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Repository-level code completion automatically predicts the unfinished code based on the broader information from the repository. Recent strides in Code Large Language Models (code LLMs) have spurred the development of repository-level code…

Computation and Language · Computer Science 2025-09-22 Sheng Zhang , Yifan Ding , Shuquan Lian , Shun Song , Hui Li

Code completion aims to help improve developers' productivity by suggesting the next code tokens from a given context. Various approaches have been proposed to incorporate abstract syntax tree (AST) information for model training, ensuring…

Software Engineering · Computer Science 2023-05-02 Wannita Takerngsaksiri , Chakkrit Tantithamthavorn , Yuan-Fang Li

UI testing is tedious and time-consuming due to the manual effort required. Recent research has explored opportunities for reusing existing UI tests from an app to automatically generate new tests for other apps. However, the evaluation of…

Software Engineering · Computer Science 2020-11-04 Yixue Zhao , Justin Chen , Adriana Sejfia , Marcelo Schmitt Laser , Jie Zhang , Federica Sarro , Mark Harman , Nenad Medvidovic

Artificial Intelligence (AI) is beginning to transform the research process by automating the discovery of new solutions. This shift depends on the availability of reliable verifiers, which AI-driven approaches require to validate candidate…

Project-specific code completion is a critical task that leverages context from a project to generate accurate code. State-of-the-art methods use retrieval-augmented generation (RAG) with large language models (LLMs) and project information…

Software Engineering · Computer Science 2025-07-29 Le Deng , Xiaoxue Ren , Chao Ni , Ming Liang , David Lo , Zhongxin Liu

Traditional code search engines often do not perform well with natural language queries since they mostly apply keyword matching. These engines thus require carefully designed queries containing information about programming APIs for code…

Software Engineering · Computer Science 2018-07-13 Mohammad Masudur Rahman , Chanchal K. Roy , David Lo

Open Source Software (OSS) is forming the spines of technology infrastructures, attracting millions of talents to contribute. Notably, it is challenging and critical to consider both the developers' interests and the semantic features of…

Software Engineering · Computer Science 2023-04-26 Yiqiao Jin , Yunsheng Bai , Yanqiao Zhu , Yizhou Sun , Wei Wang

Despite various debugging supports of the existing IDEs for programming errors and exceptions, software developers often look at web for working solutions or any up-to-date information. Traditional web search does not consider the context…

Software Engineering · Computer Science 2018-07-09 Mohammad Masudur Rahman , Chanchal K. Roy

API recommendation in real-time is challenging for dynamic languages like Python. Many existing API recommendation techniques are highly effective, but they mainly support static languages. A few Python IDEs provide API recommendation…

Software Engineering · Computer Science 2021-02-10 Xincheng He , Lei Xu , Xiangyu Zhang , Rui Hao , Yang Feng , Baowen Xu

In software development through integrated development environments (IDEs), code completion is one of the most widely used features. Nevertheless, majority of integrated development environments only support completion of methods and APIs,…

Computation and Language · Computer Science 2020-11-02 Alexey Svyatkovskiy , Shao Kun Deng , Shengyu Fu , Neel Sundaresan

When implementing unfamiliar programming tasks, developers commonly search code examples and learn usage patterns of APIs from the code examples or reuse them by copy-pasting and modifying. For providing high-quality code examples, previous…

Software Engineering · Computer Science 2017-03-07 He Jiang , Liming Nie , Zeyi Sun , Zhilei Ren , Weiqiang Kong , Tao Zhang , Xiapu Luo

Modern AI-integrated IDEs are shifting from passive code completion to proactive Next Edit Suggestions (NES). Unlike traditional autocompletion, NES is designed to construct a richer context from both recent user interactions and the…

Cryptography and Security · Computer Science 2026-05-15 Yunlong Lyu , Yixuan Tang , Peng Chen , Tian Dong , Xinyu Wang , Zhiqiang Dong , Hao Chen

Fragmentation is a serious problem in the Android ecosystem. This problem is mainly caused by the fast evolution of the system itself and the various customizations independently maintained by different smartphone manufacturers. Many…

Software Engineering · Computer Science 2022-06-01 Pei Liu , Yanjie Zhao , Haipeng Cai , Mattia Fazzini , John Grundy , Li Li

Integrated development environments (IDE) play an important role in supporting developers during program comprehension and completion. Many of these supportive features focus on low-level programming and debugging activities. Unfortunately,…

Software Engineering · Computer Science 2021-05-20 Ali Shokri , Mehdi Mirakhorli

Software engineering is extremely information-intensive. Every day developers work with source code, version repositories, issue trackers, documentation, web-based and other information resources. However, three key aspects of information…

Software Engineering · Computer Science 2016-07-18 Dimitar Asenov , Peter Müller , Lukas Vogel

Software developers study and reuse existing source code to understand how to properly use application programming interfaces (APIs). However, manually finding sufficient and adequate code examples for a given API is a difficult and a…

Software Engineering · Computer Science 2022-08-02 Mohammad Ghafari , Konstantin Rubinov , Mohammad Mehdi Pourhashem K

The integration of Artificial Intelligence (AI) into Integrated Development Environments (IDEs) is reshaping software development, fundamentally altering how developers interact with their tools. This shift marks the emergence of Human-AI…

Software Engineering · Computer Science 2026-01-16 Agnia Sergeyuk , Ilya Zakharov , Ekaterina Koshchenko , Maliheh Izadi

Code completion is a key feature of Integrated Development Environments (IDEs), aimed at predicting the next tokens a developer is likely to write, helping them write code faster and with less effort. Modern code completion approaches are…

Software Engineering · Computer Science 2024-03-25 Matteo Ciniselli , Alberto Martin-Lopez , Gabriele Bavota

Mobile operating systems evolve quickly, frequently updating the APIs that app developers use to build their apps. Unfortunately, API updates do not always guarantee backward compatibility, causing apps to not longer work properly or even…

Software Engineering · Computer Science 2021-01-01 Marco Mobilio , Oliviero Riganelli , Daniela Micucci , Leonardo Mariani

Developers spend a significant amount of time searching for code: e.g., to understand how to complete, correct, or adapt their own code for a new context. Unfortunately, the state of the art in code search has not evolved much beyond text…

Software Engineering · Computer Science 2017-06-12 Vineeth Kashyap , David Bingham Brown , Ben Liblit , David Melski , Thomas Reps