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ICPC 2020
Mon 13 - Wed 15 July 2020
co-located with ICSE 2020
Tue 14 Jul 2020 01:45 - 02:00 at ICPC - Session 4: Summalization Chair(s): Venera Arnaoudova

During collaborative software development, bug reports are dynamically maintained and evolved as a part of a software project. For a historical bug report with complicated discussions, an accurate and concise summary can enable stakeholders to reduce the time effort perusing the entire content. Existing studies on bug report summarization, based on whether supervised or unsupervised techniques, are limited due to their lack of consideration of the redundant information and disapproved standpoints among developers’ comments. Accordingly, in this paper, we propose a novel unsupervised approach based on deep learning network, called BugSum. our approach integrates an auto-encoder network for feature extraction with a novel metric (believability) to measure the degree to which a sentence is approved or disapproved within discussions. In addition, a dynamic selection strategy is employed to optimize the comprehensiveness of the auto-generated summary represented by limited words. Extensive experiments show that our approach outperforms 8 comparative approaches over two public datasets. In particular, the probability of adding controversial sentences that are clearly disapproved by other developers during the discussion, into the summary is reduced by up to 69.6%.

Tue 14 Jul
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icpc-2020-research
01:30 - 02:30: Research - Session 4: Summalization at ICPC
Chair(s): Venera ArnaoudovaWashington State University
icpc-2020-research01:30 - 01:45
Paper
Alexander LeClairUniversity Of Notre Dame, Sakib HaqueUniversity of Notre Dame, Lingfei WuIBM Research, Collin McMillanUniversity of Notre Dame
Pre-print Media Attached
icpc-2020-research01:45 - 02:00
Paper
Haoran LiuNational University of Defense Technology, Yue YuCollege of Computer, National University of Defense Technology, Changsha 410073, China, Shanshan LiNational University of Defense Technology, Yong GuoNational University of Defense Technology, Deze WangNational University of Defense Technology, Xiaoguang MaoNational University of Defense Technology
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icpc-2020-research02:00 - 02:15
Paper
Sean StapletonUniversity of Michigan, Yashmeet GambhirUniversity of Michigan, Alexander LeClairUniversity Of Notre Dame, Zachary Eberhart, Westley WeimerUniversity of Michigan, USA, Kevin LeachUniversity of Michigan, Yu HuangUniversity of Michigan
Pre-print Media Attached
icpc-2020-era02:15 - 02:30
Paper
Miroslav TushevLouisiana State University, Nash MahmoudLouisiana State University
Media Attached