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As artificial intelligence (AI) receives wider attention in education, examining teachers' acceptance of AI (TAAI) becomes essential. However, existing instruments measuring TAAI reported limited reliability and validity evidence and faced…

Computers and Society · Computer Science 2024-06-18 Shuchen Guo , Lehong Shi , Xiaoming Zhai

Grading of examination papers is a hectic, time-labor intensive task and is often subjected to inefficiency and bias in checking. This research project is a primitive experiment in the automation of grading of theoretical answers written in…

Machine Learning · Computer Science 2020-04-21 Rahul Kr Chauhan , Ravinder Saharan , Siddhartha Singh , Priti Sharma

As design thinking education grows in secondary and tertiary contexts, educators face the challenge of evaluating creative artefacts that combine visual and textual elements. Traditional rubric-based assessment is laborious, time-consuming,…

Computers and Society · Computer Science 2025-12-12 Sumbul Khan , Wei Ting Liow , Lay Kee Ang

Large Language Models (LLMs) challenge the validity of traditional open-ended assessments by blurring the lines of authorship. While recent research has focused on the accuracy of automated scoring (AES), these static approaches fail to…

Computers and Society · Computer Science 2025-12-16 Tom Lee , Sihoon Lee , Seonghun Kim

Recent studies comparing AI-generated and human-authored literary texts have produced conflicting results: some suggest AI already surpasses human quality, while others argue it still falls short. We start from the hypothesis that such…

Computation and Language · Computer Science 2025-06-05 Guillermo Marco , Julio Gonzalo , Víctor Fresno

Automated approaches to answer patient-posed health questions are rising, but selecting among systems requires reliable evaluation. The current gold standard for evaluating the free-text artificial intelligence (AI) responses--human expert…

Artificial Intelligence · Computer Science 2026-05-11 Sarvesh Soni , Dina Demner-Fushman

While extensive research has focused on ChatGPT in recent years, very few studies have systematically quantified and compared linguistic features between human-written and artificial intelligence (AI)-generated language. This exploratory…

Computation and Language · Computer Science 2026-02-18 Georgios P. Georgiou

With increasing awareness of the hallucination risks of generative artificial intelligence (AI), we see a growing shift toward providing information tooling to help users determine the veracity of AI-generated answers for themselves. User…

Human-Computer Interaction · Computer Science 2026-03-13 Jessica Irons , Patrick Cooper , Necva Bolucu , Roelien Timmer , Huichen Yang , Changhyun Lee , Brian Jin , Andreas Duenser , Stephen Wan

This study explores the use of artificial intelligence in grading high-stakes physics exams, emphasizing the application of psychometric methods, particularly Item Response Theory (IRT), to evaluate the reliability of AI-assisted grading.…

Physics Education · Physics 2025-04-09 Gerd Kortemeyer , Julian Nöhl

Knowledge syntheses (literature reviews) are essential to health professions education (HPE), consolidating findings to advance theory and practice. However, they are labor-intensive, especially during data extraction. Artificial…

Human-Computer Interaction · Computer Science 2025-08-15 Xi Long , Christy Boscardin , Lauren A. Maggio , Joseph A. Costello , Ralph Gonzales , Rasmyah Hammoudeh , Ki Lai , Yoon Soo Park , Brian C. Gin

Voice AI agents are rapidly transitioning to production deployments, yet systematic methods for ensuring testing reliability remain underdeveloped. Organizations cannot objectively assess whether their testing approaches (internal tools or…

Artificial Intelligence · Computer Science 2026-01-15 Miguel E. Andres , Vadim Fedorov , Rida Sadek , Enric Spagnolo-Arrizabalaga , Nadescha Trudel

A cornerstone of machine learning evaluation is the (often hidden) assumption that model and human responses are reliable enough to evaluate models against unitary, authoritative, ``gold standard'' data, via simple metrics such as accuracy,…

Machine Learning · Computer Science 2026-01-30 Christopher Homan , Flip Korn , Deepak Pandita , Chris Welty

Owing to the advancement of deep learning, artificial systems are now rival to humans in several pattern recognition tasks, such as visual recognition of object categories. However, this is only the case with the tasks for which correct…

Machine Learning · Computer Science 2019-06-03 Xing Liu , Takayuki Okatani

Identifying logical errors in complex, incomplete or even contradictory and overall heterogeneous data like students' experimentation protocols is challenging. Recognizing the limitations of current evaluation methods, we investigate the…

Artificial Intelligence · Computer Science 2024-09-20 Arne Bewersdorff , Kathrin Seßler , Armin Baur , Enkelejda Kasneci , Claudia Nerdel

Automatic evaluation of various text quality criteria produced by data-driven intelligent methods is very common and useful because it is cheap, fast, and usually yields repeatable results. In this paper, we present an attempt to automate…

Computation and Language · Computer Science 2020-06-08 Erion Çano , Ondřej Bojar

This manuscript presents a comprehensive review of the use of Artificial Intelligence (AI) in Systematic Literature Reviews (SLRs). A SLR is a rigorous and organised methodology that assesses and integrates previous research on a given…

Artificial Intelligence · Computer Science 2024-08-07 Francisco Bolanos , Angelo Salatino , Francesco Osborne , Enrico Motta

ChatGPT and Bard are AI chatbots based on Large Language Models (LLM) that are slated to promise different applications in diverse areas. In education, these AI technologies have been tested for applications in assessment and teaching. In…

Computation and Language · Computer Science 2023-05-11 Abdolvahab Khademi

The subjective evaluation of early stage engineering designs, such as conceptual sketches, traditionally relies on human experts. However, expert evaluations are time-consuming, expensive, and sometimes inconsistent. Recent advances in…

Artificial Intelligence · Computer Science 2025-04-02 Kristen M. Edwards , Farnaz Tehranchi , Scarlett R. Miller , Faez Ahmed