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The rapid proliferation of Generative AI necessitates rigorous documentation standards for transparency and governance. However, manual creation of Model and Data Cards is not scalable, while automated approaches lack large-scale,…

Artificial Intelligence · Computer Science 2026-04-28 Haoxuan Zhang , Ruochi Li , Yang Zhang , Zhenni Liang , Junhua Ding , Ting Xiao , Haihua Chen

There has been a growing trend in employing generative artificial intelligence (GenAI) techniques to support learning. Moreover, scholars have reached a consensus on the critical role of self-regulated learning (SRL) in ensuring learning…

Computers and Society · Computer Science 2026-01-27 Jie Gao , Shasha Li , Jianhua Zhang , Shan Li , Tingting Wang

PURPOSE OR GOAL: This study investigates how GenAI can be integrated with a criterion-referenced grading framework to improve the efficiency and quality of grading for mathematical assessments in engineering. It specifically explores the…

Systems and Control · Electrical Eng. & Systems 2026-01-23 Lili Chen , Winn Wing-Yiu Chow , Stella Peng , Bencheng Fan , Sachitha Bandara

Machine learning (ML) techniques increase the effectiveness of software engineering (SE) lifecycle activities. We systematically collected, quality-assessed, summarized, and categorized 83 reviews in ML for SE published between 2009-2022,…

Software Engineering · Computer Science 2023-12-05 Zoe Kotti , Rafaila Galanopoulou , Diomidis Spinellis

Artificial Intelligence (AI) or Machine Learning (ML) systems have been widely adopted as value propositions by companies in all industries in order to create or extend the services and products they offer. However, developing AI/ML systems…

Software Engineering · Computer Science 2020-11-10 Elizamary Nascimento , Anh Nguyen-Duc , Ingrid Sundbø , Tayana Conte

Cognitive augmentation is a cornerstone in advancing education, particularly through personalized learning. However, personalizing extensive textual materials, such as narratives and academic textbooks, remains challenging due to their…

Human-Computer Interaction · Computer Science 2025-03-11 Ryugo Morita , Ko Watanabe , Jinjia Zhou , Andreas Dengel , Shoya Ishimaru

Generative AI (GenAI) systems are inherently non-deterministic, producing varied outputs even for identical inputs. While this variability is central to their appeal, it challenges established HCI evaluation practices that typically assume…

Human-Computer Interaction · Computer Science 2026-01-30 Hyerim Park , Khanh Huynh , Malin Eiband , Jeremy Dillmann , Sven Mayer , Michael Sedlmair

Generative artificial intelligence (GenAI) offers new possibilities for generating personalized programming exercises, addressing the need for individual practice. However, the task quality along with the student perspective on such…

Software Engineering · Computer Science 2025-09-15 Sven Jacobs , Henning Peters , Steffen Jaschke , Natalie Kiesler

Generative AI (genAI) is increasingly influencing architectural design practice and is expected to affect, or even transform, the profession, even though its benefits and costs remain unresolved. In response, design schools are increasingly…

Computers and Society · Computer Science 2026-03-04 Alex Binh Vinh Duc Nguyen

Generative Artificial Intelligence (GenAI) advances have led to new technologies capable of generating high-quality code, natural language, and images. The next step is to integrate GenAI technology into various aspects while conducting…

Software Engineering · Computer Science 2024-12-11 Gouri Ginde

Urban design is a multifaceted process that demands careful consideration of site-specific constraints and collaboration among diverse professionals and stakeholders. The advent of generative artificial intelligence (GenAI) offers…

Artificial Intelligence · Computer Science 2025-06-02 Mingyi He , Yuebing Liang , Shenhao Wang , Yunhan Zheng , Qingyi Wang , Dingyi Zhuang , Li Tian , Jinhua Zhao

AI technologies are moving rapidly from research to production. With the popularity of Foundation Models (FMs) that generate text, images, and video, AI-based systems are increasing their complexity. Compared to traditional AI-based…

Software Engineering · Computer Science 2024-12-03 Orlando Marquez Ayala , Patrice Béchard

Generative AI (GenAI), which aims to synthesize realistic and diverse data samples from latent variables or other data modalities, has achieved remarkable results in various domains, such as natural language, images, audio, and graphs.…

Machine Learning · Computer Science 2024-08-02 Shiji Zhou , Lianzhe Wang , Jiangnan Ye , Yongliang Wu , Heng Chang

The integration of generative AI (GenAI) tools, particularly large language models (LLMs), is transforming professional coaching workflows. This study explores how coaches use GenAI, the perceived benefits and limitations of these tools,…

Human-Computer Interaction · Computer Science 2025-02-21 Jennifer Haase

Machine learning-based supervised classifiers are widely used for security tasks, and their improvement has been largely focused on algorithmic advancements. We argue that data challenges that negatively impact the performance of these…

Cryptography and Security · Computer Science 2026-05-29 Shravya Kanchi , Neal Mangaokar , Aravind Cheruvu , Sifat Muhammad Abdullah , Shirin Nilizadeh , Atul Prakash , Bimal Viswanath

Providing timely and meaningful feedback remains a persistent challenge in higher education, especially in large courses where teachers must balance formative depth with scalability. Recent advances in Generative Artificial Intelligence…

Human-Computer Interaction · Computer Science 2026-01-26 Alvaro Becerra , Ruth Cobos

Generative Artificial Intelligence (GenAI) and Large Language Models (LLMs) are recognized to have significant effects on industry and business dynamics, not least because of their impact on the preconditions for entrepreneurship. There is…

General Economics · Economics 2025-05-12 Anna Kusetogullari , Huseyin Kusetogullari , Martin Andersson , Tony Gorschek

Systems analysis students increasingly use Generative AI, yet current pedagogy lacks systematic approaches for teaching responsible AI orchestration that fosters critical thinking whilst meeting educational outcomes. Students risk accepting…

Human-Computer Interaction · Computer Science 2025-11-25 Mahmoud Elkhodr , Ergun Gide

While often assumed a gold standard, effective human evaluation of text generation remains an important, open area for research. We revisit this problem with a focus on producing consistent evaluations that are reproducible -- over time and…

Computation and Language · Computer Science 2022-11-02 Daniel Khashabi , Gabriel Stanovsky , Jonathan Bragg , Nicholas Lourie , Jungo Kasai , Yejin Choi , Noah A. Smith , Daniel S. Weld

Across academia, industry, and government, there is an increasing awareness that the measurement tasks involved in evaluating generative AI (GenAI) systems are especially difficult. We argue that these measurement tasks are highly…