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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

As a research-product hybrid group in AI for Software Engineering (AI4SE), we present four key takeaways from our experience developing in-IDE AI coding assistants. AI coding assistants should set clear expectations for usage, integrate…

Software Engineering · Computer Science 2024-03-22 Khanh Nghiem , Anh Minh Nguyen , Nghi D. Q. Bui

Code completion, which aims to predict the following code token(s) according to the code context, can improve the productivity of software development. Recent work has proved that statistical language modeling with transformers can greatly…

Software Engineering · Computer Science 2022-03-16 Shuai Lu , Nan Duan , Hojae Han , Daya Guo , Seung-won Hwang , Alexey Svyatkovskiy

Developers must comprehend the code they will maintain, meaning that the code must be legible and reasonably self-descriptive. Unfortunately, there is still a lack of research and tooling that supports developers in understanding their…

Software Engineering · Computer Science 2021-07-20 Anthony Peruma , Venera Arnaoudova , Christian D. Newman

Developers prefer to utilize third-party libraries when they implement some functionalities and Application Programming Interfaces (APIs) are frequently used by them. Facing an unfamiliar API, developers tend to consult tutorials as…

Software Engineering · Computer Science 2017-03-07 He Jiang , Jingxuan Zhang , Xiaochen Li , Zhilei Ren , David Lo

Code editing is a frequent yet cognitively demanding task in software development. Existing AI-powered tools often disrupt developer flow by requiring explicit natural language instructions and suffer from high latency, limiting real-world…

Software Engineering · Computer Science 2026-04-02 Xinfang Chen , Siyang Xiao , Xianying Zhu , Junhong Xie , Ming Liang , Dajun Chen , Wei Jiang , Yong Li , Peng Di

In recent years, several industrial solutions for the problem of multi-token code completion appeared, each making a great advance in the area but mostly focusing on cloud-based runtime and avoiding working on the end user's device. In this…

Over the last few years, the arena of mobile application development has expanded considerably beyond the balance of the world\'s software markets. With the growing number of mobile software companies, and the mounting sophistication of…

Information Retrieval · Computer Science 2020-12-29 Bilal Abu-Salih , Hamad Alsawalqah , Basima Elshqeirat , Tomayess Issa , Pornpit Wongthongtham

Code completion is one of the main features of modern Integrated Development Environments (IDEs). Its objective is to speed up code writing by predicting the next code token(s) the developer is likely to write. Research in this area has…

Software Engineering · Computer Science 2021-03-15 Matteo Ciniselli , Nathan Cooper , Luca Pascarella , Denys Poshyvanyk , Massimiliano Di Penta , Gabriele Bavota

Software libraries for most of the modern programming languages are numerous, large and complex. Remembering the syntax and usage of APIs is a difficult task for not just novices but also expert programmers. IDEs (Integrated Development…

Human-Computer Interaction · Computer Science 2014-09-24 Anant Bhardwaj , Dave Luciano , Scott Klemmer

In today's software world with its cornucopia of reusable software libraries, when a programmer is faced with a programming task that they suspect can be completed through the use of a library, they often look for code examples using a…

Software Engineering · Computer Science 2021-10-08 Geert Heyman , Rafael Huysegems , Pascal Justen , Tom Van Cutsem

Recent proposals in recommender systems represent items with their textual description, using a large language model. They show better results on standard benchmarks compared to an item ID-only model, such as Bert4Rec. In this work, we…

Information Retrieval · Computer Science 2025-03-07 Liam Hebert , Marialena Kyriakidi , Hubert Pham , Krishna Sayana , James Pine , Sukhdeep Sodhi , Ambarish Jash

Nowadays, the correct use of cryptography libraries is essential to ensure the necessary information security in different kinds of applications. A common practice in software development is the use of static application security testing…

Software Engineering · Computer Science 2022-07-08 Markus Haug Ana Cristina Franco Da Silva , Stefan Wagner

The area of software development and secure coding can benefit significantly from advancements in virtual assistants. Research has shown that many coders neglect security in favor of meeting deadlines. This shortcoming leaves systems…

Cryptography and Security · Computer Science 2021-05-14 Fitzroy D. Nembhard , Marco M. Carvalho

The dominant Fill-in-the-Middle (FIM) paradigm for code completion is constrained by its rigid inability to correct contextual errors and reliance on unaligned, insecure Base models. While Chat LLMs offer safety and Agentic workflows…

Software Engineering · Computer Science 2026-01-21 Jiajun Zhang , Zeyu Cui , Jiaxi Yang , Lei Zhang , Yuheng Jing , Zeyao Ma , Tianyi Bai , Zilei Wang , Qiang Liu , Liang Wang , Binyuan Hui , Junyang Lin

Background: Code reviewing is an essential part of software development to ensure software quality. However, the abundance of review tasks and the intensity of the workload for reviewers negatively impact the quality of the reviews. The…

Software Engineering · Computer Science 2022-07-26 Shadikur Rahman , Umme Ayman Koana , Maleknaz Nayebi

Programming errors or exceptions are inherent in software development and maintenance, and given today's Internet era, software developers often look at web for finding working solutions. They make use of a search engine for retrieving…

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

With the growth of the open-source data science community, both the number of data science libraries and the number of versions for the same library are increasing rapidly. To match the evolving APIs from those libraries, open-source…

Software Engineering · Computer Science 2021-02-16 Ansong Ni , Daniel Ramos , Aidan Yang , Inês Lynce , Vasco Manquinho , Ruben Martins , Claire Le Goues

Software security vulnerabilities can lead to severe consequences, making early detection essential. Although code review serves as a critical defense mechanism against security flaws, relevant feedback remains scarce due to limited…

Software Engineering · Computer Science 2026-01-06 Zixiao Zhao , Yanjie Jiang , Hui Liu , Kui Liu , Lu Zhang

Collecting API examples, usages, and mentions relevant to a specific API method over discussions on venues such as Stack Overflow is not a trivial problem. It requires efforts to correctly recognize whether the discussion refers to the API…

Software Engineering · Computer Science 2021-11-16 Kien Luong , Mohammad Hadi , Ferdian Thung , Fatemeh Fard , David Lo