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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

Clinical coding is crucial for healthcare billing and data analysis. Manual clinical coding is labour-intensive and error-prone, which has motivated research towards full automation of the process. However, our analysis, based on US English…

Computation and Language · Computer Science 2025-06-19 Yidong Gan , Maciej Rybinski , Ben Hachey , Jonathan K. Kummerfeld

As autonomous coding agents become capable of handling increasingly long-horizon tasks, they have gradually demonstrated the potential to complete end-to-end software development. Although existing benchmarks have recently evolved from…

Software Engineering · Computer Science 2026-05-19 Qingnan Ren , Shun Zou , Shiting Huang , Ziao Zhang , Kou Shi , Zhen Fang , Yiming Zhao , Yu Zeng , Qisheng Su , Lin Chen , Yong Wang , Zehui Chen , Xiangxiang Chu , Feng Zhao

Tax code prediction is a crucial yet underexplored task in automating invoicing and compliance management for large-scale e-commerce platforms. Each product must be accurately mapped to a node within a multi-level taxonomic hierarchy…

Machine Learning · Computer Science 2026-05-01 Jihang Li , Qing Liu , Zulong Chen , Jing Wang , Wei Wang , Chuanfei Xu , Zeyi Wen

Several code generation models have been proposed to help reduce time and effort in solving software-related tasks. To ensure responsible AI, there are growing interests over various ethical issues (e.g., unclear licensing, privacy,…

Software Engineering · Computer Science 2026-03-12 Zhuolin Xu , Chenglin Li , Qiushi Li , Shin Hwei Tan

With the recent success of embeddings in natural language processing, research has been conducted into applying similar methods to code analysis. Most works attempt to process the code directly or use a syntactic tree representation,…

Machine Learning · Computer Science 2018-11-30 Tal Ben-Nun , Alice Shoshana Jakobovits , Torsten Hoefler

Context: Developing software-intensive products or services usually involves a plethora of software artefacts. Assets are artefacts intended to be used more than once and have value for organisations; examples include test cases, code,…

Software Engineering · Computer Science 2023-04-17 Ehsan Zabardast , Javier Gonzalez-Huerta , Tony Gorschek , Darja Šmite , Emil Alégroth , Fabian Fagerholm

Code writing is repetitive and predictable, inspiring us to develop various code intelligence techniques. This survey focuses on code search, that is, to retrieve code that matches a given query by effectively capturing the semantic…

Software Engineering · Computer Science 2023-12-14 Yutao Xie , Jiayi Lin , Hande Dong , Lei Zhang , Zhonghai Wu

Recent advancements in AI have coincided with ever-increasing efforts in the research community to investigate, classify and evaluate various methods aimed at making AI models explainable. However, most of existing attempts present a…

Artificial Intelligence · Computer Science 2023-03-07 Ehsan Emamirad , Pouya Ghiasnezhad Omran , Armin Haller , Shirley Gregor

Code completion has become an essential component of integrated development environments. Contemporary code completion methods rely on the abstract syntax tree (AST) to generate syntactically correct code. However, they cannot fully capture…

Software Engineering · Computer Science 2021-03-18 Yanlin Wang , Hui Li

Large Language Models have significantly advanced the field of code generation, demonstrating the ability to produce functionally correct code snippets. However, advancements in generative AI for code overlook foundational Software…

Software Engineering · Computer Science 2025-03-20 Mootez Saad , José Antonio Hernández López , Boqi Chen , Neil Ernst , Dániel Varró , Tushar Sharma

Code review is a well-established and valued practice in the software engineering community contributing to both code quality and interpersonal benefits. However, there are challenges in both tools and processes that give rise to…

Software Engineering · Computer Science 2025-07-15 Lo Gullstrand Heander , Emma Söderberg , Christofer Rydenfält

Infrastructure as Code (IaC) has become integral to modern software development, enabling automated and consistent configuration of computing environments. The rapid proliferation of IaC scripts has highlighted the need for better code…

Software Engineering · Computer Science 2025-02-06 Pandu Ranga Reddy Konala , Vimal Kumar , David Bainbridge , Junaid Haseeb

Conceptual modeling is an important part of information systems development and use that involves identifying and representing relevant aspects of reality. Although the past decades have experienced continuous digitalization of services and…

Human-Computer Interaction · Computer Science 2025-05-21 V. C. Storey , R. Lukyanenko , A. Castellanos

The advancements in machine learning techniques have encouraged researchers to apply these techniques to a myriad of software engineering tasks that use source code analysis, such as testing and vulnerability detection. Such a large number…

Software Engineering · Computer Science 2022-09-14 Tushar Sharma , Maria Kechagia , Stefanos Georgiou , Rohit Tiwari , Indira Vats , Hadi Moazen , Federica Sarro

The rapid evolution of Large Language Models' has underscored the need for evaluation frameworks that are globally applicable, flexible, and modular, and that support a wide range of tasks, model types, and linguistic settings. We introduce…

Computation and Language · Computer Science 2026-03-06 Samridhi Raj Sinha , Rajvee Sheth , Abhishek Upperwal , Mayank Singh

Code search is a core software engineering task. Effective code search tools can help developers substantially improve their software development efficiency and effectiveness. In recent years, many code search studies have leveraged…

Software Engineering · Computer Science 2021-10-12 Chao Liu , Xin Xia , David Lo , Cuiyun Gao , Xiaohu Yang , John Grundy

We consider a mobile edge computing problem, in which mobile users offload their computation tasks to computing nodes (e.g., base stations) at the network edge. The edge nodes compute the requested functions and communicate the computed…

Information Theory · Computer Science 2017-06-26 Songze Li , Mohammad Ali Maddah-Ali , A. Salman Avestimehr

Program comprehension concerns the ability of an individual to make an understanding of an existing software system to extend or transform it. Software systems comprise of data that are noisy and missing, which makes program understanding…

Software Engineering · Computer Science 2019-02-05 Amir Saeidi , Jurriaan Hage , Ravi Khadka , Slinger Jansen

Edge-to-cloud computing is an emerging paradigm for distributing computational tasks between edge devices and cloud resources. Different approaches for orchestration, offloading, and many more purposes have been introduced in research.…

Software Engineering · Computer Science 2023-05-30 Sergio Moreschini , Elham Younesian , David Hästbacka , Michele Albano , Jiří Hošek , Davide Taibi