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Providing personalized, detailed feedback at scale in large undergraduate STEM courses remains a persistent challenge. We present an empirically evaluated practice exam system that integrates AI generated feedback with targeted textbook…

Human-Computer Interaction · Computer Science 2025-05-20 Mak Ahmad , Prerna Ravi , David Karger , Marc Facciotti

This study explores university students' perceptions of generative AI (GenAI) technologies, such as ChatGPT, in higher education, focusing on familiarity, their willingness to engage, potential benefits and challenges, and effective…

Computers and Society · Computer Science 2023-05-02 Cecilia Ka Yuk Chan , Wenjie Hu

Recent studies have demonstrated promising performance of ChatGPT and GPT-4 on several medical domain tasks. However, none have assessed its performance using a large-scale real-world electronic health record database, nor have evaluated…

Computation and Language · Computer Science 2023-07-18 Jingqing Zhang , Kai Sun , Akshay Jagadeesh , Mahta Ghahfarokhi , Deepa Gupta , Ashok Gupta , Vibhor Gupta , Yike Guo

This report represents a roadmap for integrating Artificial Intelligence (AI)-based image analysis algorithms into existing Radiology workflows such that: (1) radiologists can significantly benefit from enhanced automation in various…

Image and Video Processing · Electrical Eng. & Systems 2019-10-16 Engin Dikici , Matthew Bigelow , Luciano M. Prevedello , Richard D. White , Barbaros Selnur Erdal

We propose Retrieval Augmented Generation (RAG) as an approach for automated radiology report writing that leverages multimodally aligned embeddings from a contrastively pretrained vision language model for retrieval of relevant candidate…

Computation and Language · Computer Science 2023-05-08 Mercy Ranjit , Gopinath Ganapathy , Ranjit Manuel , Tanuja Ganu

As generative AI (GenAI) tools like ChatGPT become more common in higher education, understanding student attitudes is essential for evaluating their educational impact and supporting responsible AI integration. This study introduces a…

Computers and Society · Computer Science 2025-08-05 Xiuxiu Tang , Si Chen , Ying Cheng , Nitesh V Chawla , Ronald Metoyer , G. Alex Ambrose

BACKGROUND: Radiology reports are typically written in a free-text format, making clinical information difficult to extract and use. Recently the adoption of structured reporting (SR) has been recommended by various medical societies thanks…

Since the advent of GPT-3.5 in 2022, Generative Artificial Intelligence (AI) has shown tremendous potential in STEM education, particularly in providing real-time, customized feedback to students in large-enrollment courses. A crucial skill…

Physics Education · Physics 2025-09-11 Amogh Sirnoorkar , N. Sanjay Rebello

Automatically generating feedback via large language models (LLMs) in intelligent tutoring systems and online learning platforms has the potential to improve the learning outcomes of many students. However, both feedback generation and…

Computation and Language · Computer Science 2024-12-13 Alexander Scarlatos , Digory Smith , Simon Woodhead , Andrew Lan

Objective: Radiotherapy treatment planning is a time-consuming and potentially subjective process that requires the iterative adjustment of model parameters to balance multiple conflicting objectives. Recent advancements in frontier…

The recent release of GPT-4o has garnered widespread attention due to its powerful general capabilities. While its impressive performance is widely acknowledged, its safety aspects have not been sufficiently explored. Given the potential…

Cryptography and Security · Computer Science 2024-07-04 Zonghao Ying , Aishan Liu , Xianglong Liu , Dacheng Tao

Addressing the challenge of generating personalized feedback for programming assignments is demanding due to several factors, like the complexity of code syntax or different ways to correctly solve a task. In this experimental study, we…

Human-Computer Interaction · Computer Science 2023-07-04 Maciej Pankiewicz , Ryan S. Baker

The landscape of image generation has rapidly evolved, from early GAN-based approaches to diffusion models and, most recently, to unified generative architectures that seek to bridge understanding and generation tasks. Recent advances,…

Computer Vision and Pattern Recognition · Computer Science 2025-04-14 Sixiang Chen , Jinbin Bai , Zhuoran Zhao , Tian Ye , Qingyu Shi , Donghao Zhou , Wenhao Chai , Xin Lin , Jianzong Wu , Chao Tang , Shilin Xu , Tao Zhang , Haobo Yuan , Yikang Zhou , Wei Chow , Linfeng Li , Xiangtai Li , Lei Zhu , Lu Qi

This multiple-case study examined the potential of a Generative AI (GenAI) tool, CyberScholar, to support K-12 students' writing across disciplines. This tool integrates teacher-provided rubrics, materials, and exemplars through…

Computers and Society · Computer Science 2026-05-19 Raigul Zheldibayeva , Ana Karina de Oliveira Nascimento , Vania Castro , Bill Cope , Mary Kalantzis

The advancements in Generative Artificial Intelligence (GenAI) provide opportunities to enrich educational experiences, but also raise concerns about academic integrity. Many educators have expressed anxiety and hesitation in integrating…

Computation and Language · Computer Science 2024-07-15 Hui Wang , Anh Dang , Zihao Wu , Son Mac

Building on prior research on Generative AI (GenAI) and related tools for programming education, we developed SCRIPT, a chatbot based on ChatGPT-4o-mini, to support novice learners. SCRIPT allows for open-ended interactions and structured…

Artificial Intelligence · Computer Science 2025-07-24 Andreas Scholl , Natalie Kiesler

Can humans detect AI-generated financial documents better than machines? We present GPT4o-Receipt, a benchmark of 1,235 receipt images pairing GPT-4o-generated receipts with authentic ones from established datasets, evaluated by five…

Artificial Intelligence · Computer Science 2026-03-26 Yan Zhang , Simiao Ren , Ankit Raj , En Wei , Dennis Ng , Alex Shen , Jiayu Xue , Yuxin Zhang , Evelyn Marotta

Effective and timely feedback in educational assessments is essential but labor-intensive, especially for complex tasks. Recent developments in automated feedback systems, ranging from deterministic response grading to the evaluation of…

History and Overview · Mathematics 2024-08-22 Tianyi Liu , Julia Chatain , Laura Kobel-Keller , Gerd Kortemeyer , Thomas Willwacher , Mrinmaya Sachan

The rise of Generative AI (GenAI) tools like ChatGPT has created new opportunities and challenges for computing education. Existing research has primarily focused on GenAI's ability to complete educational tasks and its impact on student…

Software Engineering · Computer Science 2025-11-18 Rufeng Chen , Shuaishuai Jiang , Jiyun Shen , AJung Moon , Lili Wei

Large language models (LLMs) can extract information from veterinary electronic health records (EHRs), but performance differences between models, the effect of temperature settings, and the influence of text ambiguity have not been…