This repository for the paper "A Dataset for Learning University STEM Courses at Scale and Generating Questions at a Human Level",
Iddo Drori, Sarah Zhang, Zad Chin, Reece Shuttleworth, Albert Lu, Linda Chen, Bereket Birbo, Michele He, Pedro Lantigua, Sunny Tran, Gregory Hunter, Bo Feng, Newman Cheng, Roman Wang, Yann Hicke, Saisamrit Surbehera, Arvind Raghavan, Alexander Siemenn, Nikhil Singh, Jayson Lynch, Avi Shporer, Nakul Verma, Tonio Buonassisi, Armando Solar-Lezama
Educational Advances in Artificial Intelligence (EAAI), 2023
A new dataset of 667 questions and solutions from 27 STEM courses across 12 departments in 7 universities.
| ID | University | Department | Course | Number | Questions |
|---|---|---|---|---|---|
| 1 | MIT | Mechanical Engineering | Hydrodynamics | 2.016 | 21 |
| 2 | MIT | Mechanical Engineering | Nonlinear Dynamics I: Chaos | 2.050J | 24 |
| 3 | MIT | Mechanical Engineering | Information & Entropy | 2.110J | 25 |
| 4 | MIT | Mechanical Engineering | Marine Power and Propulsion | 2.611 | 27 |
| 5 | MIT | Materials Science and Engineering | Fundamentals of Materials Science | 3.012 | 25 |
| 6 | MIT | Materials Science and Engineering | Mathematics for Materials Scientists and Engineers | 3.016 | 25 |
| 7 | MIT | Materials Science and Engineering | Introduction to Solid-State Chemistry | 3.091 | 25 |
| 8 | MIT | Chemistry | Principles of Chemical Science | 5.111 | 25 |
| 9 | MIT | Electrical Engineering & Computer Science | Signal Processing | 6.003 | 30 |
| 10 | MIT | Electrical Engineering & Computer Science | Introduction to Machine Learning | 6.036 | 30 |
| 11 | MIT | Electrical Engineering & Computer Science | Introduction to Probability | 6.041 | 30 |
| 12 | MIT | Physics | Quantum Physics | 8.04 | 23 |
| 13 | MIT | Physics | Introduction to Astronomy | 8.282 | 20 |
| 14 | MIT | Earth, Atmospheric & Planetary Sciences | Geobiology | 12.007 | 25 |
| 15 | MIT | Economics | Principles of Microeconomics | 14.01 | 29 |
| 16 | MIT | Aeronautics and Astronautics | Unified Engineering 1 and 2 | 16.01/02 | 25 |
| 17 | MIT | Aeronautics and Astronautics | Unified Engineering 3 and 4 | 16.03/04 | 21 |
| 18 | MIT | Mathematics | Probability and Random Variables | 18.600 | 30 |
| 19 | MIT | Mathematics | Theory of Numbers | 18.781 | 20 |
| 20 | MIT | Biological Engineering | Systems Microbiology | 20.106J | 25 |
| 21 | MIT | Institute for Data, Systems & Society | Statistical Thinking & Data Analysis | IDS.013J | 23 |
| 22 | Brown | Mathematics | Intermediate Calculus | MATH0180 | 25 |
| 23 | Cornell | Computer Science | Computer Architecture | CS4420 | 20 |
| 24 | Harvard | Statistics | Probability | STATS110 | 20 |
| 25 | Princeton | Mathematics | Calculus II | MATH104 | 25 |
| 26 | UPenn | Mathematics | Calculus | MATH110 | 24 |
| 27 | Yale | Mathematics | Fundamentals of Physics | PHYS200 | 25 |