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Measuring developer productivity is a topic that has attracted attention from both academic research and industrial practice. In the age of AI coding assistants, it has become even more important for both academia and industry to understand…

Software Engineering · Computer Science 2026-02-04 Valerie Chen , Jasmyn He , Behnjamin Williams , Jason Valentino , Ameet Talwalkar

Recent advances in AI reasoning models provide unprecedented transparency into their decision-making processes, transforming them from traditional black-box systems into models that articulate step-by-step chains of thought rather than…

Software Engineering · Computer Science 2025-03-04 Christoph Treude , Raula Gaikovina Kula

AI-empowered technologies' impact on the world is undeniable, reshaping industries, revolutionizing how humans interact with technology, transforming educational paradigms, and redefining social codes. However, this rapid growth is…

Computers and Society · Computer Science 2024-04-12 Sri Yash Tadimalla , Mary Lou Maher

Artificial Intelligence (AI) faces persistent challenges in terms of transparency and accountability, which requires rigorous documentation. Through a literature review on documentation practices, we provide an overview of prevailing…

Digital Libraries · Computer Science 2024-06-28 Stefan Arnold , Dilara Yesilbas , Rene Gröbner , Dominik Riedelbauch , Maik Horn , Sven Weinzierl

Despite the growing availability of tools designed to support scholarly knowledge extraction and organization, many researchers still rely on manual methods, sometimes due to unfamiliarity with existing technologies or limited access to…

Context. The last several years saw the emergence of AI assistants for code - multi-purpose AI-based helpers in software engineering. As they become omnipresent in all aspects of software development, it becomes critical to understand their…

Software Engineering · Computer Science 2024-11-08 Agnia Sergeyuk , Yaroslav Golubev , Timofey Bryksin , Iftekhar Ahmed

Model documentation plays a crucial role in promoting transparency and responsible development of AI systems. With the rise of Generative AI (GenAI), open-source platforms have increasingly become hubs for hosting and distributing these…

Human-Computer Interaction · Computer Science 2026-04-23 Ningjing Tang , Megan Li , Amy Winecoff , Michael Madaio , Hoda Heidari , Hong Shen

While AI is often introduced into organizations to drive innovation and efficiency, many adoption efforts fail as workers resist and struggle to integrate these systems. These failures point to a deeper issue: workers, the very people…

Artificial Intelligence · Computer Science 2026-05-06 Christine P. Lee , Min Kyung Lee , Bilge Mutlu

AI development is embracing open-source paradigm, but the fundamental distinction between AI models and traditional software artifacts may lead to a divergent open-source development paradigm with different collaborative practices, which…

Software Engineering · Computer Science 2026-04-13 Hengzhi Ye , Minghui Zhou

Generative AI is showing early evidence of productivity gains for software developers, but concerns persist regarding workforce disruption and deskilling. We describe our research with 21 developers at the cutting edge of using AI,…

The utilization of AI in an increasing number of fields is the latest iteration of a long process, where machines and systems have been replacing humans, or changing the roles that they play, in various tasks. Although humans are often…

Human-Computer Interaction · Computer Science 2024-08-26 Mark Chignell , Mu-Huan Miles Chung , Jaturong Kongmanee , Khilan Jerath , Abhay Raman

Despite advances in large language model capabilities in recent years, a large gap remains in their capabilities and safety performance for many languages beyond a relatively small handful of globally dominant languages. This paper provides…

Despite the widespread availability of generative AI tools in software engineering, developer adoption remains uneven. This unevenness is problematic because it hampers productivity efforts, frustrates management's expectations, and creates…

The study of cooperation within social dilemmas has long been a fundamental topic across various disciplines, including computer science and social science. Recent advancements in Artificial Intelligence (AI) have significantly reshaped…

Artificial Intelligence · Computer Science 2024-07-31 Chunjiang Mu , Hao Guo , Yang Chen , Chen Shen , Shuyue Hu , Zhen Wang

AI systems are being deployed to support human decision making in high-stakes domains. In many cases, the human and AI form a team, in which the human makes decisions after reviewing the AI's inferences. A successful partnership requires…

Human-Computer Interaction · Computer Science 2019-06-06 Gagan Bansal , Besmira Nushi , Ece Kamar , Dan Weld , Walter Lasecki , Eric Horvitz

While we do not always use words, communicating what we want to an AI is a conversation -- with ourselves as well as with it, a recurring loop with optional steps depending on the complexity of the situation and our request. Any given…

Human-Computer Interaction · Computer Science 2023-09-06 Elena L. Glassman

The increasing use of artificial intelligence (AI) systems in our daily life through various applications, services, and products explains the significance of trust/distrust in AI from a user perspective. AI-driven systems (as opposed to…

Computers and Society · Computer Science 2024-04-05 Saleh Afroogh , Ali Akbari , Evan Malone , Mohammadali Kargar , Hananeh Alambeigi

Remarkable advancements in modern generative foundation models have enabled the development of sophisticated and highly capable autonomous agents that can observe their environment, invoke tools, and communicate with other agents to solve…

Human-Computer Interaction · Computer Science 2024-12-17 Gagan Bansal , Jennifer Wortman Vaughan , Saleema Amershi , Eric Horvitz , Adam Fourney , Hussein Mozannar , Victor Dibia , Daniel S. Weld

Artificial intelligence (AI) is being increasingly applied to scientific research, but its benefits remain unevenly distributed across different communities and disciplines. While technical challenges such as limited data, fragmented…

Machine Learning · Computer Science 2026-03-17 Georgia Channing , Avijit Ghosh

Generative, ML-driven interactive systems have the potential to change how people interact with computers in creative processes - turning tools into co-creators. However, it is still unclear how we might achieve effective human-AI…

Human-Computer Interaction · Computer Science 2022-07-08 Frederic Gmeiner , Kenneth Holstein , Nikolas Martelaro