# OpenStax attribution

The training data of this model includes text extracted from the following OpenStax textbooks, each licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0), © Rice University. Download for free at https://openstax.org. The texts were obtained from the Hugging Face dataset crumb/openstax-text (revision 8f502ca45f9f05cb5673eae445b7a97a4e8c4349). Modified: text extracted, chunked and filtered (chunks matching benchmark test/validation sets were removed).

| Title (from source file name) | © year |
|---|---|
| APBiology | 2018 |
| APCollege Physics | 2017 |
| APMacroeconomics 2e | 2017 |
| APMicroeconomics 2e | 2017 |
| Algebra and Trigonometry 2e | 2021 |
| American Government 3e | 2021 |
| Anatomy and Physiology 2e | 2022 |
| Anatomyand Physiology | 2017 |
| Astronomy 2e | 2022 |
| Astronomy | 2018 |
| Biology 2e | 2020 |
| Business Ethics | 2018 |
| Chemistry 2e | 2019 |
| Chemistry Atoms First 2e | 2019 |
| College Algebra 2e | 2021 |
| College Algebra Corequisite Support 2e | 2021 |
| College Physics | 2020 |
| College Physics 2e | 2022 |
| College Physics for AP Courses 2e | 2022 |
| College Success | 2020 |
| College Success | 2023 |
| Concepts Biology | 2017 |
| Contemporary Mathematics | 2023 |
| Economics 2e | 2018 |
| Economics 3e | 2022 |
| Elementary Algebra 2e | 2020 |
| Entrepreneurship | 2020 |
| Intermediate Algebra 2e | 2020 |
| Introduction to Intellectual Property | n/a |
| Introduction to Philosophy | 2022 |
| Introduction to Political Science | 2022 |
| Introductionto Anthropology | 2022 |
| Introductionto Sociology 3e | 2021 |
| Introductory Business Statistics | 2018 |
| Introductory Statistics | 2018 |
| Macroeconomics 2e | 2018 |
| Macroeconomics 3e | 2022 |
| Microbiology | 2021 |
| Microeconomics 2e | 2018 |
| Microeconomics 3e | 2022 |
| Physics | n/a |
| Prealgebra 2e | 2020 |
| Precalculus 2e | 2021 |
| Preparing for College Success | 2023 |
| Principles Marketing | 2023 |
| Principlesof Finance | 2022 |
| Psychology 2e | 2020 |
| Statistics | n/a |
| USHistory | 2021 |
| University Physics Vol 1 | 2021 |
| University Physics Volume 2 | 2021 |
| University Physics Volume 3 | 2021 |
| World History Volume 1 | 2023 |
| World History Volume 2 | 2022 |
| Writing Guide | 2021 |

Titles licensed CC BY-NC-SA 4.0, non-English titles, and three CC BY 4.0 titles whose text contains elements marked ‘CC BY-NC-SA’ (Introduction to Business, Organizational Behavior, Principles of Management) were not used.