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Large language models (LLMs) have advanced the development of personalized learning in education. However, their inherent generation mechanisms often produce homogeneous responses to identical prompts. This one-size-fits-all mechanism…

计算与语言 · 计算机科学 2026-02-06 Rui Jia , Ruiyi Lan , Fengrui Liu , Zhongxiang Dai , Bo Jiang , Jing Shao , Jingyuan Chen , Guandong Xu , Fei Wu , Min Zhang

Scholastic Aptitude Test (SAT) is crucial for college admissions but its effectiveness and relevance are increasingly questioned. This paper enhances Synthetic Control methods by introducing "Transformed Control", a novel method that…

计量经济学 · 经济学 2024-09-18 Vikram Krishnaveti , Saannidhya Rawat

Students' perception of classes measured through their opinions on teaching surveys allows to identify deficiencies and problems, both in the environment and in the learning methodologies. The purpose of this paper is to study, through…

Performance in introductory courses, particularly physics, is often crucial for student success in STEM majors and can impact an individual's tendency to persist in their chosen field. To enhance students' individual learning experiences,…

Large language models (LLMs) are revolutionizing education, with LLM-based agents playing a key role in simulating student behavior. A major challenge in student simulation is modeling the diverse learning patterns of students at various…

机器学习 · 计算机科学 2025-08-12 Tao Wu , Jingyuan Chen , Wang Lin , Mengze Li , Yumeng Zhu , Ang Li , Kun Kuang , Fei Wu

Research shows that expert-like approaches to problem-solving can be promoted by encouraging students to explicate their thought processes and follow a prescribed problem-solving strategy. Since grading communicates instructors'…

Large language models (LLMs) often make reasoning errors when solving mathematical problems, and how to automatically detect and correct these errors has become an important research direction. However, existing approaches \textit{mainly…

计算与语言 · 计算机科学 2025-11-19 Biaojie Zeng , Min Zhang , Juan Zhou , Fengrui Liu , Ruiyang Huang , Xin Lin

IWIMS (WWW Interactive Multipurpose Server) offers interactive resources designed over the past 20 years for teaching in various subjects (particularly focusing on mathematics, but also in biology, chemistry, economics, languages, physics),…

历史与综述 · 数学 2020-02-05 Marina , Cazzola , Sophie , Lemaire , Bernadette , Perrin-Riou

Recent advancements in large language models (LLMs) have showcased significant improvements in mathematics. However, traditional math benchmarks like GSM8k offer a unidimensional perspective, falling short in providing a holistic assessment…

计算与语言 · 计算机科学 2024-05-21 Hongwei Liu , Zilong Zheng , Yuxuan Qiao , Haodong Duan , Zhiwei Fei , Fengzhe Zhou , Wenwei Zhang , Songyang Zhang , Dahua Lin , Kai Chen

Knowledge distillation is an efficient strategy to use data generated by large "teacher" language models to train smaller capable "student" models, but selecting the optimal teacher for a specific student-task combination requires expensive…

机器学习 · 计算机科学 2025-12-23 Abhishek Panigrahi , Bingbin Liu , Sadhika Malladi , Sham Kakade , Surbhi Goel

Instructors of statistics who teach non-statistics majors possess varied academic backgrounds, and hence it is reasonable to expect variability in their content knowledge, and pedagogical approach. The aim of this study was to determine the…

统计方法学 · 统计学 2010-07-20 Rossi A. Hassad

To ensure that math curriculum is grade-appropriate and aligns with critical skills or concepts in accordance with educational standards, pedagogical experts can spend months carefully reviewing published math problems. Drawing inspiration…

计算与语言 · 计算机科学 2024-10-08 Li Lucy , Tal August , Rose E. Wang , Luca Soldaini , Courtney Allison , Kyle Lo

This study investigates the correlation of self-report accuracy with academic performance. The sample was composed of 289 undergraduate students (96 senior and 193 junior) enrolled in two engineering classes. Age ranged between 22 and 24…

物理与社会 · 物理学 2021-05-28 A. Fronzetti Colladon , F. Grippa

This paper focuses on two mathematical topics, namely continuous probability distributions (CPD) and integral calculus (IC). These two sectors that are linked by a formula are quite compartmented in teaching classes in France. The main…

历史与综述 · 数学 2018-08-27 Charlotte Derouet , Gaetan Planchon , Thomas Hausberger , Reinhard Hochmuth

Large Language Models (LLMs) have a great potential to serve as readily available and cost-efficient Conversational Intelligent Tutoring Systems (CITS) for teaching L2 learners of English. Existing CITS, however, are designed to teach only…

计算与语言 · 计算机科学 2025-03-12 Soonwoo Kwon , Sojung Kim , Minju Park , Seunghyun Lee , Kyuseok Kim

Teaching and Learning process of an educational institution needs to be monitored and effectively analysed for enhancement. Teaching and Learning is a vital element for an educational institution. It is also one of the criteria set by…

系统与控制 · 计算机科学 2017-06-13 Ms. Ganesan Kavitha , Dr. Lawrance Raj

Past research has defined a general process for the data-driven redesign of educational technologies and has shown that in carefully-selected instances, this process can help make systems more effective. In the current work, we test the…

人机交互 · 计算机科学 2026-04-01 Qianru Lyu , Conrad Borchers , Meng Xia , Karen Xiao , Paulo F. Carvalho , Kenneth R. Koedinger , Vincent Aleven

The rapid advancement in capabilities of large language models (LLMs) raises a pivotal question: How can LLMs accelerate scientific discovery? This work tackles the crucial first stage of research, generating novel hypotheses. While recent…

人工智能 · 计算机科学 2025-05-27 Aniketh Garikaparthi , Manasi Patwardhan , Lovekesh Vig , Arman Cohan

We developed the Learning About STEM Student Outcomes (LASSO) online assessment platform to increase instructor use of research-based assessments (RBAs). LASSO does this by making it easy to collect and analyze high-quality evidence about…

物理教育 · 物理学 2018-12-07 Ben Van Dusen

This work aims to propose a method to support students in finding appropriate peers in collaborative and blended learning settings. The main goal of this research is to bridge the gap between pedagogical theory and data driven practice to…

人机交互 · 计算机科学 2019-10-17 Irene-Angelica Chounta