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New framework turns user experience into multimodal software tutorials

Researchers have developed Demo2Tutorial, a framework designed to convert raw human interactions from screen recordings into structured, multimodal software tutorials. This system parses user actions, reconstructs intent, and generates hierarchical task graphs to create image-text instructions. The generated tutorials have demonstrated effectiveness in improving both human learning and the planning capabilities of GUI agents, even outperforming human-authored guides. AI

IMPACT Automates creation of instructional content, potentially improving agent training and human learning efficiency.

RANK_REASON The cluster contains a research paper detailing a new framework and its evaluation.

Read on arXiv cs.CV →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

COVERAGE [2]

  1. arXiv cs.CV TIER_1 English(EN) · Zechen Bai, Zhiheng Chen, Yiqi Lin, Kevin Qinghong Lin, Difei Gao, Xiangwu Guo, Xin Wang, Mike Zheng Shou ·

    Demo2Tutorial: From Human Experience to Multimodal Software Tutorials

    arXiv:2606.03951v1 Announce Type: new Abstract: Human experience in digital environments offers a vast, underexplored resource of authentic, untrimmed interactions that contain rich procedural knowledge. We introduce Demo2Tutorial, a framework that transforms this experience capt…

  2. arXiv cs.CV TIER_1 English(EN) · Mike Zheng Shou ·

    Demo2Tutorial: From Human Experience to Multimodal Software Tutorials

    Human experience in digital environments offers a vast, underexplored resource of authentic, untrimmed interactions that contain rich procedural knowledge. We introduce Demo2Tutorial, a framework that transforms this experience captured via screen recordings and interaction logs …