaz, Eyup Halit [2 ]
Koksal, Omer [2 ,3 ]
机构：
[1] Bilkent Univ, Elekt & Elekt Muhendisligi Bolumu, ASELSAN Arastirma Merkezi, Ankara, Turkiye
[2] ASELSAN Arastirma Merkezi, Ankara, Turkiye
[3] Univ Doha Sci & Technol, Data Sci & Artificial Intelligence Dept, Doha, Qatar
来源：
2023 31ST SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE, SIU | 2023年
关键词：
Software bug report classification; natural language processing; pre-trained language models; BERT;
D O I：
10.1109/SIU59756.2023.10223806
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Automatic classification of a software bug report as a 'bug' or 'feature' is essential to accelerate closed-source software development. In this work, we focus on automating the bug/feature classification task with artificial intelligence using a newly constructed dataset of Turkish software bug reports collected from a commercial project. We train and test support vector machine (SVM), k-nearest neighbors (KNN), convolutional neural network (CNN), transformer-based models, and similar artificial intelligence models on the collected reports. Results of the experiments show that transformer-based BERTurk is the best-performing model for the bug/feature classification task.
引用
收藏
页数：4
相关论文
共 50 条
  • [21] An improved transformer-based concrete crack classification method
    Guanting Ye
    Wei Dai
    Jintai Tao
    Jinsheng Qu
    Lin Zhu
    Qiang Jin
    Scientific Reports, 14
  • [22] Transformer-based temporal sequence learners for arrhythmia classification
    Varghese, Ann
    Kamal, Suraj
    Kurian, James
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2023, 61 (08) : 1993 - 2000
  • [23] Transformer-Based Dog Behavior Classification With Motion Sensors
    Or, Barak
    IEEE SENSORS JOURNAL, 2024, 24 (20) : 33816 - 33825
  • [24] PARASITIC EGG DETECTION AND CLASSIFICATION WITH TRANSFORMER-BASED ARCHITECTURES
    Pedraza, Anibal
    Ruiz-Santaquiteria, Jesus
    Deniz, Oscar
    Bueno, Gloria
    2022 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP, 2022, : 4301 - 4305
  • [25] Classification of hyperspectral and LiDAR data by transformer-based enhancement
    Pan, Jiechen
    Shuai, Xing
    Xu, Qing
    Dai, Mofan
    Zhang, Guoping
    Wang, Guo
    REMOTE SENSING LETTERS, 2024, 15 (10) : 1074 - 1084
  • [26] Transformer-Based Classification of User Queries for Medical Consultancy
    Lyutkin, D. A.
    Pozdnyakov, D. V.
    Soloviev, A. A.
    Zhukov, D. V.
    Malik, M. S. I.
    Ignatov, D. I.
    AUTOMATION AND REMOTE CONTROL, 2024, 85 (03) : 297 - 308
  • [27] An improved transformer-based concrete crack classification method
    Ye, Guanting
    Dai, Wei
    Tao, Jintai
    Qu, Jinsheng
    Zhu, Lin
    Jin, Qiang
    SCIENTIFIC REPORTS, 2024, 14 (01)
  • [28] Transformer-based temporal sequence learners for arrhythmia classification
    Ann Varghese
    Suraj Kamal
    James Kurian
    Medical & Biological Engineering & Computing, 2023, 61 : 1993 - 2000
  • [29] Transformer-based Architecture for Empathy Prediction and Emotion Classification
    Vasava, Himil
    Uikey, Pramegh
    Wasnik, Gaurav
    Sharma, Raksha
    PROCEEDINGS OF THE 12TH WORKSHOP ON COMPUTATIONAL APPROACHES TO SUBJECTIVITY, SENTIMENT & SOCIAL MEDIA ANALYSIS, 2022, : 261 - 264
  • [30] Naming Bug Detection Using Transformer-Based Method Name Suggestion.
    Minehisa T.
    Aman H.
    Kawahara M.
    Computer Software, 2022, 39 (04) : 17 - 23
12345