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In this work, the teaching content of a theoretical-chemistry (TC) course is reformed, establishing a theoretical contents from micro- to macro-system, and comprehensively introducing the theory of chemical reaction to undergraduate…

物理教育 · 物理学 2021-09-28 Qingyong Meng

There is increasing adoption of artificial intelligence in drug discovery. However, existing studies use machine learning to mainly utilize the chemical structures of molecules but ignore the vast textual knowledge available in chemistry.…

机器学习 · 计算机科学 2024-01-31 Shengchao Liu , Weili Nie , Chengpeng Wang , Jiarui Lu , Zhuoran Qiao , Ling Liu , Jian Tang , Chaowei Xiao , Anima Anandkumar

The aim of this research is to provide insight to chemistry education teachers and researchers regarding the effectiveness of the guided inquiry learning model and provide direction for further research in this field. The research method…

物理教育 · 物理学 2023-12-19 Ainayya Almira , Anisah Rachmawati , Insi Norma Jelita , Yoan Nurlaili

Teaching the software engineers of the future to write high-quality code with good style and structure is important. This systematic literature review identifies existing instructional approaches, their objectives, and the strategies used…

软件工程 · 计算机科学 2025-02-26 Sara Nurollahian , Hieke Keuning , Eliane Wiese

Multimodal Large Language Models (MLLMs) have seen growing adoption across various scientific disciplines. These advancements encourage the investigation of molecule-text modeling within synthetic chemistry, a field dedicated to designing…

机器学习 · 计算机科学 2024-06-21 He Cao , Yanjun Shao , Zhiyuan Liu , Zijing Liu , Xiangru Tang , Yuan Yao , Yu Li

Discussions of AI in education focus predominantly on student-facing tools -- chatbots, tutors, and problem generators -- while the potential for the same infrastructure to support instructors remains largely unexplored. We describe Stan, a…

计算与语言 · 计算机科学 2026-03-06 Eric M. Furst , Vasudevan Venkateshwaran

The paper describes methodology of math education for students interested in chemistry. Suppose we have mathematical circle 2 hours per week. What can be done? We can not provide any systematic study, but we can choose one subject and show…

历史与综述 · 数学 2017-12-06 A. J. Belov , G. O. Shnider

Inspecting Chain-of-Thought reasoning is among the most common means of understanding why an LLM produced its output. But well-known problems with CoT faithfulness severely limit what insights can be gained from this practice. In this…

人工智能 · 计算机科学 2026-02-25 Peter Hase , Christopher Potts

BRST-methods provide elegant and powerful tools for the construction and analysis of constrained systems, including models of particles, strings and fields. These lectures provide an elementary introduction to the ideas, illustrated with…

高能物理 - 理论 · 物理学 2015-06-26 J. W. van Holten

The objective of physics laboratory training is to develop, in students, a variety of important cognitive and psycho-motor abilities related to experimental physics. These include conceptual understanding, procedural understanding,…

物理教育 · 物理学 2013-11-26 Rajesh B. Khaparde

Prequestioning is an instructional strategy that involves taking practice tests on to-be-learned information followed by studying the correct answers. Despite promising results in laboratory studies, it has rarely been examined in authentic…

物理教育 · 物理学 2024-03-06 Steven C. Pan , Jia Yi Han , Fun Man Fung

Large Language Models (LLMs) excel in diverse areas, yet struggle with complex scientific reasoning, especially in the field of chemistry. Different from the simple chemistry tasks (e.g., molecule classification) addressed in previous…

计算与语言 · 计算机科学 2024-02-12 Siru Ouyang , Zhuosheng Zhang , Bing Yan , Xuan Liu , Yejin Choi , Jiawei Han , Lianhui Qin

Modern computational organic chemistry is becoming increasingly data-driven. There remain a large number of important unsolved problems in this area such as product prediction given reactants, drug discovery, and metric-optimized molecule…

生物大分子 · 定量生物学 2026-02-10 Josh Payne , Mario Srouji , Dian Ang Yap , Vineet Kosaraju

Static analysis tools are frequently used to scan the source code and detect deviations from the project coding guidelines. Given their importance, linters are often introduced to classrooms to educate students on how to detect and…

软件工程 · 计算机科学 2023-07-20 Eman Abdullah AlOmar , Salma Abdullah AlOmar , Mohamed Wiem Mkaouer

The first step in the construction of a regression model or a data-driven analysis, aiming to predict or elucidate the relationship between the atomic scale structure of matter and its properties, involves transforming the Cartesian…

Structured, procedural reasoning is essential for Large Language Models (LLMs), especially in mathematics. While post-training methods have improved LLM performance, they still fall short in capturing deep procedural logic on complex tasks.…

人工智能 · 计算机科学 2025-08-27 Zhichao Yang , Zhaoxin Fan , Gen Li , Yuanze Hu , Xinyu Wang , Ye Qiu , Xin Wang , Yifan Sun , Wenjun Wu

In real teaching scenarios, an excellent teacher always teaches what he (or she) is good at but the student is not. This gives the student the best assistance in making up for his (or her) weaknesses and becoming a good one overall.…

计算机视觉与模式识别 · 计算机科学 2023-05-23 Shitong Shao , Huanran Chen , Zhen Huang , Linrui Gong , Shuai Wang , Xinxiao Wu

Machine learning models are poised to make a transformative impact on chemical sciences by dramatically accelerating computational algorithms and amplifying insights available from computational chemistry methods. However, achieving this…

The impossibility of experiencing the molecular world with our senses hampers teaching and understanding chemistry because very abstract concepts (such as atoms, chemical bonds, molecular structure, reactivity) are required for this…

物理教育 · 物理学 2021-03-02 Thomas Weymuth , Markus Reiher

Large Language Models (LLMs) have demonstrated remarkable potential in scientific research, particularly in chemistry-related tasks such as molecular design, reaction prediction, and property estimation. While tool-augmented LLMs have been…

计算工程、金融与科学 · 计算机科学 2025-02-21 Zhucong Li , Jin Xiao , Bowei Zhang , Zhijian Zhou , Qianyu He , Fenglei Cao , Jiaqing Liang , Yuan Qi
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