5 papers
AI4CAREER: Responsible AI for STEM Career Development at Scale in K-16 Education
Sugana Chawla, Si Chen, Julia Qian +5
Rapid advances in artificial intelligence (AI) are reshaping how students imagine, explore, and prepare for STEM careers across K-16 education. As AI systems increasingly influence…
A Human-Centred AI System for Multi-Actor Planning and Collaboration in Family Learning
Si Chen, Jingyi Xie, Yao Li +8
Family learning takes place in everyday routines where children and caregivers read, practice, and develop new skills together. Despite growing interest in AI tutors, most existing…
Automated Benchmark Generation from Domain Guidelines Informed by Bloom's Taxonomy
Si Chen, Le Huy Khiem, Annalisa Szymanski +3
Open-ended question answering (QA) evaluates a model's ability to perform contextualized reasoning beyond factual recall. This challenge is especially acute in practice-based domai…
Building AI Literacy at Home: How Families Navigate Children's Self-Directed Learning with AI
Jingyi Xie, Chuhao Wu, Ge Wang +4
As generative AI becomes embedded in children's learning spaces, families face new challenges in guiding its use. Middle childhood (ages 7-13) is a critical stage where children se…
"Learning Together": AI-Mediated Support for Parental Involvement in Everyday Learning
Yao Li, Jingyi Xie, Ya-Fang Lin +5
Family learning takes place in everyday routines where children and caregivers read, practice, and develop new skills together. Although AI is increasingly present in learning envi…