Towards an AI-Augmented Textbook: Enhancing Learning with Personalization

This document explores the development and evaluation of an innovative approach to transforming traditional textbooks into dynamic, AI-augmented learning experiences. The system, named "Learn Your Way," leverages generative AI to create personalized content and offer diverse learning modalities.

Key Features and Approach

The core innovation lies in adapting educational materials to individual learner needs. Key aspects include:

  • Personalization: Tailoring content based on learner attributes like grade level and personal interests.
  • Multiple Representations: Presenting information through various formats such as immersive text, slides, audio lessons, and mind maps to cater to different learning styles.
  • Generative AI: Utilizing advanced AI models, specifically Gemini 2.5 Pro, for content transformation and augmentation.
  • Formative Assessment: Integrating embedded questions and quizzes to monitor progress and provide feedback.

Research and Findings

The paper details pedagogical evaluations conducted by experts and a randomized controlled trial. These studies demonstrate that Learn Your Way significantly improves learning efficacy compared to traditional digital readers. The system enhances engagement, understanding, and retention by making learning more adaptive and interactive.

Objective

The objective is to reimagine the textbook medium for the age of generative AI, making education more accessible, engaging, and effective for every learner.

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