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E-learning platforms that personalise content selection with AI are often criticised for lacking transparency and controllability. Researchers have therefore proposed solutions such as open learner models and letting learners select from…

Human-Computer Interaction · Computer Science 2024-12-23 Jeroen Ooge , Arno Vanneste , Maxwell Szymanski , Katrien Verbert

The latest AI language modules can produce original, high quality full short-form ($300$-word) Physics essays within seconds. These technologies such as ChatGPT and davinci-003 are freely available to anyone with an internet connection. In…

Physics Education · Physics 2023-04-19 Will Yeadon , Oto-Obong Inyang , Arin Mizouri , Alex Peach , Craig Testrow

Reasoning over sports videos for question answering is an important task with numerous applications, such as player training and information retrieval. However, this task has not been explored due to the lack of relevant datasets and the…

Computer Vision and Pattern Recognition · Computer Science 2026-01-06 Haopeng Li , Andong Deng , Jun Liu , Hossein Rahmani , Yulan Guo , Bernt Schiele , Mohammed Bennamoun , Qiuhong Ke

As Engineering Education Research (EER) develops as a discipline it is necessary for EER scholars to contribute to the development of learning theory rather than simply being informed by it. It has been suggested that to do this effectively…

Computers and Society · Computer Science 2021-04-20 David Reynolds , Nicholas Dacre

Writing and argumentation are critical to both professional physics and physics education. However, the skill of making an extended argument in writing is often overlooked in physics classrooms, apart from certain practices like lab…

Physics Education · Physics 2020-06-19 Tor Ole B. Odden , John Burk

We introduce NExT-QA, a rigorously designed video question answering (VideoQA) benchmark to advance video understanding from describing to explaining the temporal actions. Based on the dataset, we set up multi-choice and open-ended QA tasks…

Computer Vision and Pattern Recognition · Computer Science 2021-05-25 Junbin Xiao , Xindi Shang , Angela Yao , Tat-Seng Chua

The Georgia Tech blended introductory calculus-based mechanics course emphasizes scientific communication as one of its learning goals, and to that end, we gave our students a series of four peer-evaluation assignments intended to develop…

Video Question Answering is a challenging task, which requires the model to reason over multiple frames and understand the interaction between different objects to answer questions based on the context provided within the video, especially…

Artificial Intelligence · Computer Science 2024-07-31 Bhanu Prakash Reddy Guda , Tanmay Kulkarni , Adithya Sampath , Swarnashree Mysore Sathyendra

We discuss the development of interactive video tutorial-based problems to help introductory physics students learn effective problem solving heuristics. The video tutorials present problem solving strategies using concrete examples in an…

Physics Education · Physics 2016-02-26 Chandralekha Singh

To explain the predicted answers and evaluate the reasoning abilities of models, several studies have utilized underlying reasoning (UR) tasks in multi-hop question answering (QA) datasets. However, it remains an open question as to how…

Computation and Language · Computer Science 2023-02-14 Xanh Ho , Anh-Khoa Duong Nguyen , Saku Sugawara , Akiko Aizawa

Mathematical reasoning in real-world video settings presents a fundamentally different challenge than in static images or text. It requires interpreting fine-grained visual information, accurately reading handwritten or digital text, and…

Computer Vision and Pattern Recognition · Computer Science 2025-06-25 Hanoona Rasheed , Abdelrahman Shaker , Anqi Tang , Muhammad Maaz , Ming-Hsuan Yang , Salman Khan , Fahad Shahbaz Khan

Video Question Answering (VideoQA) has made significant strides by leveraging multimodal learning to align visual and textual modalities. However, current benchmarks overwhelmingly focus on questions answerable through explicit visual…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Sirnam Swetha , Rohit Gupta , Parth Parag Kulkarni , David G Shatwell , Jeffrey A Chan Santiago , Nyle Siddiqui , Joseph Fioresi , Mubarak Shah

Surprising videos, such as funny clips, creative performances, or visual illusions, attract significant attention. Enjoyment of these videos is not simply a response to visual stimuli; rather, it hinges on the human capacity to understand…

Computer Vision and Pattern Recognition · Computer Science 2024-03-25 Binzhu Xie , Sicheng Zhang , Zitang Zhou , Bo Li , Yuanhan Zhang , Jack Hessel , Jingkang Yang , Ziwei Liu

We discuss the development and evaluation of quantum interactive learning tutorials (QuILTs) which are suitable for undergraduate courses in quantum mechanics. QuILTs are based on the investigation of student difficulties in learning…

Physics Education · Physics 2016-03-11 Chandralekha Singh

Students' answers to tasks provide a valuable source of information in teaching as they result from applying cognitive processes to a learning content addressed in the task. Due to steadily increasing course sizes, analyzing student answers…

Computers and Society · Computer Science 2025-01-22 Dominic Lohr , Marc Berges , Michael Kohlhase , Florian Rabe

As Artificial Intelligence (AI) technologies continue to evolve, the gap between academic AI education and real-world industry challenges remains an important area of investigation. This study provides preliminary insights into challenges…

Computers and Society · Computer Science 2025-05-07 Mahir Akgun , Hadi Hosseini

Question answering systems are typically evaluated on factual correctness, yet many real-world applications-such as education and career guidance-require mentorship: responses that provide reflection and guidance. Existing QA benchmarks…

Computation and Language · Computer Science 2026-01-27 Parth Bhalerao , Diola Dsouza , Ruiwen Guan , Oana Ignat

Education plays an indispensable role in fostering societal well-being and is widely regarded as one of the most influential factors in shaping the future of generations to come. As artificial intelligence (AI) becomes more deeply…

Computers and Society · Computer Science 2024-07-19 Severin Engelmann , Madiha Zahrah Choksi , Angelina Wang , Casey Fiesler

The abilities of Generative-Artificial Intelligence (AI) to produce real-time, sophisticated responses across diverse contexts has promised a huge potential in physics education, particularly in providing customized feedback. In this study,…

Physics Education · Physics 2025-08-14 Amogh Sirnoorkar , N. Sanjay Rebello

This paper proposes a method to gain extra supervision via multi-task learning for multi-modal video question answering. Multi-modal video question answering is an important task that aims at the joint understanding of vision and language.…

Computer Vision and Pattern Recognition · Computer Science 2019-06-03 Junyeong Kim , Minuk Ma , Kyungsu Kim , Sungjin Kim , Chang D. Yoo