cs.HCMar 12, 2026

MRGEN: A Conceptual Framework for LLM-Powered Mixed Reality Authoring Tools for Education

Authors: Mohammed Oussama Seddini, Mohamed Ez-Zaouia, Ngoc Luyen Le, Iza Marfisi

Organizations: LIUM · Gamaizer 93340 Le Raincy, France · UR, IRISA, DRUID · Heudiasyc · 

Abstract

Mixed Reality (MR) offers immersive and multimodal opportunities for education but remains difficult for teachers to author without technical expertise. We propose MRGEN, a conceptual framework for LLM-powered authoring tools to support teachers in creating MR learning activities that work on mobile devices (tablets and smartphones). MRGEN articulates three axes: Learning Objectives, MR Modality, and GAI Assistance. To validate our framework, we implemented a prototype based on the open-source MIXAP authoring platform and conducted a user study with 24 participants. Results show that LLM-powered authoring reduced task duration by 36% on average, and that over 90% of participants found the AI support helpful for brainstorming, structuring, and aligning content with their learning goals. These findings yielded very promising results for future AI-assisted MR authoring tools.

Explore similar work

CardsList
  1. From Surface Learning to Deep Understanding: A Grounded AI Tutoring System for Moodle

    May 7, 2026Anna Ostrowska, Michał Kukla, Gabriela Majstrak +4Intelligent Tutoring SystemsAI in Education

  2. MRPilot: Supervising and Intervening LLM-Based Multi-Robot Teams through Mixed Reality

    Oct 5, 2026Xiaoran Yang, Xun Qian, Yang Zhan +3Multi-Robot SystemsLarge Language Model-Based Robot Planning

  3. Sherpa: Teaching LLMs to Teach Adaptively

    Oct 6, 2026Weixian Xu, Yanzhe Zhang, Zora Zhiruo Wang +2RL for Language ModelsIntelligent Tutoring Systems