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This research is aimed to propose an artificial intelligence algorithm comprising an ontology-based design, text mining, and natural language processing for automatically generating gap-fill multiple choice questions (MCQs). The simulation…

Artificial Intelligence · Computer Science 2021-09-24 Pornpat Sirithumgul , Pimpaka Prasertsilp , Lorne Olfman

We introduce a novel dataset tailored for code generation, aimed at aiding developers in common tasks. Our dataset provides examples that include a clarified intent, code snippets associated, and an average of three related unit tests. It…

Computation and Language · Computer Science 2024-09-26 Nathanaël Beau , Benoît Crabbé

Large Language Models (LLMs) have exhibited impressive generation capabilities, but they suffer from hallucinations when solely relying on their internal knowledge, especially when answering questions that require less commonly known…

Computation and Language · Computer Science 2023-11-01 Wenting Zhao , Ye Liu , Tong Niu , Yao Wan , Philip S. Yu , Shafiq Joty , Yingbo Zhou , Semih Yavuz

Developers continuously interact in crowd-sourced community-based question-answer (Q&A) sites. Reportedly, 30% of all software professionals visit the most popular Q&A site StackOverflow (SO) every day. Software engineering (SE) research…

Software Engineering · Computer Science 2024-08-16 Minaoar Tanzil , Shaiful Chowdhury , Somayeh Modaberi , Gias Uddin , Hadi Hemmati

Answering a programming question using only its title is difficult as salient contextual information is omitted. Based on this observation, we present a corpus of over 40,000 StackOverflow question texts to be used in conjunction with their…

Computation and Language · Computer Science 2021-06-09 Gabriel Orlanski , Alex Gittens

Q&A platforms have been crucial for the online help-seeking behavior of programmers. However, the recent popularity of ChatGPT is altering this trend. Despite this popularity, no comprehensive study has been conducted to evaluate the…

Software Engineering · Computer Science 2024-05-22 Samia Kabir , David N. Udo-Imeh , Bonan Kou , Tianyi Zhang

Intelligent services are becoming increasingly more pervasive; application developers want to leverage the latest advances in areas such as computer vision to provide new services and products to users, and large technology firms enable…

Software Engineering · Computer Science 2020-01-29 Alex Cummaudo , Rajesh Vasa , Scott Barnett , John Grundy , Mohamed Abdelrazek

Large language models (LLMs) have achieved impressive performance in code generation. However, due to the long-tail distribution of LLMs' training data, low-frequency terms are typically underrepresented in the training process.…

Computation and Language · Computer Science 2024-10-22 Lishui Fan , Mouxiang Chen , Zhongxin Liu

Developers spend a significant amount of time searching their local codebase. To help them search efficiently, researchers have proposed novel tools that apply state-of-the-art information retrieval algorithms to retrieve relevant code…

Software Engineering · Computer Science 2014-01-28 Xi Ge , David Shepherd , Kostadin Damevski , Emerson Murphy-Hill

Low-code software development (LCSD) is an emerging paradigm that combines minimal source code with interactive graphical interfaces to promote rapid application development. LCSD aims to democratize application development to software…

Software Engineering · Computer Science 2022-01-05 Md Abdullah Al Alamin , Sanjay Malakar , Gias Uddin , Sadia Afroz , Tameem Bin Haider , Anindya Iqbal

Community Question-Answering platforms, such as Stack Overflow (SO), are valuable knowledge exchange and problem-solving resources. These platforms incorporate mechanisms to assess the quality of answers and participants' expertise, ideally…

Computers and Society · Computer Science 2026-02-02 Maddalena Amendola , Cosimo Rulli , Carlos Castillo , Andrea Passarella , Raffaele Perego

There exists a large number of research works analyzing questions and answers on the popular Stack Overflow website. However, other sub-sites of the Stack Exchange platform are studied rarely. In this paper, we analyze the questions and…

Software Engineering · Computer Science 2023-06-21 Matúš Sulír , Marcel Regeci

We explore the use of small language models (SLMs) for automatic question generation as a complement to the prevalent use of their large counterparts in learning analytics research. We present a novel question generation pipeline that…

Computation and Language · Computer Science 2026-01-19 Yumou Wei , John Stamper , Paulo F. Carvalho

Software libraries are central to the functionality, security, and maintainability of modern code. As developers increasingly turn to Large Language Models (LLMs) to assist with programming tasks, understanding how these models recommend…

Software Engineering · Computer Science 2025-08-08 Jasmine Latendresse , SayedHassan Khatoonabadi , Emad Shihab

Users frequently ask simple factoid questions for question answering (QA) systems, attenuating the impact of myriad recent works that support more complex questions. Prompting users with automatically generated suggested questions (SQs) can…

Computation and Language · Computer Science 2021-08-06 Xusen Yin , Li Zhou , Kevin Small , Jonathan May

Code super-optimization is the task of transforming any given program to a more efficient version while preserving its input-output behaviour. In some sense, it is similar to the paraphrase problem from natural language processing where the…

Machine Learning · Computer Science 2017-06-29 Rudy Bunel , Alban Desmaison , M. Pawan Kumar , Philip H. S. Torr , Pushmeet Kohli

Relation linking is essential to enable question answering over knowledge bases. Although there are various efforts to improve relation linking performance, the current state-of-the-art methods do not achieve optimal results, therefore,…

In software engineering-related tasks (such as programming language tag prediction based on code snippets from Stack Overflow), the programming language classification for code snippets is a common task. In this study, we propose a novel…

Software Engineering · Computer Science 2021-10-05 Guang Yang , Yanlin Zhou , Chi Yu , Xiang Chen

Reusing published datasets on the Web is of great interest to researchers and developers. Their data needs may be met by submitting queries to a dataset search engine to retrieve relevant datasets. In this ongoing work towards developing a…

Information Retrieval · Computer Science 2019-08-30 Jinchi Chen , Xiaxia Wang , Gong Cheng , Evgeny Kharlamov , Yuzhong Qu

Inspired by the great potential of Large Language Models (LLMs) for solving complex coding tasks, in this paper, we propose a novel approach, named Code2API, to automatically perform APIzation for Stack Overflow code snippets. Code2API does…

Software Engineering · Computer Science 2024-05-07 Yubo Mai , Zhipeng Gao , Xing Hu , Lingfeng Bao , Yu Liu , Jianling Sun