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Based on developer needs and usage scenarios, API (Application Programming Interface) recommendation is the process of assisting developers in finding the required API among numerous candidate APIs. Previous studies mainly modeled API…

Software Engineering · Computer Science 2023-09-14 Yafeng Gu , Yiheng Shen , Xiang Chen , Shaoyu Yang , Yiling Huang , Zhixiang Cao

We present DAPIP, a Programming-By-Example system that learns to program with APIs to perform data transformation tasks. We design a domain-specific language (DSL) that allows for arbitrary concatenations of API outputs and constant…

Artificial Intelligence · Computer Science 2017-04-17 Surya Bhupatiraju , Rishabh Singh , Abdel-rahman Mohamed , Pushmeet Kohli

Software engineers spend a substantial amount of time using Web search to accomplish software engineering tasks. Such search tasks include finding code snippets, API documentation, seeking help with debugging, etc. While debugging a bug or…

Software Engineering · Computer Science 2020-06-02 Foyzul Hassan , Chetan Bansal , Nachiappan Nagappan , Thomas Zimmermann , Ahmed Hassan Awadallah

While programming is one of the most broadly applicable skills in modern society, modern machine learning models still cannot code solutions to basic problems. Despite its importance, there has been surprisingly little work on evaluating…

Scripting interfaces enable users to automate tasks and customize software workflows, but creating scripts traditionally requires programming expertise and familiarity with specific APIs, posing barriers for many users. While Large Language…

Artificial Intelligence · Computer Science 2026-02-09 Paiheng Xu , Gang Wu , Xiang Chen , Tong Yu , Chang Xiao , Franck Dernoncourt , Tianyi Zhou , Wei Ai , Viswanathan Swaminathan

As Large Language Models (LLMs) advance in natural language processing, there is growing interest in leveraging their capabilities to simplify software interactions. In this paper, we propose a novel system that integrates LLMs for both…

Computation and Language · Computer Science 2024-09-19 Chunliang Tao , Xiaojing Fan , Yahe Yang

Graphical user interface testing is significantly challenging, and automating it even more so. Test-driven development is impractical: it generally requires an initial implementation of the GUI to generate golden images or to construct…

Software Engineering · Computer Science 2020-06-09 Donald Beaver

Current search techniques are limited to standard RAG query-document applications. In this paper, we propose a novel technique to expand the code and index for predicting the required APIs, directly enabling high-quality, end-to-end code…

Software Engineering · Computer Science 2025-10-01 Esakkivel Esakkiraja , Denis Akhiyarov , Aditya Shanmugham , Chitra Ganapathy

Programming by example (PBE) is an emerging programming paradigm that automatically synthesizes programs specified by user-provided input-output examples. Despite the convenience for end-users, implementing PBE tools often requires strong…

Software Engineering · Computer Science 2023-07-25 Jiarong Wu , Lili Wei , Yanyan Jiang , Shing-Chi Cheung , Luyao Ren , Chang Xu

Usability issues that exist in security APIs cause programmers to embed those security APIs incorrectly to the applications they develop. This results in introduction of security vulnerabilities to those applications. One of the main…

Cryptography and Security · Computer Science 2017-06-13 Chamila Wijayarathna , Nalin Asanka Gamagedara Arachchilage , Jill Slay

Voice Assistant (VA) in smartphones has become very popular with millions of users nowadays. A key trend is the rise of custom VA embedding, which enables users to perform the customized tasks of their favorite app through voice control.…

Software Engineering · Computer Science 2024-07-26 Garrett Weaver , Xue Qin

API misuse in code generated by large language models (LLMs) presents a serious and growing challenge in software development, as although LLMs demonstrate impressive code generation capabilities, their interactions with complex library…

Software Engineering · Computer Science 2025-12-19 Terry Yue Zhuo , Junda He , Jiamou Sun , Zhenchang Xing , David Lo , John Grundy , Xiaoning Du

Unit tests are widely used to check source code quality, but they can be too coarse-grained or ill-suited for testing individual program statements. We introduce inline tests to make it easier to check for faults in statements. We motivate…

Software Engineering · Computer Science 2022-09-15 Yu Liu , Pengyu Nie , Owolabi Legunsen , Milos Gligoric

Automatic testing of mobile applications has been a well-researched area in recent years. However, testing in industry is still a very manual practice, as research results have not been fully transferred and adopted. Considering mobile…

Software Engineering · Computer Science 2020-08-21 Stefan Karlsson , Adnan Čaušević , Daniel Sundmark , Mårten Larsson

Code intelligence is an emerging domain in software engineering, aiming to improve the effectiveness and efficiency of various code-related tasks. Recent research suggests that incorporating contextual information beyond the basic original…

Software Engineering · Computer Science 2026-02-10 Yanlin Wang , Kefeng Duan , Dewu Zheng , Ensheng Shi , Fengji Zhang , Yanli Wang , Jiachi Chen , Xilin Liu , Yuchi Ma , Hongyu Zhang , Qianxiang Wang , Zibin Zheng

AI models and services are used in a growing number of highstakes areas, resulting in a need for increased transparency. Consistent with this, several proposals for higher quality and more consistent documentation of AI data, models, and…

Approximately 50% of development resources are devoted to UI development tasks [9]. Occupying a large proportion of development resources, developing icons can be a time-consuming task, because developers need to consider not only effective…

Human-Computer Interaction · Computer Science 2022-04-20 Sidong Feng , Minmin Jiang , Tingting Zhou , Yankun Zhen , Chunyang Chen

The development of web applications that manipulate geo-referenced information is often supported by Application Programming Interfaces (APIs), al-lowing a fast development cycle for high quality applications. APIs can be used by…

Software Engineering · Computer Science 2013-05-16 Ana Isabel Fernandes , Miguel Goulão , Armanda Rodrigues

As software systems grow in scale, developers face increasing difficulty in selecting appropriate Application Programming Interfaces (APIs) from numerous options. Efficiently identifying APIs that satisfy functional requirements has become…

Software Engineering · Computer Science 2026-05-04 Shenglong Wu , Xunhui Zhang , Tao Wang

The recent progress of artificial intelligence(AI) has shown great potentials for alleviating human burden in various complex tasks. From the view of software engineering, AI techniques can be seen in many fundamental aspects of…

Software Engineering · Computer Science 2021-03-02 Wenhe Zhang , Jin He , Kevin Song
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