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Ji-Qun Liu

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Book Open access Oct 2026

Bridging the Physicality Gap: Conversational Repair Strategies in AI-Supported Maker Learning

Generative artificial intelligence (AI) systems, specifically Large Language Models (LLMs), are increasingly used as collaborative problem-solving tools, yet their efficacy in physical environments like makerspaces remains unexplored. This study presents a cross-generational UX analysis of adults and parent-child dyads...

Mahdieh Nazari, Ji-Qun Liu, Yong-Ju Jung · 0 citations
Preprint Aug 2026

Beyond Local Surprise: Grounded Dialogue as Selective Belief Revision under Referential Uncertainty

When a speaker refers to a scene that the listener cannot directly see, the listener must decide whether to preserve its current understanding or revise it as new utterances arrive. Many language systems treat local mismatch as a cue for updating: divergence from the current understanding encourages adjustment. Yet con...

Zi-Ming Liu, Bhanu Chaitanya Jasti, Zijian Xu et al. · 0 citations
Preprint Aug 2026

Search or Chat? Comparing How We Learn About Debated Topics

As large language models (LLMs) become more integrated into everyday information platforms, chat-based systems are emerging as a popular alternative to traditional web searches, especially for informational search and informal learning tasks. Despite this shift, little is known about how different tools affect learning...

Yu Ran, Alisa Rieger, Rabia Karatoprak Ersen et al. · 0 citations

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