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Reflection is a critical aspect of the learning process. However, educational games tend to focus on supporting learning concepts rather than supporting reflection. While reflection occurs in educational games, the educational game design…

Human-Computer Interaction · Computer Science 2020-06-22 Jennifer Villareale , Colan F. Biemer , Magy Seif El-Nasr , Jichen Zhu

Large language models have recently demonstrated significant gains in reasoning ability, often attributed to their capacity to generate longer chains of thought and engage in reflective reasoning. However, the contribution of reflections to…

Artificial Intelligence · Computer Science 2025-10-10 Liwei Kang , Yue Deng , Yao Xiao , Zhanfeng Mo , Wee Sun Lee , Lidong Bing

Detecting mind wandering is crucial in online education, and it occurs 30% of the time, as it directly impacts learners' retention, comprehension, and overall success in self-directed learning environments. Integrating automated detection…

Reflective thinking is a key competency in education, but assessing reflective writing remains a time-consuming and subjective task for education experts. While automated reflective analysis has been explored in several languages, Hungarian…

Computation and Language · Computer Science 2026-05-05 Zsolt Csibi , Mónika Sándor , Mónika Serfőző , Kinga Gyöngy , Kristian Fenech

While recent advances in large reasoning models have demonstrated remarkable performance, efficient reasoning remains critical due to the rapid growth of output length. Existing optimization approaches highlights a tendency toward…

Computation and Language · Computer Science 2025-06-17 Kaiyuan Liu , Chen Shen , Zhanwei Zhang , Junjie Liu , Xiaosong Yuan , Jieping ye

Many challenging reasoning tasks require not just rapid, intuitive responses, but a more deliberate, multi-step approach. Recent progress in large language models (LLMs) highlights an important shift from the "System 1" way of quick…

Computation and Language · Computer Science 2025-06-03 Guizhen Chen , Weiwen Xu , Hao Zhang , Hou Pong Chan , Chaoqun Liu , Lidong Bing , Deli Zhao , Anh Tuan Luu , Yu Rong

We redesigned an advanced physics laboratory course to include a project component. The intention was to address learning outcomes such as modeling, design of experiments, teamwork, and developing technical skills in using apparatus and…

Physics Education · Physics 2022-07-06 Bei Cai , Lindsay Mainhood , Robert G. Knobel

This study investigates grammatical reasoning in primary school learners through a sequence-based learning analytics approach, leveraging fine-grained action sequences from an interactive game targeting morphosyntactic agreement in French.…

Computation and Language · Computer Science 2026-03-03 Thierry Geoffre , Trystan Geoffre

Recent advances in deep thinking models have demonstrated remarkable reasoning capabilities on mathematical and coding tasks. However, their effectiveness in embodied domains which require continuous interaction with environments through…

Computation and Language · Computer Science 2025-05-15 Wenqi Zhang , Mengna Wang , Gangao Liu , Xu Huixin , Yiwei Jiang , Yongliang Shen , Guiyang Hou , Zhe Zheng , Hang Zhang , Xin Li , Weiming Lu , Peng Li , Yueting Zhuang

Body-focused repetitive behaviors (BFRBs), like face-touching or skin-picking, are hand-driven behaviors which can damage one's appearance, if not identified early and treated. Technology for automatic detection is still under-explored,…

Human-Computer Interaction · Computer Science 2023-08-28 Benjamin Lucas Searle , Dimitris Spathis , Marios Constantinides , Daniele Quercia , Cecilia Mascolo

In chronic pain rehabilitation, physiotherapists adapt physical activity to patients' performance based on their expression of protective behavior, gradually exposing them to feared but harmless and essential everyday activities. As…

Human-Computer Interaction · Computer Science 2021-04-02 Chongyang Wang , Temitayo A. Olugbade , Akhil Mathur , Amanda C. De C. Williams , Nicholas D. Lane , Nadia Bianchi-Berthouze

We introduce completion moment detection for actions - the problem of locating the moment of completion, when the action's goal is confidently considered achieved. The paper proposes a joint classification-regression recurrent model that…

Computer Vision and Pattern Recognition · Computer Science 2018-07-25 Farnoosh Heidarivincheh , Majid Mirmehdi , Dima Damen

Early detection of psychological distress is key to effective treatment. Automatic detection of distress, such as depression, is an active area of research. Current approaches utilise vocal, facial, and bodily modalities. Of these, the…

Computer Vision and Pattern Recognition · Computer Science 2020-03-03 Indigo J. D. Orton

Humans do not just find mistakes after the fact -- we often catch them mid-stream because 'reflection' is tied to the goal and its constraints. Today's large language models produce reasoning tokens and 'reflective' text, but is it…

Artificial Intelligence · Computer Science 2025-10-24 Sion Weatherhead , Flora Salim , Aaron Belbasis

Background and Context: While debugging is recognized as an essential practice, for many students, encountering bugs can generate emotional responses such as fear and anxiety that can lead to disengagement and the avoidance of computer…

Computers and Society · Computer Science 2024-02-13 Luis Morales-Navarro , Deborah A. Fields , Yasmin B. Kafai

In cognitive psychology, automatic and self-reinforcing irrational thought patterns are known as cognitive distortions. Left unchecked, patients exhibiting these types of thoughts can become stuck in negative feedback loops of unhealthy…

Human-Computer Interaction · Computer Science 2019-09-24 Benjamin Shickel , Scott Siegel , Martin Heesacker , Sherry Benton , Parisa Rashidi

Large language models are often described as capable of reflective reasoning, yet recursive self-evaluation without external feedback frequently yields reformulation rather than progress. We test this prediction in a cross-provider study of…

Machine Learning · Computer Science 2025-11-06 Bentley DeVilling

Psychological distress is a significant and growing issue in society. Automatic detection, assessment, and analysis of such distress is an active area of research. Compared to modalities such as face, head, and vocal, research investigating…

Computer Vision and Pattern Recognition · Computer Science 2020-08-03 Weizhe Lin , Indigo Orton , Qingbiao Li , Gabriela Pavarini , Marwa Mahmoud

Large language models (LLMs) with Chain-of-Thought (CoT) reasoning have achieved strong performance across diverse tasks, including mathematics, coding, and general reasoning. A distinctive ability of these reasoning models is…

Artificial Intelligence · Computer Science 2025-12-17 Ge Yan , Chung-En Sun , Tsui-Wei , Weng

Supervised fine-tuning enhances the problem-solving abilities of language models across various mathematical reasoning tasks. To maximize such benefits, existing research focuses on broadening the training set with various data augmentation…

Computation and Language · Computer Science 2024-10-08 Zhihan Zhang , Tao Ge , Zhenwen Liang , Wenhao Yu , Dian Yu , Mengzhao Jia , Dong Yu , Meng Jiang
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