Collective Intelligence for Smarter Neural Program SynthesisWorkshop
We study the problem of automatically generating source code from different forms of user intents. Existing methods treating this problem as a language generating task of the neural network, known as Neural Program Synthesis(NPS). Most of these methods struggle with achieving high generating accuracy, one reason for that is the incompleteness and inaccuracy of user intents for a specific programming task. Inspired by the Swarm Intelligence(SI) and Collective Intelligence(CI) techniques, we proposed an automatic task-specific user intent merging framework combining both the bio-inspired algorithm in SI and CI merged from multiple developers. Empirically, we show that our approach is able to provide more accurate and adequate input for NPS, and our experiment on CI indicates that knowledge merging among isolated software developers in our approach has a significant influence on NPS.
Fri 25 Sep Times are displayed in time zone: (UTC) Coordinated Universal Time
08:00 - 10:35: International Workshop on Software Engineering Automation: A Natural Language Perspective[Workshop] NLP-SEA at Kangaroo Chair(s): Abdul RaufRISE Research Institutes of Sweden, Mehrdad SaadatmandRISE SICS, Sajid Anwer | |||
08:00 - 08:15 Talk | Boosting Component-based Synthesis with API Usage KnowledgeWorkshop [Workshop] NLP-SEA Jiaxin LiuNational University of Defense Technology, Wei DongSchool of Computer, National University of Defense Technology, China, Binbin LiuNational University of Defense Technology | ||
08:20 - 08:35 Talk | Collective Intelligence for Smarter Neural Program SynthesisWorkshop [Workshop] NLP-SEA Daiyan WangNational University of Defense Technology, Wei DongSchool of Computer, National University of Defense Technology, China, Yating ZhangNational University of Defense Technology | ||
08:40 - 08:55 Talk | Predicting Software Design Patterns from Text using NeuralEmbeddingWorkshop [Workshop] NLP-SEA | ||
09:00 - 09:15 Talk | NLP-based Enhancement of Information Security in ITO Service Delivery – A Diffusion of Innovation Theory perspectiveWorkshop [Workshop] NLP-SEA Baber Majid BhattiUniversity of South Australia | ||
09:20 - 09:35 Talk | AutoEPRS-20: Extracting Business Process Redesign Suggestions from Natural Language TextWorkshop [Workshop] NLP-SEA Amina MustansirPUCIT, University of the Punjab, Khurram ShahzadPUCIT, University of the Punjab, Muhammad Kamran MalikPUCIT, University of the Punjab | ||
09:40 - 09:55 Talk | Emotion Detection in Roman Urdu Text using Machine LearningWorkshop [Workshop] NLP-SEA Adil MajeedNational University of Computer and Emerging Sciences, Islamabad, Pakistan, Hasan MujtabaNational University of Computer and Emerging Sciences, Islamabad, Pakistan, Mirza Omer BegNational University of Computer and Emerging Sciences, Islamabad, Pakistan | ||
10:00 - 10:15 Talk | Mapping Textual Feedback to Process Model ElementsWorkshop [Workshop] NLP-SEA Sanam AhmedPunjab University College of Information Technology , University of the Punjab, Amina MustansirPUCIT, University of the Punjab | ||
10:20 - 10:35 Talk | Roman Urdu Reviews Dataset for Aspect Based Opinion MiningWorkshop [Workshop] NLP-SEA Rabail ZahidNational University of Computer and Emerging Sciences, Islamabad, Pakistan, Muhammad Owais IdreesNational University of Computer and Emerging Sciences, Islamabad, Pakistan, Hasan MujtabaNational University of Computer and Emerging Sciences, Islamabad, Pakistan, Mirza Omer BegNational University of Computer and Emerging Sciences, Islamabad, Pakistan |