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A rapidly growing body of research is examining how LLMs influence developers when they code. To date, this research has tended to focus on productivity and code quality outcomes, rather than the underlying cognitive processes involved in…

Currently, adaptive voice applications supported by voice assistants (VA) are very popular (i.e., Alexa skills and Google Home Actions). Under this circumstance, how to design and evaluate these voice interactions well is very important. In…

Human-Computer Interaction · Computer Science 2019-06-05 Xu Han , Tom Yeh

Large Language Models (LLMs) for code generation (i.e., Code LLMs) have demonstrated impressive capabilities in AI-assisted software development and testing. However, recent studies have shown that these models are prone to generating…

Software Engineering · Computer Science 2025-07-31 Wenjie Jacky Mo , Qin Liu , Xiaofei Wen , Dongwon Jung , Hadi Askari , Wenxuan Zhou , Zhe Zhao , Muhao Chen

Large Language Models (LLMs) have revolutionized code generation, evolving from static tools into dynamic conversational interfaces that facilitate complex, multi-turn collaborative programming. While LLMs exhibit remarkable proficiency in…

Software Engineering · Computer Science 2026-03-31 Binquan Zhang , Li Zhang , Lin Shi , Song Wang , Yuwei Qian , Linhui Zhao , Fang Liu , An Fu , Yida Ye

Advances in natural language processing have resulted in large language models (LLMs) that are capable of generating understandable and sensible written text. Recent versions of these models, such as OpenAI Codex and GPT-3, can generate…

Software Engineering · Computer Science 2022-11-07 Stephen MacNeil , Andrew Tran , Arto Hellas , Joanne Kim , Sami Sarsa , Paul Denny , Seth Bernstein , Juho Leinonen

AI assistants are being created to help software engineers conduct a variety of coding-related tasks, such as writing, documenting, and testing code. We describe the use of the watsonx Code Assistant (WCA), an LLM-powered coding assistant…

Human-Computer Interaction · Computer Science 2025-03-05 Justin D. Weisz , Shraddha Kumar , Michael Muller , Karen-Ellen Browne , Arielle Goldberg , Ellice Heintze , Shagun Bajpai

Large Language Models (LLMs) have shown impressive abilities in natural language understanding and generation, leading to their widespread use in applications such as chatbots and virtual assistants. However, existing LLM frameworks face…

As more applications of large language models (LLMs) for 3D content for immersive environments emerge, it is crucial to study user behaviour to identify interaction patterns and potential barriers to guide the future design of immersive…

Human-Computer Interaction · Computer Science 2026-04-09 Junlong Chen , Jens Grubert , Per Ola Kristensson

Large language models can influence users through conversation, creating new forms of dark patterns that differ from traditional UX dark patterns. We define LLM dark patterns as manipulative or deceptive behaviors enacted in dialogue.…

Human-Computer Interaction · Computer Science 2026-03-20 Yike Shi , Qing Xiao , Qing Hu , Hong Shen , Hua Shen

This paper investigates the factors influencing programmers' adoption of AI-generated JavaScript code recommendations within the context of lightweight, function-level programming tasks. It extends prior research by (1) utilizing objective…

Software Engineering · Computer Science 2026-02-18 Changwen Li , Christoph Treude , Ofir Turel

Large language models (LLMs) struggle to consistently generate UI code that compiles and produces visually relevant designs. Existing approaches to improve generation rely on expensive human feedback or distilling a proprietary model. In…

Computation and Language · Computer Science 2024-06-13 Jason Wu , Eldon Schoop , Alan Leung , Titus Barik , Jeffrey P. Bigham , Jeffrey Nichols

The ability to generate explanations that are understood by explainees is the quintessence of explainable artificial intelligence. Since understanding depends on the explainee's background and needs, recent research focused on…

Large language models (LLMs) have significantly improved their ability to perform tasks in the field of code generation. However, there is still a gap between LLMs being capable coders and being top-tier software engineers. Based on the…

Software Engineering · Computer Science 2025-01-29 Jie JW Wu , Fatemeh H Fard

Developers now have access to a growing array of increasingly autonomous AI tools for software development. While many studies examine copilots that provide chat assistance or code completions, evaluations of coding agents -- which can…

Software Engineering · Computer Science 2025-09-16 Valerie Chen , Ameet Talwalkar , Robert Brennan , Graham Neubig

Large Language Models (LLMs) have become increasingly integral to enhancing developer productivity, particularly in code generation, comprehension, and repair tasks. However, fine-tuning these models with high-quality, real-world data is…

Software Engineering · Computer Science 2024-12-12 Xiaoyun Liang , Jingyi Ren , Jiayi Qi , Chao Peng , Bo Jiang

Alignment research on large language models (LLMs) increasingly depends on understanding how these systems are used in everyday contexts. Yet naturalistic interaction data is difficult to access due to privacy constraints and platform…

Human-Computer Interaction · Computer Science 2026-03-24 Cathy Mengying Fang , Sheer Karny , Chayapatr Archiwaranguprok , Yasith Samaradivakara , Pat Pataranutaporn , Pattie Maes

Large Language Models (LLMs) increasingly automate software engineering tasks. While recent studies highlight the accelerated adoption of ``AI as a teammate'' in Open Source Software (OSS), developer interaction patterns remain…

Software Engineering · Computer Science 2026-01-21 Haoyu Gao , Peerachai Banyongrakkul , Hao Guan , Mansooreh Zahedi , Christoph Treude

Large Language Models (LLMs) have shown much promise in powering a variety of software engineering (SE) tools. Offering natural language as an intuitive interaction mechanism, LLMs have recently been employed as conversational ``programming…

Software Engineering · Computer Science 2026-04-15 Jonan Richards

The use of large language models (LLMs) in qualitative analysis offers enhanced efficiency but raises questions about their alignment with the contextual nature of research for design (RfD). This research examines the trustworthiness of…

Human-Computer Interaction · Computer Science 2025-04-24 Joel Oksanen , Andrés Lucero , Perttu Hämäläinen

Large Language Models are expanding beyond being a tool humans use and into independent agents that can observe an environment, reason about solutions to problems, make changes that impact those environments, and understand how their…

Cryptography and Security · Computer Science 2026-02-17 Tailia Malloy , Tegawende F. Bissyande
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