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The integration of artificial intelligence (AI) into mobile applications has significantly transformed various domains, enhancing user experiences and providing personalized services through advanced machine learning (ML) and deep learning…

Software Engineering · Computer Science 2024-09-30 Yinghua Li , Xueqi Dang , Haoye Tian , Tiezhu Sun , Zhijie Wang , Lei Ma , Jacques Klein , Tegawendé F. Bissyandé

How can AI enhance creative coding experiences for families? This study explores the potential of large language models (LLMs) in helping families with creative coding using Scratch. Based on our previous user study involving a prototype AI…

Human-Computer Interaction · Computer Science 2023-05-18 Stefania Druga , Nancy Otero

As Large Language Models (LLMs) gain in popularity, it is important to understand how novice programmers use them. We present a thematic analysis of 33 learners, aged 10-17, independently learning Python through 45 code-authoring tasks…

Human-Computer Interaction · Computer Science 2023-09-26 Majeed Kazemitabaar , Xinying Hou , Austin Henley , Barbara J. Ericson , David Weintrop , Tovi Grossman

The advent of large language models (LLMs) has ushered in a new era in automated code translation across programming languages. Since most code-specific LLMs are pretrained on well-commented code from large repositories like GitHub, it is…

Software Engineering · Computer Science 2026-01-26 Monika Gupta , Ajay Meena , Anamitra Roy Choudhury , Vijay Arya , Srikanta Bedathur

AI-powered planning tools show promise in supporting programming learners by enabling early, formative feedback on their thinking processes prior to coding. To date, however, most AI-supported planning tools rely on students'…

Human-Computer Interaction · Computer Science 2026-02-04 Yoshee Jain , Heejin Do , Zihan Wu , April Yi Wang

Code large language models (Code LLMs) have made significant progress in code generation by translating natural language descriptions into functional code; however, real-world applications often demand stricter adherence to detailed…

Computation and Language · Computer Science 2025-08-04 Jian Yang , Wei Zhang , Shukai Liu , Linzheng Chai , Yingshui Tan , Jiaheng Liu , Ge Zhang , Wangchunshu Zhou , Guanglin Niu , Zhoujun Li , Binyuan Hui , Junyang Lin

Generative AI is gaining increasing attention in software engineering, where testing remains an indispensable reliability mechanism. According to the widely adopted testing pyramid, unit tests constitute the majority of test cases and are…

Software Engineering · Computer Science 2025-07-22 Jakub Walczak , Piotr Tomalak , Artur Laskowski

AI coding assistants increasingly generate code alongside tests. How developers structure test code, whether inline with the implementation or in separate blocks, has traditionally been a matter of testing philosophy. We investigate whether…

Software Engineering · Computer Science 2026-04-23 Éric Jacopin

Qualitative coding relies on a researcher's application of codes to textual data. As coding proceeds across large datasets, interpretations of codes often shift (temporal drift), reducing the credibility of the analysis. Existing…

Human-Computer Interaction · Computer Science 2026-04-22 Athikash Jeyaganthan , Kai Xu , Franziska Becker , Steffen Koch

Large language models (LLMs) have changed the reality of how software is produced. Within the wider software engineering community, among many other purposes, they are explored for code generation use cases from different types of input. In…

Software Engineering · Computer Science 2025-08-01 Fabian Stiehle , Hans Weytjens , Ingo Weber

Large language model assistants (LLM-assistants) present new opportunities to transform software development. Developers are increasingly adopting these tools across tasks, including coding, testing, debugging, documentation, and design.…

Software Engineering · Computer Science 2026-03-24 Amr Mohamed , Maram Assi , Mariam Guizani

LLMs are increasingly embedded in programming workflows, from code generation to automated code review. Yet, how gendered communication styles interact with LLM-assisted programming and code review remains underexplored. We present a…

Software Engineering · Computer Science 2026-03-26 Lynn Janzen , Üveys Eroglu , Dorothea Kolossa , Pia Knöferle , Sebastian Möller , Vera Schmitt , Veronika Solopova

Large Language Models are essential coding assistants, yet their training is predominantly English-centric. In this study, we evaluate the performance of code language models in non-English contexts, identifying challenges in their adoption…

Several techniques have been proposed to automate code review. Early support consisted in recommending the most suited reviewer for a given change or in prioritizing the review tasks. With the advent of deep learning in software…

Software Engineering · Computer Science 2024-12-02 Rosalia Tufano , Alberto Martin-Lopez , Ahmad Tayeb , Ozren Dabić , Sonia Haiduc , Gabriele Bavota

The increasing use of large language model (LLM)-powered code generation tools, such as GitHub Copilot, is transforming software engineering practices. This paper investigates how developers validate and repair code generated by Copilot and…

Software Engineering · Computer Science 2024-05-28 Ningzhi Tang , Meng Chen , Zheng Ning , Aakash Bansal , Yu Huang , Collin McMillan , Toby Jia-Jun Li

This paper presents an AI-assisted programming tool called Copilot for Xcode for program composition and design to support human software developers. By seamlessly integrating cloud-based Large Language Models (LLM) with Apple's local…

Software Engineering · Computer Science 2023-07-28 Chee Wei Tan , Shangxin Guo , Man Fai Wong , Ching Nam Hang

We present a comprehensive real-world evaluation of AI-assisted software development tools deployed at enterprise scale. Over one year, 300 engineers across multiple teams integrated an in-house AI platform (DeputyDev) that combines code…

Large Language Models have quickly become a central component of modern software development workflows, and software practitioners are increasingly integrating LLMs into various stages of the software development lifecycle. Despite the…

Software Engineering · Computer Science 2025-10-13 Italo Santos , Cleyton Magalhaes , Ronnie de Souza Santos

Artificial Intelligence has demonstrated its significance in software engineering through notable improvements in productivity, accuracy, collaboration, and learning outcomes. This study examines the impact of generative AI tools,…

Software Engineering · Computer Science 2024-02-23 Muhammad Waseem , Teerath Das , Aakash Ahmad , Peng Liang , Mahdi Fehmideh , Tommi Mikkonen

As AI-based code generation becomes widespread, researchers are investigating the calibration of code LLMs - ensuring their confidence scores faithfully represent the true likelihood of code correctness. To do so, we investigate…

Software Engineering · Computer Science 2025-12-10 Viola Campos , Robin Kuschnereit , Adrian Ulges
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