ASE 2022 (series) / Tool Demonstrations / Answering Software Deployment Questions via Neural Machine Reading at Scale
Answering Software Deployment Questions via Neural Machine Reading at ScaleVirtual
Wed 12 Oct 2022 09:30 - 10:00 at Ballroom A - Tool Poster Session 2
Wed 12 Oct 2022 17:00 - 17:10 at Banquet B - Technical Session 17 - SE for AI Chair(s): Tim Menzies
Wed 12 Oct 2022 17:00 - 17:10 at Banquet B - Technical Session 17 - SE for AI Chair(s): Tim Menzies
As software systems continue to grow in complexity and scale, deploying and delivering them becomes increasingly difficult. In this work, we develop DeployQA, a novel QA bot that automatically answers software deployment questions over user manuals and Stack Overflow posts. DeployQA is built upon RoBERTa. To bridge the gap between natural language and the domain of software deployment, we propose three adaptations in terms of vocabulary, pre-training, and fine-tuning, respectively. We evaluate our approach on our constructed DeQuAD dataset. The results show that DeployQA remarkably outperforms baseline methods by leveraging the three domain adaptation strategies.
Wed 12 OctDisplayed time zone: Eastern Time (US & Canada) change
Wed 12 Oct
Displayed time zone: Eastern Time (US & Canada) change
09:30 - 10:00 | |||
09:30 30mDemonstration | ElecDaug: Electromagnetic Data Augmentation for Model Repair based on Metamorphic Relation Tool Demonstrations Jiawei He , Zhida Bao Harbin Engineering University, Quanjun Zhang Nanjing University, Weisong Sun State Key Laboratory for Novel Software Technology, Nanjing University, Jiawei Liu Nanjing University, Chunrong Fang Nanjing University, Yun Lin National University of Singapore | ||
09:30 30mDemonstration | CBMC-SSM: Bounded Model Checking of C Programs with Symbolic Shadow Memory Tool Demonstrations Bernd Fischer Stellenbosch University, South Africa, Salvatore La Torre Università degli Studi di Salerno, Gennaro Parlato University of Molise, Peter Schrammel University of Sussex and Diffblue Ltd | ||
09:30 30mDemonstration | ADEPT: A Testing Platform for Simulated Autonomous DrivingVirtual Tool Demonstrations Sen Wang Nanjing University, Zhuheng Sheng Nanjing University, Jingwei Xu , Taolue Chen University of Surrey, UK, Junjun Zhu Nanjing University, Shuhui Zhang Nanjing University, Yuan Yao Nanjing University, Xiaoxing Ma Nanjing University | ||
09:30 30mDemonstration | Augur: Dynamic Taint Analysis for Asynchronous JavaScript Tool Demonstrations Mark W. Aldrich Tufts University, Alexi Turcotte Northeastern University, Matthew Blanco Northeastern University, Frank Tip Northeastern University | ||
09:30 30mDemonstration | FlexType: A Plug-and-Play Framework for Type Inference Models Tool Demonstrations Sivani Voruganti UC Davis, Kevin Jesse University of California at Davis, USA, Prem Devanbu Department of Computer Science, University of California, Davis Pre-print | ||
09:30 30mDemonstration | InvCon: A Dynamic Invariant Detector for Ethereum Smart Contracts Tool Demonstrations Pre-print | ||
09:30 30mDemonstration | AntiCopyPaster: Extracting Code Duplicates As Soon As They Are Introduced in the IDE Tool Demonstrations Eman Abdullah AlOmar Stevens Institute of Technology, Anton Ivanov HSE University, Zarina Kurbatova JetBrains Research, Yaroslav Golubev JetBrains Research, Mohamed Wiem Mkaouer Rochester Institute of Technology, Ali Ouni ETS Montreal, University of Quebec, Timofey Bryksin JetBrains Research, Le Nguyen Rochester Institute of Technology, Amit Kini Rochester Institute of Technology, Aditya Thakur Rochester Institute of Technology DOI Pre-print | ||
09:30 30mDemonstration | ecoCode: a SonarQube Plugin to Remove Energy Smells from Android Projects Tool Demonstrations DOI File Attached | ||
09:30 30mDemonstration | Answering Software Deployment Questions via Neural Machine Reading at ScaleVirtual Tool Demonstrations Guan Jie Qiu School of Software, Shanghai Jiao Tong University, Diwei Chen School of Software, Shanghai Jiao Tong University, Shuai Zhang School of Software, Shanghai Jiao Tong University, Yitian Chai School of Software, Shanghai Jiao Tong University, Xiaodong Gu Shanghai Jiao Tong University, China, Beijun Shen School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University | ||
09:30 30mDemonstration | LiveRef: a Tool for Live Refactoring Java Code Tool Demonstrations Sara Fernandes FEUP, Universidade do Porto, Ademar Aguiar FEUP, Universidade do Porto, André Restivo LIACC, Universidade do Porto, Porto, Portugal | ||
09:30 30mDemonstration | A transformer-based IDE plugin for vulnerability detectionVirtual Tool Demonstrations Cláudia Mamede FEUP, U.Porto, Eduard Pinconschi FEUP, U.Porto, Rui Abreu Faculty of Engineering, University of Porto, Portugal | ||
16:00 - 18:00 | Technical Session 17 - SE for AIResearch Papers / Late Breaking Results / NIER Track / Tool Demonstrations at Banquet B Chair(s): Tim Menzies North Carolina State University | ||
16:00 10mVision and Emerging Results | On the Naturalness of Bytecode Instructions NIER Track | ||
16:10 20mResearch paper | A Light Bug Triage Framework for Applying Large Pre-trained Language Model Research Papers Jaehyung Lee Pohang University of Science and Technology, Pohang , Hwanjo Yu Pohang University of Science and Technology, Pohang, HanKisun Samsung Research | ||
16:30 10mVision and Emerging Results | Global Decision Making Over Deep Variability in Feedback-Driven Software Development NIER Track Jörg Kienzle McGill University, Canada, Benoit Combemale University of Rennes; Inria; IRISA, Gunter Mussbacher McGill University, Omar Alam Trent University, Francis Bordeleau École de Technologie Supérieure (ETS), Lola Burgueño University of Malaga, Gregor Engels Paderborn University, Jessie Galasso-Carbonnel Université de Montréal, Jean-Marc Jézéquel Univ Rennes - IRISA, Bettina Kemme McGill University, Canada, Sébastien Mosser McMaster University, Houari Sahraoui Université de Montréal, Maximilian Schiedermeier McGill University, Eugene Syriani Université de Montréal | ||
16:40 20mResearch paper | CARGO: AI-Guided Dependency Analysis for Migrating Monolithic Applications to Microservices ArchitectureACM SIGSOFT Distinguished Paper Award Research Papers Vikram Nitin Columbia University, Shubhi Asthana IBM Research, Baishakhi Ray Columbia University, Rahul Krishna IBM Research Pre-print | ||
17:00 10mDemonstration | Answering Software Deployment Questions via Neural Machine Reading at ScaleVirtual Tool Demonstrations Guan Jie Qiu School of Software, Shanghai Jiao Tong University, Diwei Chen School of Software, Shanghai Jiao Tong University, Shuai Zhang School of Software, Shanghai Jiao Tong University, Yitian Chai School of Software, Shanghai Jiao Tong University, Xiaodong Gu Shanghai Jiao Tong University, China, Beijun Shen School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University | ||
17:10 20mResearch paper | PRCBERT: Prompt Learning for Requirement Classification using BERT-based Pretrained Language ModelsVirtual Research Papers Xianchang Luo University of Science and Technology of China, Yinxing Xue University of Science and Technology of China, Zhenchang Xing Australian National University, Jiamou Sun Australian National University | ||
17:30 10mVision and Emerging Results | Test-Driven Multi-Task Learning with Functionally Equivalent Code Transformation for Neural Code GenerationVirtual NIER Track Xin Wang Wuhan University, Xiao Liu School of Information Technology, Deakin University, Pingyi Zhou Noah’s Ark Lab, Huawei Technologies, Qixia Liu China Mobile Communications Corporation, Jin Liu Wuhan University, Hao Wu Yunnan University, Xiaohui Cui Wuhan University | ||
17:40 10mPaper | Towards Using Data-Influence Methods to Detect Noisy Samples in Source Code CorporaVirtual Late Breaking Results Anh T. V. Dau FPT Software AI Center, Nghi D. Q. Bui Singapore Management University, Thang Nguyen-Duc FPT Software AI Center, Hoang Thanh-Tung Vietnam National University | ||