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 SepDisplayed time zone: (UTC) Coordinated Universal Time change
08:00 - 10:35 | International Workshop on Software Engineering Automation: A Natural Language Perspective[Workshop] NLP-SEA at Kangaroo Chair(s): Sajid Anwer , Abdul Rauf RISE Research Institutes of Sweden, Mehrdad Saadatmand RISE SICS | ||
08:00 15mTalk | Boosting Component-based Synthesis with API Usage KnowledgeWorkshop [Workshop] NLP-SEA Jiaxin Liu National University of Defense Technology, Wei Dong School of Computer, National University of Defense Technology, China, Binbin Liu National University of Defense Technology | ||
08:20 15mTalk | Collective Intelligence for Smarter Neural Program SynthesisWorkshop [Workshop] NLP-SEA Daiyan Wang National University of Defense Technology, Wei Dong School of Computer, National University of Defense Technology, China, Yating Zhang National University of Defense Technology | ||
08:40 15mTalk | Predicting Software Design Patterns from Text using NeuralEmbeddingWorkshop [Workshop] NLP-SEA | ||
09:00 15mTalk | NLP-based Enhancement of Information Security in ITO Service Delivery – A Diffusion of Innovation Theory perspectiveWorkshop [Workshop] NLP-SEA Baber Majid Bhatti University of South Australia | ||
09:20 15mTalk | AutoEPRS-20: Extracting Business Process Redesign Suggestions from Natural Language TextWorkshop [Workshop] NLP-SEA Amina Mustansir PUCIT, University of the Punjab, Khurram Shahzad PUCIT, University of the Punjab, Muhammad Kamran Malik PUCIT, University of the Punjab | ||
09:40 15mTalk | Emotion Detection in Roman Urdu Text using Machine LearningWorkshop [Workshop] NLP-SEA Adil Majeed National University of Computer and Emerging Sciences, Islamabad, Pakistan, Hasan Mujtaba National University of Computer and Emerging Sciences, Islamabad, Pakistan, Mirza Omer Beg National University of Computer and Emerging Sciences, Islamabad, Pakistan | ||
10:00 15mTalk | Mapping Textual Feedback to Process Model ElementsWorkshop [Workshop] NLP-SEA Sanam Ahmed Punjab University College of Information Technology , University of the Punjab, Amina Mustansir PUCIT, University of the Punjab | ||
10:20 15mTalk | Roman Urdu Reviews Dataset for Aspect Based Opinion MiningWorkshop [Workshop] NLP-SEA Rabail Zahid National University of Computer and Emerging Sciences, Islamabad, Pakistan, Muhammad Owais Idrees National University of Computer and Emerging Sciences, Islamabad, Pakistan, Hasan Mujtaba National University of Computer and Emerging Sciences, Islamabad, Pakistan, Mirza Omer Beg National University of Computer and Emerging Sciences, Islamabad, Pakistan | ||