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ICSE 2022
Sun 8 - Fri 27 May 2022
Thu 12 May 2022 05:20 - 05:25 at ICSE room 3-odd hours - Mining Software Repositories 1 Chair(s): Ayushi Rastogi
Thu 12 May 2022 11:25 - 11:30 at ICSE room 2-odd hours - Mining Software Repositories 5 Chair(s): Sonia Haiduc

In community-based software development, developers frequently rely on live-chatting to discuss emergent bugs/errors they encounter in daily development tasks. However, it remains a challenging task to accurately record such knowledge due to the noisy nature of interleaved dialogs in live chat data. In this paper, we first formulate the task of identifying and synthesizing bug reports from community live chats, and propose a novel approach, named BugListener, to address the challenges. Specifically, BugListener automates three sub-tasks: 1) Disentangle the dialogs from massive chat logs by using a Feed-Forward neural network; 2) Identify the bug-report dialogs from separated dialogs by modeling the original dialog to the graph-structured dialog and leveraging the graph neural network to learn the contextual information; 3) Synthesize the bug reports by utilizing the TextCNN model and Transfer Learning network to classify the sentences into three groups: observed behaviors (OB), expected behaviors (EB), and steps to reproduce the bug (SR). BugListener is evaluated on six open source projects. The results show that: for bug report identification, BugListener achieves the average F1 of 74.21%, improving the best baseline by 10.37%; and for bug report synthesis task, BugListener could classify the OB, EB, and SR sentences with the F1 of 67.37%, 87.14%, and 65.03%, improving the best baselines by 7.21%, 7.38%, 5.30%, respectively. A human evaluation also confirms the effectiveness of BugListener in generating relevant and accurate bug reports. These demonstrate the significant potential of applying BugListener in community-based software development, for promoting bug discovery and quality improvement.

Thu 12 May

Displayed time zone: Eastern Time (US & Canada) change

05:00 - 06:00
Mining Software Repositories 1Technical Track / Journal-First Papers / SEIP - Software Engineering in Practice at ICSE room 3-odd hours
Chair(s): Ayushi Rastogi University of Groningen, The Netherlands
05:00
5m
Talk
What happens in my code reviews? An investigation on automatically classifying review changes
Journal-First Papers
Enrico Fregnan University of Zurich, Switzerland, Fernando Petrulio University of Zurich, Linda Di Geronimo University of Zurich, Switzerland, Alberto Bacchelli University of Zurich
Link to publication Pre-print Media Attached
05:05
5m
Talk
Bus Factor In Practice
SEIP - Software Engineering in Practice
Elgun Jabrayilzade Bilkent University, Mikhail Evtikhiev JetBrains Research, Eray Tüzün Bilkent University, Vladimir Kovalenko JetBrains Research
Pre-print Media Attached
05:10
5m
Talk
AutoTransform: Automated Code Transformation to Support Modern Code Review Process
Technical Track
Patanamon Thongtanunam University of Melbourne, Chanathip Pornprasit Monash University, Chakkrit Tantithamthavorn Monash University
Pre-print Media Attached
05:15
5m
Talk
What Makes a Good Commit Message?Distinguished Paper Award
Technical Track
Yingchen Tian Beijing Institute of Technology, Yuxia Zhang Beijing Institute of Technology, Klaas-Jan Stol University College Cork, Lero, SINTEF, Lin Jiang Beijing Institute of Technology, Hui Liu Beijing Institute of Technology
Pre-print Media Attached
05:20
5m
Talk
BugListener: Identifying and Synthesizing Bug Reports from Collaborative Live Chats
Technical Track
Lin Shi Institute of Software at Chinese Academy of Sciences, Fangwen Mu Institute of Software Chinese Academy of Sciences, YuMin Zhang Institute of Software, Chinese Academy of Sciences, Ye Yang Stevens Institute of Technology, Junjie Chen Tianjin University, Xiao Chen Monash University, Hanzhi Jiang Institute of Software at Chinese Academy of Sciences, Ziyou Jiang Institute of Software at Chinese Academy of Sciences, Qing Wang Institute of Software at Chinese Academy of Sciences
Pre-print Media Attached
05:25
5m
Talk
SZZ for Vulnerability: Automatic Identification of Version Ranges Affected by CVE Vulnerabilities
Technical Track
Lingfeng Bao Zhejiang University, Xin Xia Huawei Software Engineering Application Technology Lab, Ahmed E. Hassan Queen's University, Xiaohu Yang Zhejiang University
DOI Pre-print Media Attached
11:00 - 12:00
11:00
5m
Talk
Assisting Example-based API Misuse Detection via Complementary Artificial Examples
Journal-First Papers
Maxime Lamothe Polytechnique Montréal, Heng Li Polytechnique Montréal, Weiyi Shang Concordia University
Link to publication DOI Pre-print Media Attached
11:05
5m
Talk
What happens in my code reviews? An investigation on automatically classifying review changes
Journal-First Papers
Enrico Fregnan University of Zurich, Switzerland, Fernando Petrulio University of Zurich, Linda Di Geronimo University of Zurich, Switzerland, Alberto Bacchelli University of Zurich
Link to publication Pre-print Media Attached
11:10
5m
Talk
Breaking Type Safety in Go: An Empirical Study on the Usage of the unsafe Package
Journal-First Papers
Diego Costa Concordia University, Canada, Suhaib Mujahid Concordia University, Rabe Abdalkareem Carleton University, Emad Shihab Concordia University
Link to publication Pre-print Media Attached
11:15
5m
Talk
An Empirical Study of Release Note Production and Usage in Practice
Journal-First Papers
Tingting Bi Monash Univerity, Xin Xia Huawei Software Engineering Application Technology Lab, David Lo Singapore Management University, John Grundy Monash University, Thomas Zimmermann Microsoft Research
11:20
5m
Talk
Bus Factor In Practice
SEIP - Software Engineering in Practice
Elgun Jabrayilzade Bilkent University, Mikhail Evtikhiev JetBrains Research, Eray Tüzün Bilkent University, Vladimir Kovalenko JetBrains Research
Pre-print Media Attached
11:25
5m
Talk
BugListener: Identifying and Synthesizing Bug Reports from Collaborative Live Chats
Technical Track
Lin Shi Institute of Software at Chinese Academy of Sciences, Fangwen Mu Institute of Software Chinese Academy of Sciences, YuMin Zhang Institute of Software, Chinese Academy of Sciences, Ye Yang Stevens Institute of Technology, Junjie Chen Tianjin University, Xiao Chen Monash University, Hanzhi Jiang Institute of Software at Chinese Academy of Sciences, Ziyou Jiang Institute of Software at Chinese Academy of Sciences, Qing Wang Institute of Software at Chinese Academy of Sciences
Pre-print Media Attached
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Information for Participants
Thu 12 May 2022 05:00 - 06:00 at ICSE room 3-odd hours - Mining Software Repositories 1 Chair(s): Ayushi Rastogi
Info for room ICSE room 3-odd hours:

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Thu 12 May 2022 11:00 - 12:00 at ICSE room 2-odd hours - Mining Software Repositories 5 Chair(s): Sonia Haiduc
Info for room ICSE room 2-odd hours:

Click here to go to the room on Midspace