Author

Jun-Ming Huang

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#artificial intelligence Conference Aug 2024

Measuring Human Contribution in AI-Assisted Content Generation

This study raises the research question of measuring human contribution in AI-assisted content generation and introduces a framework to address this question that is grounded in information theory and demonstrates that the proposed measure effectively discriminates between varying degrees of human contribution across m...

Yueqi Xie, Tao Qi, Jing-Wei Yi et al. · Annual Meeting of the Associ... · 8 citations · ⚡1

Jul 2026

Learning behavior accounts for background-related advantage in AI-assisted education

A deeper understanding of AI assistance in education is provided by showing how differences in learner profiles and learning behavior shape who benefits from AI-supported learning, and how learner profiles and learning behavior shape these patterns.

Jing-Wei Yi, Yueqi Xie, Jiyan He et al. · arXiv.org · 0 citations