2024 · 15 citations · 36 references
EducationEducational TechnologyComputer-assisted InstructionInteraction DesignMixed MediaMultimedia Instructional ContentMultimodal InstructionMultimodal InteractionUser ModelingAi-generated Learning MaterialsCross-domain MappingGraphical User InterfacesMultimodal User InterfacesVideo Tutorials
Mixed-media tutorials, which integrate videos, images, text, and diagrams to teach procedural skills, offer more browsable alternatives than timeline-based videos. However, manually creating such tutorials is tedious, and existing automated solutions are often restricted to a particular domain. While AI models hold promise, it is unclear how to effectively harness their powers, given the multi-modal data involved and the vast landscape of models. We present TutoAI, a cross-domain framework for AI-assisted mixed-media tutorial creation on physical tasks. First, we distill common tutorial components by surveying existing work; then, we present an approach to identify, assemble, and evaluate AI models for component extraction; finally, we propose guidelines for designing user interfaces (UI) that support tutorial creation based on AI-generated components. We show that TutoAI has achieved higher or similar quality compared to a baseline model in preliminary user studies.
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Guidelines for Human-AI Interaction
Saleema Amershi, Dan Weld, Mihaela Vorvoreanu et al. · 2019 · 1.9K citations
Computing, Computer Science, Design +17
Principles of mixed-initiative user interfaces
Eric Horvitz · 1999 · 1.4K citations