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Towards an AI-Augmented Textbook

Published: September 13, 2025 | arXiv ID: 2509.13348v2

By: LearnLM Team , Google , : and more

Potential Business Impact:

Makes textbooks teach you in your own way.

Business Areas:
Machine Learning Artificial Intelligence, Data and Analytics, Software

Textbooks are a cornerstone of education, but they have a fundamental limitation: they are a one-size-fits-all medium. Any new material or alternative representation requires arduous human effort, so that textbooks cannot be adapted in a scalable manner. We present an approach for transforming and augmenting textbooks using generative AI, adding layers of multiple representations and personalization while maintaining content integrity and quality. We refer to the system built with this approach as Learn Your Way. We report pedagogical evaluations of the different transformations and augmentations, and present the results of a a randomized control trial, highlighting the advantages of learning with Learn Your Way over regular textbook usage.

Page Count
15 pages

Category
Computer Science:
Computers and Society