English
Related papers

Related papers: Context Collapse: Barriers to Adoption for Generat…

200 papers

When discussing future concerns within socio-technical systems in work contexts, we often find descriptions of missed technology development and integration. The experience of technology that fails whilst being integrated is often rooted in…

Human-Computer Interaction · Computer Science 2021-07-09 Sarah Janboecke , Susanne Zajitschek

Generative AI has been heavily critiqued by artists in both popular media and HCI scholarship. However, more work is needed to understand the impacts of generative AI on professional artists' workplaces and careers. In this paper, we…

Human-Computer Interaction · Computer Science 2026-03-10 Harry H. Jiang , Jordan Taylor , William Agnew

Continuous Integration (CI) is widely adopted in modern software development, yet adoption decisions are often made without systematic consideration of project context. Platforms such as GitHub Actions lower the barrier to CI adoption but…

Software Engineering · Computer Science 2026-04-14 Osamah H. Alaini , Taher A. Ghaleb

Generative AI models ought to be useful and safe across cross-cultural contexts. One critical step toward this goal is understanding how AI models adhere to sociocultural norms. While this challenge has gained attention in NLP, existing…

Computers and Society · Computer Science 2026-01-14 Myra Cheng , Vinodkumar Prabhakaran , Alice Oh , Hayk Stepanyan , Aishwarya Verma , Charu Kalia , Erin MacMurray van Liemt , Sunipa Dev

Medical AI, including clinical language models, vision-language models, and multimodal health record models, already summarizes notes, answers questions, and supports decisions. Their adaptation to new populations, specialties, or care…

Artificial Intelligence · Computer Science 2025-12-01 Michelle M. Li , Ben Y. Reis , Adam Rodman , Tianxi Cai , Noa Dagan , Ran D. Balicer , Joseph Loscalzo , Isaac S. Kohane , Marinka Zitnik

The rise of generative AI (GenAI) chatbots accessible via conversational interfaces is transforming digital interactions and holds economic promise. However, these tools might deepen existing inequalities -- not only through uneven,…

As Generative AI (GenAI) capabilities expand, understanding how to preserve and develop human expertise while leveraging AI's benefits becomes increasingly critical. Through empirical studies in two contexts -- survey article authoring in…

Human-Computer Interaction · Computer Science 2025-04-01 Alexa Siu , Raymond Fok

As generative AI (genAI) rapidly enters classrooms, accompanied by district-level policy rollouts and industry-led teacher trainings, it is important to rethink the canonical ``adopt and train'' playbook. Decades of educational technology…

Human-Computer Interaction · Computer Science 2025-10-22 Aayushi Dangol , Smriti Kotiyal , Robert Wolfe , Alex J. Bowers , Antonio Vigil , Jason Yip , Julie A. Kientz , Suleman Shahid , Tom Yeh , Vincent Cho , Katie Davis

Generative AI models are capable of performing a wide variety of tasks that have traditionally required creativity and human understanding. During training, they learn patterns from existing data and can subsequently generate new content…

Context is a rich concept and is an elusive concept to define. The concept of context has been studied by philosophers, linguists, psychologists, and recently by computer scientists. Within each research community the term context was…

Human-Computer Interaction · Computer Science 2009-12-10 Kaiyu Wan

Reliance on generative AI can reduce cultural variance and diversity, especially in creative work. This reduction in variance has already led to problems in model performance, including model collapse and hallucination. In this paper, we…

Artificial Intelligence · Computer Science 2026-02-04 Qiankun Zhong , Thomas F. Eisenmann , Julian Garcia , Iyad Rahwan

Gen-AI techniques are able to improve understanding of context and nuances in language modeling, translation between languages, handle large volumes of data, provide fast, low-latency responses and can be fine-tuned for various tasks and…

Artificial Intelligence · Computer Science 2025-02-11 Akshar Prabhu Desai , Ganesh Satish Mallya , Mohammad Luqman , Tejasvi Ravi , Nithya Kota , Pranjul Yadav

The widespread adoption of large language models (LLMs) and generative AI (GenAI) tools across diverse applications has amplified the importance of addressing societal biases inherent within these technologies. While the NLP community has…

This paper explores the nuanced landscape of generative AI (genAI), particularly focusing on neural network-based models like Large Language Models (LLMs). While genAI garners both optimistic enthusiasm and sceptical criticism, this work…

Computers and Society · Computer Science 2024-10-23 Ante Prodan , Jo-An Occhipinti , Rehez Ahlip , Goran Ujdur , Harris A. Eyre , Kyle Goosen , Luke Penza , Mark Heffernan

Generative AI (GenAI) has introduced myriad opportunities and challenges for higher education. Anticipating this potential transformation requires understanding students' contextualised practices and norms around GenAI. We conducted…

Human-Computer Interaction · Computer Science 2025-01-16 Auste Simkute , Viktor Kewenig , Abigail Sellen , Sean Rintel , Lev Tankelevitch

The emergence of generative artificial intelligence (GenAI) represents not an incremental technological advance but a qualitative epistemological shift that challenges foundational assumptions of computer science. Whereas machine learning…

Artificial Intelligence · Computer Science 2026-02-10 Ilya Levin

Generative AI, with its tendency to "hallucinate" incorrect results, may pose a risk to knowledge work by introducing errors. On the other hand, it may also provide unprecedented opportunities for users, particularly non-experts, to learn…

Human-Computer Interaction · Computer Science 2024-12-20 Advait Sarkar , Xiaotong , Xu , Neil Toronto , Ian Drosos , Christian Poelitz

Socio-demographic user profiles are currently regarded as the most convenient base for successful personalized advertising. However, signs point to the dormant power of context recognition. While technologies that can sense the environment…

Other Computer Science · Computer Science 2019-12-04 Christine Bauer

The development of sophisticated artificial intelligence (AI) conversational agents based on large language models raises important questions about the relationship between human norms, values, and practices and AI design and performance.…

Computers and Society · Computer Science 2025-05-30 Rachel Katharine Sterken , James Ravi Kirkpatrick

Generative AI (GenAI) tools are rapidly transforming knowledge work, making AI literacy a critical priority for organizations. However, research on AI literacy lacks empirical insight into how knowledge workers' beliefs around GenAI…

Human-Computer Interaction · Computer Science 2026-04-28 Qing Nancy Xia , Marios Constantinides , Advait Sarkar , Duncan Brumby , Anna Cox