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Instructor's feedback plays a critical role in students' development of conceptual understanding and reasoning skills. However, grading student written responses and providing personalized feedback can take a substantial amount of time. In…

Physics Education · Physics 2024-06-17 Tong Wan , Zhongzhou Chen

Many believe that use of generative AI as a private tutor has the potential to shrink access and achievement gaps between students and schools with abundant resources versus those with fewer resources. Shrinking the gap is possible only if…

Other Statistics · Statistics 2025-06-12 Monnie McGee , Bivin Sadler

Large language models (LLMs) have shown considerable promise in clinical natural language processing, yet few domain-specific datasets exist to rigorously evaluate their performance on radiology tasks. In this work, we introduce an…

Computation and Language · Computer Science 2025-11-18 Namu Park , Giridhar Kaushik Ramachandran , Kevin Lybarger , Fei Xia , Ozlem Uzuner , Meliha Yetisgen , Martin Gunn

In radiology, Artificial Intelligence (AI) has significantly advanced report generation, but automatic evaluation of these AI-produced reports remains challenging. Current metrics, such as Conventional Natural Language Generation (NLG) and…

Computation and Language · Computer Science 2024-02-20 Qingqing Zhu , Xiuying Chen , Qiao Jin , Benjamin Hou , Tejas Sudharshan Mathai , Pritam Mukherjee , Xin Gao , Ronald M Summers , Zhiyong Lu

This study examines the feasibility and potential advantages of using large language models, in particular GPT-4o, to perform partial credit grading of large numbers of student written responses to introductory level physics problems.…

Physics Education · Physics 2025-08-21 Zhongzhou Chen , Tong Wan

Qualitative analysis is typically limited to small datasets because it is time-intensive. Moreover, a second human rater is required to ensure reliable findings. Artificial intelligence tools may replace human raters if we demonstrate high…

Physics Education · Physics 2025-09-03 Nikhil Sanjay Borse , Ravishankar Chatta Subramaniam , N. Sanjay Rebello

The remarkable generative capabilities of multimodal foundation models are currently being explored for a variety of applications. Generating radiological impressions is a challenging task that could significantly reduce the workload of…

Evaluating radiology reports is a challenging problem as factual correctness is extremely important due to the need for accurate medical communication about medical images. Existing automatic evaluation metrics either suffer from failing to…

The increasing demand for programming language education and growing class sizes require immediate and personalized feedback. However, traditional code review methods have limitations in providing this level of feedback. As the capabilities…

Software Engineering · Computer Science 2025-06-23 Lee Dong-Kyu

This study aims to investigate whether GPT-4 can effectively grade assignments for design university students and provide useful feedback. In design education, assignments do not have a single correct answer and often involve solving an…

Artificial Intelligence · Computer Science 2024-09-27 Qian Huang , Thijs Willems , King Wang Poon

Generative AI is changing the way that many disciplines are taught, including computer science. Researchers have shown that generative AI tools are capable of solving programming problems, writing extensive blocks of code, and explaining…

Human-Computer Interaction · Computer Science 2024-02-14 Bailey Kimmel , Austin Geisert , Lily Yaro , Brendan Gipson , Taylor Hotchkiss , Sidney Osae-Asante , Hunter Vaught , Grant Wininger , Chase Yamaguchi

The large language model called ChatGPT has drawn extensively attention because of its human-like expression and reasoning abilities. In this study, we investigate the feasibility of using ChatGPT in experiments on using ChatGPT to…

Computation and Language · Computer Science 2024-10-22 Qing Lyu , Josh Tan , Michael E. Zapadka , Janardhana Ponnatapura , Chuang Niu , Kyle J. Myers , Ge Wang , Christopher T. Whitlow

Generative AI (GenAI) holds significant promise for automating everyday image editing tasks, especially following the recent release of GPT-4o on March 25, 2025. However, what subjects do people most often want edited? What kinds of editing…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Mohammad Reza Taesiri , Brandon Collins , Logan Bolton , Viet Dac Lai , Franck Dernoncourt , Trung Bui , Anh Totti Nguyen

Expert feedback lays the foundation of rigorous research. However, the rapid growth of scholarly production and intricate knowledge specialization challenge the conventional scientific feedback mechanisms. High-quality peer reviews are…

Radiologists face increasing workload pressures amid growing imaging volumes, creating risks of burnout and delayed reporting times. While artificial intelligence (AI) based automated radiology report generation shows promise for reporting…

Human-Computer Interaction · Computer Science 2024-12-17 Julián N. Acosta , Siddhant Dogra , Subathra Adithan , Kay Wu , Michael Moritz , Stephen Kwak , Pranav Rajpurkar

The recent breakthroughs in OpenAI's GPT4o model have demonstrated surprisingly good capabilities in image generation and editing, resulting in significant excitement in the community. This technical report presents the first-look…

Computer Vision and Pattern Recognition · Computer Science 2025-05-05 Zhiyuan Yan , Junyan Ye , Weijia Li , Zilong Huang , Shenghai Yuan , Xiangyang He , Kaiqing Lin , Jun He , Conghui He , Li Yuan

Despite recent advances in understanding the capabilities and limits of generative artificial intelligence (GenAI) models, we are just beginning to understand their capacity to assess and reason about the veracity of content. We evaluate…

Artificial Intelligence · Computer Science 2025-02-27 Yuehong Cassandra Tai , Khushi Navin Patni , Nicholas Daniel Hemauer , Bruce Desmarais , Yu-Ru Lin

Generative AI and large language models hold great promise in enhancing programming education by automatically generating individualized feedback for students. We investigate the role of generative AI models in providing human tutor-style…

Generative AI systems such as ChatGPT and Claude are built upon language models that are typically evaluated for accuracy on curated benchmark datasets. Such evaluation paradigms measure predictive and reasoning capabilities of language…

Human-Computer Interaction · Computer Science 2025-03-03 Shreya Rajagopal , Jae Ho Sohn , Hari Subramonyam , Shiwali Mohan

In this retrospective study, a dataset was constructed with two parts. The first part included 1,656 synthetic chest radiology reports generated by GPT-4 using specified prompts, with 828 being error-free synthetic reports and 828…

Computation and Language · Computer Science 2025-04-08 Cong Sun , Kurt Teichman , Yiliang Zhou , Brian Critelli , David Nauheim , Graham Keir , Xindi Wang , Judy Zhong , Adam E Flanders , George Shih , Yifan Peng
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