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Long chain-of-thought (CoT) trajectories provide rich supervision signals for distilling reasoning from teacher to student LLMs. However, both prior work and our experiments show that trajectories from stronger teachers do not necessarily…

We bring a control perspective to the problem of identifying paths of measures for sampling via dynamic measure transport (DMT). We highlight the fact that commonly used paths may be poor choices for DMT and connect existing methods for…

机器学习 · 统计学 2025-11-07 Aimee Maurais , Bamdad Hosseini , Youssef Marzouk

The paper is motivated by the analysis of the relationship between ratings and teacher practices and beliefs, which are measured via a set of binary and ordinal items collected by a specific survey with nearly half missing respondents. The…

应用统计 · 统计学 2019-04-16 Leonardo Grilli , Maria Francesca Marino , Omar Paccagnella , Carla Rampichini

This research investigates the use of machine learning methods to forecast students' academic performance in a school setting. Students' data with behavioral, academic, and demographic details were used in implementations with standard…

计算机与社会 · 计算机科学 2025-06-11 A. G. R. Sandeepa , Sanka Mohottala

Understanding determinants of success in academic careers is critically important to both scholars and their employing organizations. While considerable research efforts have been made in this direction, there is still a lack of a…

计算机与社会 · 计算机科学 2022-11-22 Chenguang Du , Deqing Wang , Fuzhen Zhuang , Hengshu Zhu

The study is conducted to evaluate the job satisfaction among the administrative and teaching faculties in higher educational institutions. Many researchers have conducted studies to evaluate differences in job perception between teaching…

历史与综述 · 数学 2023-09-15 Mahak Bhatia , Aled Williams

Choice problems refer to selecting the best choices from several items, and learning users' preferences in choice problems is of great significance in understanding the decision making mechanisms and providing personalized services.…

信息检索 · 计算机科学 2023-08-16 Qingming Li , H. Vicky Zhao

Abstract concepts like software design patterns and the OSI model often pose challenges for engineering students, and traditional methods may fall short in promoting deep understanding and individual accountability. This study explores the…

计算机与社会 · 计算机科学 2025-08-26 Daniel San Martin , Carlos Manzano , Valter Vieira de Camargo

In the context of higher education's evolving dynamics post-COVID-19, this paper assesses the impact of new pedagogical incentives implemented in a first-year undergraduate computing module at University College London. We employ a mixed…

计算机与社会 · 计算机科学 2024-03-25 Laura J. Johnston , Takoua Jendoubi

Student performance modelling (SPM) is a critical step to assessing and improving students performances in their learning discourse. However, most existing SPM are based on statistical approaches, which on one hand are based on probability,…

The gap between theory and practice in mathematics education, particularly in primary-teacher education, necessitates innovative teaching methodologies. This paper explores the implementation of academic portfolios as a teaching innovation…

历史与综述 · 数学 2025-04-09 Carlos Rojas Bruna

For more than 20 years, social network analysis of student collaboration networks has focused on a student's centrality to predict academic performance. And even though a growing amount of sociological literature has supported that academic…

社会与信息网络 · 计算机科学 2018-10-12 David Burstein , Franklin Kenter , Feng Shi

Despite its crucial role in students' daily lives, commuting time remains an underexplored dimension in higher education research. To address this gap, this study focuses on challenges that students face in urban environments and…

Data science education is increasingly involving human subjects and societal issues such as privacy, ethics, and fairness. Data scientists need to be equipped with skills to tackle the complexities of the societal context surrounding their…

计算机与社会 · 计算机科学 2022-05-02 Deniz Marti , Michael D. Smith

The scope of this paper was to find out how the students in Computer Science perceive different teaching styles and how the teaching style impacts the learning desire and interest in the course. To find out, we designed and implemented an…

人机交互 · 计算机科学 2023-07-11 Manuela Petrescu , Kuderna Bentasup

Peer assessment is a popular technique for a more fine-grained evaluation of individual students in group projects. Its effect on the evaluation is well studied. However, its effects on the learning abilities of students are often…

软件工程 · 计算机科学 2020-12-08 Wouter Groeneveld , Joost Vennekens , Kris Aerts

Learning analytics (LA) is argued to be able to improve learning outcomes, learner support and teaching. However, despite an increasingly expanding amount of student (digital) data accessible from various online education and learning…

计算机与社会 · 计算机科学 2021-05-17 Olga Viberg , Ake Gronlund

Although student learning satisfaction has been widely studied, modern techniques such as interpretable machine learning and neural networks have not been sufficiently explored. This study demonstrates that a recent model that combines…

人工智能 · 计算机科学 2025-10-14 Haemin Choi , Gayathri Nadarajan

Statistics educators recommend teaching with real data with relevant contexts, but defining relevancy is challenging and varies by student. We investigated whether providing student choice of data context increases engagement through a…

其他统计学 · 统计学 2026-03-06 Catalina Medina , Mine Dogucu

There is a critical need to develop new educational technology applications that analyze the data collected by universities to ensure that students graduate in a timely fashion (4 to 6 years); and they are well prepared for jobs in their…

机器学习 · 计算机科学 2017-09-19 Zhiyun Ren , Xia Ning , Huzefa Rangwala