Write a Blog >>
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

Displayed time zone: (UTC) Coordinated Universal Time change

01:30 - 02:30
Session 4: SummalizationResearch / ERA at ICPC
Chair(s): Venera Arnaoudova Washington State University
01:30
15m
Paper
Improved Code Summarization via a Graph Neural Network
Research
Alexander LeClair University Of Notre Dame, Sakib Haque University of Notre Dame, Lingfei Wu IBM Research, Collin McMillan University of Notre Dame
Pre-print Media Attached
01:45
15m
Paper
BugSum: Deep Context Understanding for Bug Report Summarization
Research
Haoran Liu National University of Defense Technology, Yue Yu College of Computer, National University of Defense Technology, Changsha 410073, China, Shanshan Li National University of Defense Technology, Yong Guo National University of Defense Technology, Deze Wang National University of Defense Technology, Xiaoguang Mao National University of Defense Technology
Media Attached
02:00
15m
Paper
A Human Study of Comprehension and Code Summarization
Research
Sean Stapleton University of Michigan, Yashmeet Gambhir University of Michigan, Alexander LeClair University Of Notre Dame, Zachary Eberhart , Westley Weimer University of Michigan, USA, Kevin Leach University of Michigan, Yu Huang University of Michigan
Pre-print Media Attached
02:15
15m
Paper
Linguistic Documentation of Software History
ERA
Miroslav Tushev Louisiana State University, Nash Mahmoud Louisiana State University
Media Attached