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This study investigates the consistency of feedback ratings generated by OpenAI's GPT-4, a state-of-the-art artificial intelligence language model, across multiple iterations, time spans and stylistic variations. The model rated responses…

Computation and Language · Computer Science 2024-01-19 Veronika Hackl , Alexandra Elena Müller , Michael Granitzer , Maximilian Sailer

Despite recent advances in text-to-3D generative methods, there is a notable absence of reliable evaluation metrics. Existing metrics usually focus on a single criterion each, such as how well the asset aligned with the input text. These…

Computer Vision and Pattern Recognition · Computer Science 2024-01-11 Tong Wu , Guandao Yang , Zhibing Li , Kai Zhang , Ziwei Liu , Leonidas Guibas , Dahua Lin , Gordon Wetzstein

As dialogue systems and chatbots increasingly integrate into everyday interactions, the need for efficient and accurate evaluation methods becomes paramount. This study explores the comparative performance of human and AI assessments across…

Computation and Language · Computer Science 2024-09-11 Ike Ebubechukwu , Johane Takeuchi , Antonello Ceravola , Frank Joublin

Timely formative feedback is considered as one of the most important drivers for effective learning. Delivering timely and individualized feedback is particularly challenging in large classes in higher education. Recently Large Language…

Computers and Society · Computer Science 2023-12-15 Imen Azaiz , Oliver Deckarm , Sven Strickroth

In this pilot study, we investigate the use of GPT4 to assist in the peer-review process. Our key hypothesis was that GPT-generated reviews could achieve comparable helpfulness to human reviewers. By comparing reviews generated by both…

Human-Computer Interaction · Computer Science 2023-07-13 Zachary Robertson

We examined the efficacy of AI-assisted learning in an introductory programming course at the university level by using a GPT-4 model to generate personalized hints for compiler errors within a platform for automated assessment of…

Software Engineering · Computer Science 2024-07-26 Maciej Pankiewicz , Ryan S. Baker

Radiology, radiation oncology, and medical physics require decision-making that integrates medical images, textual reports, and quantitative data under high-stakes conditions. With the introduction of GPT-5, it is critical to assess whether…

Image and Video Processing · Electrical Eng. & Systems 2025-08-20 Mingzhe Hu , Zach Eidex , Shansong Wang , Mojtaba Safari , Qiang Li , Xiaofeng Yang

This study investigates whether individuals can learn to accurately discriminate between human-written and AI-produced texts when provided with immediate feedback, and if they can use this feedback to recalibrate their self-perceived…

Computation and Language · Computer Science 2025-10-17 Jiří Milička , Anna Marklová , Ondřej Drobil , Eva Pospíšilová

Despite their unprecedented success, even the largest language models make mistakes. Similar to how humans learn and improve using feedback, previous work proposed providing language models with natural language feedback to guide them in…

Computation and Language · Computer Science 2023-07-13 Afra Feyza Akyürek , Ekin Akyürek , Aman Madaan , Ashwin Kalyan , Peter Clark , Derry Wijaya , Niket Tandon

AI assistants are being increasingly used by students enrolled in higher education institutions. While these tools provide opportunities for improved teaching and education, they also pose significant challenges for assessment and learning…

Computers and Society · Computer Science 2024-11-28 Beatriz Borges , Negar Foroutan , Deniz Bayazit , Anna Sotnikova , Syrielle Montariol , Tanya Nazaretzky , Mohammadreza Banaei , Alireza Sakhaeirad , Philippe Servant , Seyed Parsa Neshaei , Jibril Frej , Angelika Romanou , Gail Weiss , Sepideh Mamooler , Zeming Chen , Simin Fan , Silin Gao , Mete Ismayilzada , Debjit Paul , Alexandre Schöpfer , Andrej Janchevski , Anja Tiede , Clarence Linden , Emanuele Troiani , Francesco Salvi , Freya Behrens , Giacomo Orsi , Giovanni Piccioli , Hadrien Sevel , Louis Coulon , Manuela Pineros-Rodriguez , Marin Bonnassies , Pierre Hellich , Puck van Gerwen , Sankalp Gambhir , Solal Pirelli , Thomas Blanchard , Timothée Callens , Toni Abi Aoun , Yannick Calvino Alonso , Yuri Cho , Alberto Chiappa , Antonio Sclocchi , Étienne Bruno , Florian Hofhammer , Gabriel Pescia , Geovani Rizk , Leello Dadi , Lucas Stoffl , Manoel Horta Ribeiro , Matthieu Bovel , Yueyang Pan , Aleksandra Radenovic , Alexandre Alahi , Alexander Mathis , Anne-Florence Bitbol , Boi Faltings , Cécile Hébert , Devis Tuia , François Maréchal , George Candea , Giuseppe Carleo , Jean-Cédric Chappelier , Nicolas Flammarion , Jean-Marie Fürbringer , Jean-Philippe Pellet , Karl Aberer , Lenka Zdeborová , Marcel Salathé , Martin Jaggi , Martin Rajman , Mathias Payer , Matthieu Wyart , Michael Gastpar , Michele Ceriotti , Ola Svensson , Olivier Lévêque , Paolo Ienne , Rachid Guerraoui , Robert West , Sanidhya Kashyap , Valerio Piazza , Viesturs Simanis , Viktor Kuncak , Volkan Cevher , Philippe Schwaller , Sacha Friedli , Patrick Jermann , Tanja Käser , Antoine Bosselut

High-quality intraoperative feedback from a surgical trainer is pivotal for improving trainee performance and long-term skill acquisition. Automating natural, trainer-style feedback promises timely, accessible, and consistent guidance at…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Firdavs Nasriddinov , Rafal Kocielnik , Anima Anandkumar , Andrew J. Hung

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

This study explores how generative artificial intelligence, specifically ChatGPT, can assist in the evaluation of laboratory reports in Experimental Physics. Two interaction modalities were implemented: an automated API-based evaluation and…

Physics Education · Physics 2026-03-24 Marcos Abreu , Álvaro Suárez , Cecilia Stari , Arturo C. Marti

This study explores how generative artificial intelligence, specifically ChatGPT, can assist in the evaluation of laboratory reports in Experimental Physics. Two interaction modalities were implemented: an automated API-based evaluation and…

Physics Education · Physics 2025-10-21 Marcos Abreu , Álvaro Suárez , Cecilia Stari , Arturo C. Marti

This study explores the use of artificial intelligence (AI) as a complementary tool for grading essay-type questions in higher education, focusing on its consistency with human grading and potential to reduce biases. Using 70 handwritten…

Artificial Intelligence · Computer Science 2025-01-14 Francisco Olivos , Tobias Kamelski , Sebastián Ascui-Gac

As generative AI (GenAI) is increasingly applied in persona development to represent real users, understanding the implications and limitations of this technology is essential for establishing robust practices. This scoping review analyzes…

Human-Computer Interaction · Computer Science 2026-04-20 Danial Amin , Joni Salminen , Farhan Ahmed , Sonja M. H. Tervola , Sankalp Sethi , Bernard J. Jansen

One-on-one tutoring is widely acknowledged as an effective instructional method, conditioned on qualified tutors. However, the high demand for qualified tutors remains a challenge, often necessitating the training of novice tutors (i.e.,…

Computation and Language · Computer Science 2024-05-03 Jionghao Lin , Zifei Han , Danielle R. Thomas , Ashish Gurung , Shivang Gupta , Vincent Aleven , Kenneth R. Koedinger

Inference making is an essential but complex skill in reading comprehension (RC). Some inferences require resolving references across sentences, and some rely on using prior knowledge to fill in the detail that is not explicitly written in…

Computation and Language · Computer Science 2025-06-11 Wanjing Anya Ma , Michael Flor , Zuowei Wang

GPT-4V's purported strong multimodal abilities raise interests in using it to automate radiology report writing, but there lacks thorough evaluations. In this work, we perform a systematic evaluation of GPT-4V in generating radiology…

Computers and Society · Computer Science 2024-11-18 Yuyang Jiang , Chacha Chen , Dang Nguyen , Benjamin M. Mervak , Chenhao Tan

Integrating Generative AI (GenAI) into educational contexts presents a transformative potential for enhancing learning experiences. This paper introduces CourseGPT, a generative AI tool designed to support instructors and enhance the…

Computers and Society · Computer Science 2024-12-25 Ahmad M. Nazar , Mohamed Y. Selim , Ashraf Gaffar , Shakil Ahmed